FileBase /isis1/Yuta/YutaData/YutaMouse20-140319/YutaMouse20-140319/YutaMouse20-140319 ElecNo 1 MinClusters 20 MaxClusters 25 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 help 0 Loaded 2324722 data points of dimension 30. Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 774907 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41298 members Mstep: Class 2 contains 40772 members Mstep: Class 3 contains 40725 members Mstep: Class 4 contains 40603 members Mstep: Class 5 contains 40557 members Mstep: Class 6 contains 40791 members Mstep: Class 7 contains 40616 members Mstep: Class 8 contains 40894 members Mstep: Class 9 contains 40486 members Mstep: Class 10 contains 40878 members Mstep: Class 11 contains 40920 members Mstep: Class 12 contains 40488 members Mstep: Class 13 contains 40737 members Mstep: Class 14 contains 41101 members Mstep: Class 15 contains 40827 members Mstep: Class 16 contains 40966 members Mstep: Class 17 contains 40864 members Mstep: Class 18 contains 40700 members Mstep: Class 19 contains 40684 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 782.871460 but Gain 3363.003906 Score: -65704956.000000 Penalty: 60534.062500 Iteration 0F: 19 clusters Score -6.570496e+07 nChanged 731303 Entering Unmasked Mstep Mstep: Class 0 contains 2170 members Mstep: Class 1 contains 56992 members Mstep: Class 2 contains 50141 members Mstep: Class 3 contains 39481 members Mstep: Class 4 contains 36630 members Mstep: Class 5 contains 19296 members Mstep: Class 6 contains 61441 members Mstep: Class 7 contains 54387 members Mstep: Class 8 contains 29304 members Mstep: Class 9 contains 17693 members Mstep: Class 10 contains 41576 members Mstep: Class 11 contains 44295 members Mstep: Class 12 contains 32800 members Mstep: Class 13 contains 53789 members Mstep: Class 14 contains 63937 members Mstep: Class 15 contains 23933 members Mstep: Class 16 contains 92777 members Mstep: Class 17 contains 29188 members Mstep: Class 19 contains 25077 members Entering Unmasked Estep ConsiderDeletion Score: -67358816.000000 Penalty: 60534.062500 Iteration 1F: 19 clusters Score -6.735882e+07 nChanged 259290 Entering Unmasked Mstep Mstep: Class 0 contains 2105 members Mstep: Class 1 contains 63949 members Mstep: Class 2 contains 49600 members Mstep: Class 3 contains 47605 members Mstep: Class 4 contains 26281 members Mstep: Class 5 contains 19152 members Mstep: Class 6 contains 50440 members Mstep: Class 7 contains 55426 members Mstep: Class 8 contains 20982 members Mstep: Class 9 contains 14963 members Mstep: Class 10 contains 31439 members Mstep: Class 11 contains 41894 members Mstep: Class 12 contains 24411 members Mstep: Class 13 contains 61059 members Mstep: Class 14 contains 69377 members Mstep: Class 15 contains 17037 members Mstep: Class 16 contains 115249 members Mstep: Class 17 contains 37846 members Mstep: Class 19 contains 26092 members Entering Unmasked Estep ConsiderDeletion Score: -67801096.000000 Penalty: 60534.062500 Iteration 2F: 19 clusters Score -6.78011e+07 nChanged 202356 Entering Unmasked Mstep Mstep: Class 0 contains 1452 members Mstep: Class 1 contains 70466 members Mstep: Class 2 contains 48975 members Mstep: Class 3 contains 58981 members Mstep: Class 4 contains 18192 members Mstep: Class 5 contains 18989 members Mstep: Class 6 contains 38557 members Mstep: Class 7 contains 59327 members Mstep: Class 8 contains 16984 members Mstep: Class 9 contains 11039 members Mstep: Class 10 contains 21096 members Mstep: Class 11 contains 38123 members Mstep: Class 12 contains 15676 members Mstep: Class 13 contains 60194 members Mstep: Class 14 contains 78698 members Mstep: Class 15 contains 17409 members Mstep: Class 16 contains 129324 members Mstep: Class 17 contains 44187 members Mstep: Class 19 contains 27238 members Entering Unmasked Estep ConsiderDeletion Score: -68072688.000000 Penalty: 60534.062500 Iteration 3F: 19 clusters Score -6.807269e+07 nChanged 146787 Entering Unmasked Mstep Mstep: Class 0 contains 1087 members Mstep: Class 1 contains 74526 members Mstep: Class 2 contains 51444 members Mstep: Class 3 contains 68906 members Mstep: Class 4 contains 13406 members Mstep: Class 5 contains 18982 members Mstep: Class 6 contains 32652 members Mstep: Class 7 contains 64319 members Mstep: Class 8 contains 14738 members Mstep: Class 9 contains 7700 members Mstep: Class 10 contains 13057 members Mstep: Class 11 contains 32525 members Mstep: Class 12 contains 9316 members Mstep: Class 13 contains 54787 members Mstep: Class 14 contains 84986 members Mstep: Class 15 contains 16434 members Mstep: Class 16 contains 144738 members Mstep: Class 17 contains 45516 members Mstep: Class 19 contains 25788 members Entering Unmasked Estep ConsiderDeletion Score: -68213960.000000 Penalty: 60534.062500 Iteration 4F: 19 clusters Score -6.821396e+07 nChanged 117131 Entering Unmasked Mstep Mstep: Class 0 contains 778 members Mstep: Class 1 contains 76126 members Mstep: Class 2 contains 54425 members Mstep: Class 3 contains 77586 members Mstep: Class 4 contains 10429 members Mstep: Class 5 contains 19564 members Mstep: Class 6 contains 26955 members Mstep: Class 7 contains 68759 members Mstep: Class 8 contains 13410 members Mstep: Class 9 contains 6028 members Mstep: Class 10 contains 7504 members Mstep: Class 11 contains 26066 members Mstep: Class 12 contains 5427 members Mstep: Class 13 contains 48041 members Mstep: Class 14 contains 88078 members Mstep: Class 15 contains 14825 members Mstep: Class 16 contains 165024 members Mstep: Class 17 contains 43362 members Mstep: Class 19 contains 22520 members Entering Unmasked Estep ConsiderDeletion Score: -68358816.000000 Penalty: 60534.062500 Iteration 5F: 19 clusters Score -6.835882e+07 nChanged 100686 Entering Unmasked Mstep Mstep: Class 0 contains 176 members Mstep: Class 1 contains 76318 members Mstep: Class 2 contains 57167 members Mstep: Class 3 contains 84865 members Mstep: Class 4 contains 8224 members Mstep: Class 5 contains 19988 members Mstep: Class 6 contains 21372 members Mstep: Class 7 contains 72475 members Mstep: Class 8 contains 12825 members Mstep: Class 9 contains 6218 members Mstep: Class 10 contains 4339 members Mstep: Class 11 contains 19815 members Mstep: Class 12 contains 3265 members Mstep: Class 13 contains 41449 members Mstep: Class 14 contains 89913 members Mstep: Class 15 contains 12160 members Mstep: Class 16 contains 187445 members Mstep: Class 17 contains 38163 members Mstep: Class 19 contains 18730 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 2749.196533 but Gain 3363.000000 Score: -68461864.000000 Penalty: 57171.062500 Iteration 6F: 18 clusters Score -6.846186e+07 nChanged 88377 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 75427 members Mstep: Class 2 contains 60685 members Mstep: Class 3 contains 90215 members Mstep: Class 4 contains 6623 members Mstep: Class 5 contains 19933 members Mstep: Class 6 contains 17666 members Mstep: Class 7 contains 75978 members Mstep: Class 8 contains 12739 members Mstep: Class 9 contains 7618 members Mstep: Class 10 contains 2907 members Mstep: Class 11 contains 14733 members Mstep: Class 13 contains 35989 members Mstep: Class 14 contains 89927 members Mstep: Class 15 contains 9067 members Mstep: Class 16 contains 208164 members Mstep: Class 17 contains 31706 members Mstep: Class 19 contains 15378 members Entering Unmasked Estep ConsiderDeletion Score: -68541208.000000 Penalty: 57171.062500 Iteration 7F: 18 clusters Score -6.854121e+07 nChanged 72868 Entering Unmasked Mstep Mstep: Class 0 contains 145 members Mstep: Class 1 contains 72679 members Mstep: Class 2 contains 65558 members Mstep: Class 3 contains 92829 members Mstep: Class 4 contains 5561 members Mstep: Class 5 contains 19259 members Mstep: Class 6 contains 16344 members Mstep: Class 7 contains 79213 members Mstep: Class 8 contains 12523 members Mstep: Class 9 contains 8949 members Mstep: Class 10 contains 2499 members Mstep: Class 11 contains 10781 members Mstep: Class 13 contains 31653 members Mstep: Class 14 contains 87558 members Mstep: Class 15 contains 6935 members Mstep: Class 16 contains 223844 members Mstep: Class 17 contains 26010 members Mstep: Class 19 contains 12567 members Entering Unmasked Estep ConsiderDeletion Score: -68602160.000000 Penalty: 57171.062500 Iteration 8F: 18 clusters Score -6.860216e+07 nChanged 62381 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 68299 members Mstep: Class 2 contains 71855 members Mstep: Class 3 contains 93274 members Mstep: Class 4 contains 4975 members Mstep: Class 5 contains 18394 members Mstep: Class 6 contains 17581 members Mstep: Class 7 contains 83202 members Mstep: Class 8 contains 12101 members Mstep: Class 9 contains 9796 members Mstep: Class 10 contains 2594 members Mstep: Class 11 contains 8166 members Mstep: Class 13 contains 28790 members Mstep: Class 14 contains 82737 members Mstep: Class 15 contains 4836 members Mstep: Class 16 contains 235652 members Mstep: Class 17 contains 22247 members Mstep: Class 19 contains 10270 members Entering Unmasked Estep ConsiderDeletion Score: -68652288.000000 Penalty: 57171.062500 Iteration 9F: 18 clusters Score -6.865229e+07 nChanged 54528 Entering Unmasked Mstep Mstep: Class 0 contains 135 members Mstep: Class 1 contains 62562 members Mstep: Class 2 contains 79313 members Mstep: Class 3 contains 92380 members Mstep: Class 4 contains 4676 members Mstep: Class 5 contains 17603 members Mstep: Class 6 contains 19927 members Mstep: Class 7 contains 87775 members Mstep: Class 8 contains 11524 members Mstep: Class 9 contains 10161 members Mstep: Class 10 contains 2904 members Mstep: Class 11 contains 6542 members Mstep: Class 13 contains 26718 members Mstep: Class 14 contains 75953 members Mstep: Class 15 contains 3195 members Mstep: Class 16 contains 245064 members Mstep: Class 17 contains 19906 members Mstep: Class 19 contains 8569 members Entering Unmasked Estep ConsiderDeletion Score: -68693424.000000 Penalty: 57171.062500 Iteration 10F: 18 clusters Score -6.869342e+07 nChanged 47758 Entering Unmasked Mstep Mstep: Class 0 contains 131 members Mstep: Class 1 contains 55590 members Mstep: Class 2 contains 87563 members Mstep: Class 3 contains 90817 members Mstep: Class 4 contains 4447 members Mstep: Class 5 contains 16883 members Mstep: Class 6 contains 22181 members Mstep: Class 7 contains 92871 members Mstep: Class 8 contains 10846 members Mstep: Class 9 contains 10244 members Mstep: Class 10 contains 3293 members Mstep: Class 11 contains 5579 members Mstep: Class 13 contains 24823 members Mstep: Class 14 contains 67627 members Mstep: Class 15 contains 2703 members Mstep: Class 16 contains 253454 members Mstep: Class 17 contains 18360 members Mstep: Class 19 contains 7495 members Entering Unmasked Estep ConsiderDeletion Score: -68724240.000000 Penalty: 57171.062500 Iteration 11F: 18 clusters Score -6.872424e+07 nChanged 42466 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 48356 members Mstep: Class 2 contains 96220 members Mstep: Class 3 contains 88950 members Mstep: Class 4 contains 4179 members Mstep: Class 5 contains 16264 members Mstep: Class 6 contains 23943 members Mstep: Class 7 contains 98308 members Mstep: Class 8 contains 10195 members Mstep: Class 9 contains 10111 members Mstep: Class 10 contains 3628 members Mstep: Class 11 contains 4938 members Mstep: Class 13 contains 23033 members Mstep: Class 14 contains 58380 members Mstep: Class 15 contains 2620 members Mstep: Class 16 contains 261435 members Mstep: Class 17 contains 17346 members Mstep: Class 19 contains 6868 members Entering Unmasked Estep ConsiderDeletion Score: -68747664.000000 Penalty: 57171.062500 Iteration 12F: 18 clusters Score -6.874766e+07 nChanged 37917 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 41605 members Mstep: Class 2 contains 104612 members Mstep: Class 3 contains 86934 members Mstep: Class 4 contains 3907 members Mstep: Class 5 contains 15720 members Mstep: Class 6 contains 25425 members Mstep: Class 7 contains 103622 members Mstep: Class 8 contains 9595 members Mstep: Class 9 contains 9840 members Mstep: Class 10 contains 3932 members Mstep: Class 11 contains 4387 members Mstep: Class 13 contains 21455 members Mstep: Class 14 contains 49172 members Mstep: Class 15 contains 2617 members Mstep: Class 16 contains 268794 members Mstep: Class 17 contains 16663 members Mstep: Class 19 contains 6497 members Entering Unmasked Estep ConsiderDeletion Score: -68766912.000000 Penalty: 57171.062500 Iteration 13Q: 18 clusters Score -6.876691e+07 nChanged 34052 Entering Unmasked Mstep Mstep: Class 0 contains 128 members Mstep: Class 1 contains 35547 members Mstep: Class 2 contains 112842 members Mstep: Class 3 contains 84706 members Mstep: Class 4 contains 3681 members Mstep: Class 5 contains 15195 members Mstep: Class 6 contains 26678 members Mstep: Class 7 contains 108244 members Mstep: Class 8 contains 9007 members Mstep: Class 9 contains 9543 members Mstep: Class 10 contains 4182 members Mstep: Class 11 contains 3930 members Mstep: Class 13 contains 20003 members Mstep: Class 14 contains 40793 members Mstep: Class 15 contains 2615 members Mstep: Class 16 contains 275445 members Mstep: Class 17 contains 16138 members Mstep: Class 19 contains 6230 members Entering Unmasked Estep ConsiderDeletion Score: -68785112.000000 Penalty: 57171.062500 Iteration 14Q: 18 clusters Score -6.878511e+07 nChanged 29513 Entering Unmasked Mstep Mstep: Class 0 contains 128 members Mstep: Class 1 contains 30669 members Mstep: Class 2 contains 120722 members Mstep: Class 3 contains 82299 members Mstep: Class 4 contains 3449 members Mstep: Class 5 contains 14756 members Mstep: Class 6 contains 27763 members Mstep: Class 7 contains 111247 members Mstep: Class 8 contains 8436 members Mstep: Class 9 contains 9237 members Mstep: Class 10 contains 4430 members Mstep: Class 11 contains 3580 members Mstep: Class 13 contains 18724 members Mstep: Class 14 contains 34178 members Mstep: Class 15 contains 2616 members Mstep: Class 16 contains 280899 members Mstep: Class 17 contains 15762 members Mstep: Class 19 contains 6012 members Entering Unmasked Estep ConsiderDeletion Score: -68799680.000000 Penalty: 57171.062500 Iteration 15Q: 18 clusters Score -6.879968e+07 nChanged 25077 Entering Unmasked Mstep Mstep: Class 0 contains 128 members Mstep: Class 1 contains 27107 members Mstep: Class 2 contains 128420 members Mstep: Class 3 contains 79999 members Mstep: Class 4 contains 3231 members Mstep: Class 5 contains 14393 members Mstep: Class 6 contains 28687 members Mstep: Class 7 contains 112062 members Mstep: Class 8 contains 7908 members Mstep: Class 9 contains 8963 members Mstep: Class 10 contains 4642 members Mstep: Class 11 contains 3326 members Mstep: Class 13 contains 17638 members Mstep: Class 14 contains 29318 members Mstep: Class 15 contains 2618 members Mstep: Class 16 contains 285247 members Mstep: Class 17 contains 15398 members Mstep: Class 19 contains 5822 members Entering Unmasked Estep ConsiderDeletion Score: -68810560.000000 Penalty: 57171.062500 Iteration 16Q: 18 clusters Score -6.881056e+07 nChanged 21328 Entering Unmasked Mstep Mstep: Class 0 contains 127 members Mstep: Class 1 contains 24618 members Mstep: Class 2 contains 136016 members Mstep: Class 3 contains 78017 members Mstep: Class 4 contains 3021 members Mstep: Class 5 contains 14069 members Mstep: Class 6 contains 29453 members Mstep: Class 7 contains 110838 members Mstep: Class 8 contains 7500 members Mstep: Class 9 contains 8700 members Mstep: Class 10 contains 4834 members Mstep: Class 11 contains 3120 members Mstep: Class 13 contains 16755 members Mstep: Class 14 contains 25801 members Mstep: Class 15 contains 2618 members Mstep: Class 16 contains 288795 members Mstep: Class 17 contains 15017 members Mstep: Class 19 contains 5608 members Entering Unmasked Estep ConsiderDeletion Score: -68818672.000000 Penalty: 57171.062500 Iteration 17Q: 18 clusters Score -6.881867e+07 nChanged 18274 Entering Unmasked Mstep Mstep: Class 0 contains 127 members Mstep: Class 1 contains 23018 members Mstep: Class 2 contains 143503 members Mstep: Class 3 contains 76388 members Mstep: Class 4 contains 2828 members Mstep: Class 5 contains 13813 members Mstep: Class 6 contains 30063 members Mstep: Class 7 contains 107757 members Mstep: Class 8 contains 7119 members Mstep: Class 9 contains 8499 members Mstep: Class 10 contains 4995 members Mstep: Class 11 contains 2976 members Mstep: Class 13 contains 15929 members Mstep: Class 14 contains 23270 members Mstep: Class 15 contains 2617 members Mstep: Class 16 contains 291926 members Mstep: Class 17 contains 14671 members Mstep: Class 19 contains 5408 members Entering Unmasked Estep ConsiderDeletion Score: -68824280.000000 Penalty: 57171.062500 Iteration 18Q: 18 clusters Score -6.882428e+07 nChanged 16432 Entering Unmasked Mstep Mstep: Class 0 contains 127 members Mstep: Class 1 contains 21843 members Mstep: Class 2 contains 151184 members Mstep: Class 3 contains 75080 members Mstep: Class 4 contains 2680 members Mstep: Class 5 contains 13617 members Mstep: Class 6 contains 30631 members Mstep: Class 7 contains 103276 members Mstep: Class 8 contains 6768 members Mstep: Class 9 contains 8363 members Mstep: Class 10 contains 5118 members Mstep: Class 11 contains 2882 members Mstep: Class 13 contains 15232 members Mstep: Class 14 contains 21339 members Mstep: Class 15 contains 2616 members Mstep: Class 16 contains 294572 members Mstep: Class 17 contains 14373 members Mstep: Class 19 contains 5206 members Entering Unmasked Estep ConsiderDeletion Score: -68828488.000000 Penalty: 57171.062500 Iteration 19Q: 18 clusters Score -6.882849e+07 nChanged 15417 Entering Unmasked Mstep Mstep: Class 0 contains 127 members Mstep: Class 1 contains 20922 members Mstep: Class 2 contains 159345 members Mstep: Class 3 contains 74082 members Mstep: Class 4 contains 2562 members Mstep: Class 5 contains 13453 members Mstep: Class 6 contains 31101 members Mstep: Class 7 contains 97458 members Mstep: Class 8 contains 6465 members Mstep: Class 9 contains 8233 members Mstep: Class 10 contains 5228 members Mstep: Class 11 contains 2784 members Mstep: Class 13 contains 14624 members Mstep: Class 14 contains 19769 members Mstep: Class 15 contains 2617 members Mstep: Class 16 contains 297040 members Mstep: Class 17 contains 14089 members Mstep: Class 19 contains 5008 members Entering Unmasked Estep ConsiderDeletion Score: -68832144.000000 Penalty: 57171.062500 Iteration 20F: 18 clusters Score -6.883214e+07 nChanged 14886 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 20187 members Mstep: Class 2 contains 168105 members Mstep: Class 3 contains 73299 members Mstep: Class 4 contains 2480 members Mstep: Class 5 contains 13306 members Mstep: Class 6 contains 31486 members Mstep: Class 7 contains 90642 members Mstep: Class 8 contains 6139 members Mstep: Class 9 contains 8134 members Mstep: Class 10 contains 5318 members Mstep: Class 11 contains 2717 members Mstep: Class 13 contains 14056 members Mstep: Class 14 contains 18522 members Mstep: Class 15 contains 2616 members Mstep: Class 16 contains 299119 members Mstep: Class 17 contains 13798 members Mstep: Class 19 contains 4861 members Entering Unmasked Estep ConsiderDeletion Score: -68836080.000000 Penalty: 57171.062500 Iteration 21Q: 18 clusters Score -6.883608e+07 nChanged 14496 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 19558 members Mstep: Class 2 contains 177318 members Mstep: Class 3 contains 72686 members Mstep: Class 4 contains 2425 members Mstep: Class 5 contains 13178 members Mstep: Class 6 contains 31805 members Mstep: Class 7 contains 83169 members Mstep: Class 8 contains 5800 members Mstep: Class 9 contains 8047 members Mstep: Class 10 contains 5379 members Mstep: Class 11 contains 2664 members Mstep: Class 13 contains 13575 members Mstep: Class 14 contains 17537 members Mstep: Class 15 contains 2616 members Mstep: Class 16 contains 300784 members Mstep: Class 17 contains 13533 members Mstep: Class 19 contains 4713 members Entering Unmasked Estep ConsiderDeletion Score: -68840288.000000 Penalty: 57171.062500 Iteration 22Q: 18 clusters Score -6.884029e+07 nChanged 14077 Entering Unmasked Mstep Mstep: Class 0 contains 117 members Mstep: Class 1 contains 19072 members Mstep: Class 2 contains 186861 members Mstep: Class 3 contains 72207 members Mstep: Class 4 contains 2386 members Mstep: Class 5 contains 13067 members Mstep: Class 6 contains 32097 members Mstep: Class 7 contains 75267 members Mstep: Class 8 contains 5505 members Mstep: Class 9 contains 7989 members Mstep: Class 10 contains 5442 members Mstep: Class 11 contains 2627 members Mstep: Class 13 contains 13098 members Mstep: Class 14 contains 16734 members Mstep: Class 15 contains 2617 members Mstep: Class 16 contains 301915 members Mstep: Class 17 contains 13297 members Mstep: Class 19 contains 4609 members Entering Unmasked Estep ConsiderDeletion Score: -68844832.000000 Penalty: 57171.062500 Iteration 23Q: 18 clusters Score -6.884483e+07 nChanged 13618 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 18668 members Mstep: Class 2 contains 196548 members Mstep: Class 3 contains 71868 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 12959 members Mstep: Class 6 contains 32356 members Mstep: Class 7 contains 67399 members Mstep: Class 8 contains 5191 members Mstep: Class 9 contains 7947 members Mstep: Class 10 contains 5498 members Mstep: Class 11 contains 2565 members Mstep: Class 13 contains 12700 members Mstep: Class 14 contains 16102 members Mstep: Class 15 contains 2618 members Mstep: Class 16 contains 302423 members Mstep: Class 17 contains 13072 members Mstep: Class 19 contains 4518 members Entering Unmasked Estep ConsiderDeletion Score: -68849168.000000 Penalty: 57171.062500 Iteration 24Q: 18 clusters Score -6.884917e+07 nChanged 13092 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 18325 members Mstep: Class 2 contains 206300 members Mstep: Class 3 contains 71589 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 12889 members Mstep: Class 6 contains 32571 members Mstep: Class 7 contains 59677 members Mstep: Class 8 contains 4861 members Mstep: Class 9 contains 7899 members Mstep: Class 10 contains 5563 members Mstep: Class 11 contains 2526 members Mstep: Class 13 contains 12350 members Mstep: Class 14 contains 15574 members Mstep: Class 15 contains 2619 members Mstep: Class 16 contains 302433 members Mstep: Class 17 contains 12857 members Mstep: Class 19 contains 4432 members Entering Unmasked Estep ConsiderDeletion Score: -68853832.000000 Penalty: 57171.062500 Iteration 25Q: 18 clusters Score -6.885383e+07 nChanged 12506 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 18022 members Mstep: Class 2 contains 215729 members Mstep: Class 3 contains 71395 members Mstep: Class 4 contains 2292 members Mstep: Class 5 contains 12828 members Mstep: Class 6 contains 32739 members Mstep: Class 7 contains 52331 members Mstep: Class 8 contains 4519 members Mstep: Class 9 contains 7869 members Mstep: Class 10 contains 5612 members Mstep: Class 11 contains 2470 members Mstep: Class 13 contains 12045 members Mstep: Class 14 contains 15125 members Mstep: Class 15 contains 2619 members Mstep: Class 16 contains 302172 members Mstep: Class 17 contains 12674 members Mstep: Class 19 contains 4351 members Entering Unmasked Estep ConsiderDeletion Score: -68858064.000000 Penalty: 57171.062500 Iteration 26Q: 18 clusters Score -6.885806e+07 nChanged 11689 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 17764 members Mstep: Class 2 contains 224677 members Mstep: Class 3 contains 71216 members Mstep: Class 4 contains 2258 members Mstep: Class 5 contains 12785 members Mstep: Class 6 contains 32856 members Mstep: Class 7 contains 45566 members Mstep: Class 8 contains 4215 members Mstep: Class 9 contains 7853 members Mstep: Class 10 contains 5675 members Mstep: Class 11 contains 2439 members Mstep: Class 13 contains 11759 members Mstep: Class 14 contains 14721 members Mstep: Class 15 contains 2620 members Mstep: Class 16 contains 301594 members Mstep: Class 17 contains 12512 members Mstep: Class 19 contains 4282 members Entering Unmasked Estep ConsiderDeletion Score: -68861944.000000 Penalty: 57171.062500 Iteration 27Q: 18 clusters Score -6.886194e+07 nChanged 10632 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 17562 members Mstep: Class 2 contains 232950 members Mstep: Class 3 contains 71110 members Mstep: Class 4 contains 2239 members Mstep: Class 5 contains 12733 members Mstep: Class 6 contains 32938 members Mstep: Class 7 contains 39570 members Mstep: Class 8 contains 3931 members Mstep: Class 9 contains 7839 members Mstep: Class 10 contains 5729 members Mstep: Class 11 contains 2401 members Mstep: Class 13 contains 11525 members Mstep: Class 14 contains 14391 members Mstep: Class 15 contains 2622 members Mstep: Class 16 contains 300750 members Mstep: Class 17 contains 12299 members Mstep: Class 19 contains 4203 members Entering Unmasked Estep ConsiderDeletion Score: -68865392.000000 Penalty: 57171.062500 Iteration 28Q: 18 clusters Score -6.886539e+07 nChanged 9816 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 17381 members Mstep: Class 2 contains 240574 members Mstep: Class 3 contains 70968 members Mstep: Class 4 contains 2219 members Mstep: Class 5 contains 12699 members Mstep: Class 6 contains 33011 members Mstep: Class 7 contains 34483 members Mstep: Class 8 contains 3657 members Mstep: Class 9 contains 7829 members Mstep: Class 10 contains 5776 members Mstep: Class 11 contains 2364 members Mstep: Class 13 contains 11328 members Mstep: Class 14 contains 14110 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 299557 members Mstep: Class 17 contains 12073 members Mstep: Class 19 contains 4140 members Entering Unmasked Estep ConsiderDeletion Score: -68868120.000000 Penalty: 57171.062500 Iteration 29Q: 18 clusters Score -6.886812e+07 nChanged 8903 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 17197 members Mstep: Class 2 contains 247459 members Mstep: Class 3 contains 70829 members Mstep: Class 4 contains 2204 members Mstep: Class 5 contains 12661 members Mstep: Class 6 contains 33074 members Mstep: Class 7 contains 30331 members Mstep: Class 8 contains 3400 members Mstep: Class 9 contains 7815 members Mstep: Class 10 contains 5830 members Mstep: Class 11 contains 2329 members Mstep: Class 13 contains 11151 members Mstep: Class 14 contains 13815 members Mstep: Class 15 contains 2624 members Mstep: Class 16 contains 298103 members Mstep: Class 17 contains 11880 members Mstep: Class 19 contains 4090 members Entering Unmasked Estep ConsiderDeletion Score: -68870760.000000 Penalty: 57171.062500 Iteration 30Q: 18 clusters Score -6.887076e+07 nChanged 8097 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 17034 members Mstep: Class 2 contains 253722 members Mstep: Class 3 contains 70674 members Mstep: Class 4 contains 2188 members Mstep: Class 5 contains 12640 members Mstep: Class 6 contains 33135 members Mstep: Class 7 contains 26901 members Mstep: Class 8 contains 3211 members Mstep: Class 9 contains 7795 members Mstep: Class 10 contains 5883 members Mstep: Class 11 contains 2290 members Mstep: Class 13 contains 11005 members Mstep: Class 14 contains 13573 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 296392 members Mstep: Class 17 contains 11703 members Mstep: Class 19 contains 4023 members Entering Unmasked Estep ConsiderDeletion Score: -68872616.000000 Penalty: 57171.062500 Iteration 31Q: 18 clusters Score -6.887262e+07 nChanged 7369 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 16933 members Mstep: Class 2 contains 259397 members Mstep: Class 3 contains 70515 members Mstep: Class 4 contains 2174 members Mstep: Class 5 contains 12610 members Mstep: Class 6 contains 33191 members Mstep: Class 7 contains 24104 members Mstep: Class 8 contains 3048 members Mstep: Class 9 contains 7777 members Mstep: Class 10 contains 5944 members Mstep: Class 11 contains 2248 members Mstep: Class 13 contains 10858 members Mstep: Class 14 contains 13347 members Mstep: Class 15 contains 2622 members Mstep: Class 16 contains 294546 members Mstep: Class 17 contains 11514 members Mstep: Class 19 contains 3964 members Entering Unmasked Estep ConsiderDeletion Score: -68874160.000000 Penalty: 57171.062500 Iteration 32Q: 18 clusters Score -6.887416e+07 nChanged 6638 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 16820 members Mstep: Class 2 contains 264409 members Mstep: Class 3 contains 70424 members Mstep: Class 4 contains 2161 members Mstep: Class 5 contains 12592 members Mstep: Class 6 contains 33254 members Mstep: Class 7 contains 21955 members Mstep: Class 8 contains 2913 members Mstep: Class 9 contains 7774 members Mstep: Class 10 contains 5996 members Mstep: Class 11 contains 2215 members Mstep: Class 13 contains 10740 members Mstep: Class 14 contains 13170 members Mstep: Class 15 contains 2622 members Mstep: Class 16 contains 292537 members Mstep: Class 17 contains 11306 members Mstep: Class 19 contains 3904 members Entering Unmasked Estep ConsiderDeletion Score: -68875736.000000 Penalty: 57171.062500 Iteration 33Q: 18 clusters Score -6.887574e+07 nChanged 5677 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 16732 members Mstep: Class 2 contains 268661 members Mstep: Class 3 contains 70276 members Mstep: Class 4 contains 2147 members Mstep: Class 5 contains 12568 members Mstep: Class 6 contains 33298 members Mstep: Class 7 contains 20483 members Mstep: Class 8 contains 2829 members Mstep: Class 9 contains 7758 members Mstep: Class 10 contains 6039 members Mstep: Class 11 contains 2208 members Mstep: Class 13 contains 10601 members Mstep: Class 14 contains 13013 members Mstep: Class 15 contains 2621 members Mstep: Class 16 contains 290581 members Mstep: Class 17 contains 11121 members Mstep: Class 19 contains 3856 members Entering Unmasked Estep ConsiderDeletion Score: -68876472.000000 Penalty: 57171.062500 Iteration 34Q: 18 clusters Score -6.887647e+07 nChanged 4949 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 16663 members Mstep: Class 2 contains 272273 members Mstep: Class 3 contains 70153 members Mstep: Class 4 contains 2138 members Mstep: Class 5 contains 12544 members Mstep: Class 6 contains 33313 members Mstep: Class 7 contains 19495 members Mstep: Class 8 contains 2756 members Mstep: Class 9 contains 7755 members Mstep: Class 10 contains 6100 members Mstep: Class 11 contains 2209 members Mstep: Class 13 contains 10473 members Mstep: Class 14 contains 12882 members Mstep: Class 15 contains 2621 members Mstep: Class 16 contains 288677 members Mstep: Class 17 contains 10920 members Mstep: Class 19 contains 3820 members Entering Unmasked Estep ConsiderDeletion Score: -68876896.000000 Penalty: 57171.062500 Iteration 35Q: 18 clusters Score -6.88769e+07 nChanged 4359 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 16601 members Mstep: Class 2 contains 275410 members Mstep: Class 3 contains 70043 members Mstep: Class 4 contains 2124 members Mstep: Class 5 contains 12526 members Mstep: Class 6 contains 33327 members Mstep: Class 7 contains 18795 members Mstep: Class 8 contains 2693 members Mstep: Class 9 contains 7743 members Mstep: Class 10 contains 6174 members Mstep: Class 11 contains 2204 members Mstep: Class 13 contains 10340 members Mstep: Class 14 contains 12787 members Mstep: Class 15 contains 2620 members Mstep: Class 16 contains 286872 members Mstep: Class 17 contains 10741 members Mstep: Class 19 contains 3792 members Entering Unmasked Estep ConsiderDeletion Score: -68877328.000000 Penalty: 57171.062500 Iteration 36Q: 18 clusters Score -6.887733e+07 nChanged 3829 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 16554 members Mstep: Class 2 contains 278116 members Mstep: Class 3 contains 69949 members Mstep: Class 4 contains 2110 members Mstep: Class 5 contains 12509 members Mstep: Class 6 contains 33351 members Mstep: Class 7 contains 18327 members Mstep: Class 8 contains 2648 members Mstep: Class 9 contains 7745 members Mstep: Class 10 contains 6235 members Mstep: Class 11 contains 2194 members Mstep: Class 13 contains 10225 members Mstep: Class 14 contains 12718 members Mstep: Class 15 contains 2621 members Mstep: Class 16 contains 285166 members Mstep: Class 17 contains 10566 members Mstep: Class 19 contains 3758 members Entering Unmasked Estep ConsiderDeletion Score: -68877584.000000 Penalty: 57171.062500 Iteration 37Q: 18 clusters Score -6.887758e+07 nChanged 3396 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 16526 members Mstep: Class 2 contains 280376 members Mstep: Class 3 contains 69842 members Mstep: Class 4 contains 2099 members Mstep: Class 5 contains 12504 members Mstep: Class 6 contains 33375 members Mstep: Class 7 contains 18001 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 7739 members Mstep: Class 10 contains 6292 members Mstep: Class 11 contains 2192 members Mstep: Class 13 contains 10143 members Mstep: Class 14 contains 12701 members Mstep: Class 15 contains 2622 members Mstep: Class 16 contains 283615 members Mstep: Class 17 contains 10416 members Mstep: Class 19 contains 3731 members Entering Unmasked Estep ConsiderDeletion Score: -68878072.000000 Penalty: 57171.062500 Iteration 38Q: 18 clusters Score -6.887807e+07 nChanged 3064 Entering ConstructFrom: Score: -68878072.000000 Penalty: 57171.062500 Entering ConstructFrom: Trying to split cluster 1 (16508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16508 members Entering Unmasked Estep Score: -1523398.375000 Penalty: 2408.476807 Iteration 0F: 2 clusters Score -1523398 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8220 members Mstep: Class 2 contains 8288 members Entering Unmasked Estep Score: -1511518.250000 Penalty: 4816.953613 Iteration 0F: 3 clusters Score -1511518 nChanged 7167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7919 members Mstep: Class 2 contains 8589 members Entering Unmasked Estep Score: -1515298.000000 Penalty: 4816.953613 Iteration 1F: 3 clusters Score -1515298 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7745 members Mstep: Class 2 contains 8763 members Entering Unmasked Estep Score: -1515645.375000 Penalty: 4816.953613 Iteration 2F: 3 clusters Score -1515645 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7563 members Mstep: Class 2 contains 8945 members Entering Unmasked Estep Score: -1515939.375000 Penalty: 4816.953613 Iteration 3Q: 3 clusters Score -1515939 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7321 members Mstep: Class 2 contains 9187 members Entering Unmasked Estep Score: -1516221.375000 Penalty: 4816.953613 Iteration 4Q: 3 clusters Score -1516221 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7030 members Mstep: Class 2 contains 9478 members Entering Unmasked Estep Score: -1516481.625000 Penalty: 4816.953613 Iteration 5Q: 3 clusters Score -1516482 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 9873 members Entering Unmasked Estep Score: -1516746.500000 Penalty: 4816.953613 Iteration 6Q: 3 clusters Score -1516746 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6213 members Mstep: Class 2 contains 10295 members Entering Unmasked Estep Score: -1517032.750000 Penalty: 4816.953613 Iteration 7Q: 3 clusters Score -1517033 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 10827 members Entering Unmasked Estep Score: -1517389.125000 Penalty: 4816.953613 Iteration 8Q: 3 clusters Score -1517389 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 11448 members Entering Unmasked Estep Score: -1517807.750000 Penalty: 4816.953613 Iteration 9Q: 3 clusters Score -1517808 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 12102 members Entering Unmasked Estep Score: -1518275.250000 Penalty: 4816.953613 Iteration 10Q: 3 clusters Score -1518275 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 12751 members Entering Unmasked Estep Score: -1518766.250000 Penalty: 4816.953613 Iteration 11Q: 3 clusters Score -1518766 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 13388 members Entering Unmasked Estep Score: -1519278.000000 Penalty: 4816.953613 Iteration 12Q: 3 clusters Score -1519278 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 13937 members Entering Unmasked Estep Score: -1519735.000000 Penalty: 4816.953613 Iteration 13Q: 3 clusters Score -1519735 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 14398 members Entering Unmasked Estep Score: -1520141.000000 Penalty: 4816.953613 Iteration 14Q: 3 clusters Score -1520141 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 14742 members Entering Unmasked Estep Score: -1520442.500000 Penalty: 4816.953613 Iteration 15Q: 3 clusters Score -1520442 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 14999 members Entering Unmasked Estep Score: -1520642.375000 Penalty: 4816.953613 Iteration 16Q: 3 clusters Score -1520642 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 15174 members Entering Unmasked Estep Score: -1520770.750000 Penalty: 4816.953613 Iteration 17Q: 3 clusters Score -1520771 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 15318 members Entering Unmasked Estep Score: -1520871.000000 Penalty: 4816.953613 Iteration 18Q: 3 clusters Score -1520871 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 15440 members Entering Unmasked Estep Score: -1520955.375000 Penalty: 4816.953613 Iteration 19Q: 3 clusters Score -1520955 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 15537 members Entering Unmasked Estep Score: -1521028.125000 Penalty: 4816.953613 Iteration 20F: 3 clusters Score -1521028 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 15613 members Entering Unmasked Estep Score: -1521083.625000 Penalty: 4816.953613 Iteration 21Q: 3 clusters Score -1521084 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 15667 members Entering Unmasked Estep Score: -1521126.250000 Penalty: 4816.953613 Iteration 22Q: 3 clusters Score -1521126 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 15723 members Entering Unmasked Estep Score: -1521167.125000 Penalty: 4816.953613 Iteration 23Q: 3 clusters Score -1521167 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 15767 members Entering Unmasked Estep Score: -1521203.875000 Penalty: 4816.953613 Iteration 24Q: 3 clusters Score -1521204 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 15806 members Entering Unmasked Estep Score: -1521236.000000 Penalty: 4816.953613 Iteration 25Q: 3 clusters Score -1521236 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 15836 members Entering Unmasked Estep Score: -1521258.625000 Penalty: 4816.953613 Iteration 26Q: 3 clusters Score -1521259 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 15857 members Entering Unmasked Estep Score: -1521274.250000 Penalty: 4816.953613 Iteration 27Q: 3 clusters Score -1521274 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 15869 members Entering Unmasked Estep Score: -1521285.125000 Penalty: 4816.953613 Iteration 28Q: 3 clusters Score -1521285 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 15880 members Entering Unmasked Estep Score: -1521288.750000 Penalty: 4816.953613 Iteration 29Q: 3 clusters Score -1521289 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 15894 members Entering Unmasked Estep Score: -1521300.875000 Penalty: 4816.953613 Iteration 30Q: 3 clusters Score -1521301 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 15908 members Entering Unmasked Estep Score: -1521313.750000 Penalty: 4816.953613 Iteration 31Q: 3 clusters Score -1521314 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 15918 members Entering Unmasked Estep Score: -1521315.875000 Penalty: 4816.953613 Iteration 32Q: 3 clusters Score -1521316 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 15923 members Entering Unmasked Estep Score: -1521321.250000 Penalty: 4816.953613 Iteration 33Q: 3 clusters Score -1521321 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 15933 members Entering Unmasked Estep Score: -1521330.625000 Penalty: 4816.953613 Iteration 34Q: 3 clusters Score -1521331 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 15938 members Entering Unmasked Estep Score: -1521335.375000 Penalty: 4816.953613 Iteration 35Q: 3 clusters Score -1521335 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 15940 members Entering Unmasked Estep Score: -1521337.250000 Penalty: 4816.953613 Iteration 36Q: 3 clusters Score -1521337 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 15941 members Entering Unmasked Estep Score: -1521340.375000 Penalty: 4816.953613 Iteration 37Q: 3 clusters Score -1521340 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 15943 members Entering Unmasked Estep Score: -1521346.000000 Penalty: 4816.953613 Iteration 38Q: 3 clusters Score -1521346 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 15946 members Entering Unmasked Estep Score: -1521345.750000 Penalty: 4816.953613 Iteration 39Q: 3 clusters Score -1521346 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 15950 members Entering Unmasked Estep Score: -1521350.250000 Penalty: 4816.953613 Iteration 40F: 3 clusters Score -1521350 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 15956 members Entering Unmasked Estep Score: -1521351.625000 Penalty: 4816.953613 Iteration 41Q: 3 clusters Score -1521352 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 15955 members Entering Unmasked Estep Score: -1521352.625000 Penalty: 4816.953613 Iteration 42Q: 3 clusters Score -1521353 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 15955 members Entering Unmasked Estep Score: -1521352.625000 Penalty: 4816.953613 Iteration 43F: 3 clusters Score -1521353 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (282343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282343 members Entering Unmasked Estep Score: -25848998.000000 Penalty: 3112.617676 Iteration 0F: 2 clusters Score -2.5849e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140964 members Mstep: Class 2 contains 141379 members Entering Unmasked Estep Score: -25659916.000000 Penalty: 6225.235352 Iteration 0F: 3 clusters Score -2.565992e+07 nChanged 136624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134856 members Mstep: Class 2 contains 147487 members Entering Unmasked Estep Score: -25740690.000000 Penalty: 6225.235352 Iteration 1F: 3 clusters Score -2.574069e+07 nChanged 7762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130500 members Mstep: Class 2 contains 151843 members Entering Unmasked Estep Score: -25742072.000000 Penalty: 6225.235352 Iteration 2Q: 3 clusters Score -2.574207e+07 nChanged 9439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123731 members Mstep: Class 2 contains 158612 members Entering Unmasked Estep Score: -25744812.000000 Penalty: 6225.235352 Iteration 3Q: 3 clusters Score -2.574481e+07 nChanged 12337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113226 members Mstep: Class 2 contains 169117 members Entering Unmasked Estep Score: -25749748.000000 Penalty: 6225.235352 Iteration 4Q: 3 clusters Score -2.574975e+07 nChanged 16467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97845 members Mstep: Class 2 contains 184498 members Entering Unmasked Estep Score: -25758730.000000 Penalty: 6225.235352 Iteration 5F: 3 clusters Score -2.575873e+07 nChanged 20995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77300 members Mstep: Class 2 contains 205043 members Entering Unmasked Estep Score: -25772972.000000 Penalty: 6225.235352 Iteration 6F: 3 clusters Score -2.577297e+07 nChanged 24617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52831 members Mstep: Class 2 contains 229512 members Entering Unmasked Estep Score: -25794426.000000 Penalty: 6225.235352 Iteration 7F: 3 clusters Score -2.579443e+07 nChanged 23913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28938 members Mstep: Class 2 contains 253405 members Entering Unmasked Estep Score: -25818230.000000 Penalty: 6225.235352 Iteration 8F: 3 clusters Score -2.581823e+07 nChanged 17052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11888 members Mstep: Class 2 contains 270455 members Entering Unmasked Estep Score: -25835068.000000 Penalty: 6225.235352 Iteration 9F: 3 clusters Score -2.583507e+07 nChanged 8225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 278680 members Entering Unmasked Estep Score: -25843060.000000 Penalty: 6225.235352 Iteration 10Q: 3 clusters Score -2.584306e+07 nChanged 2546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 281222 members Entering Unmasked Estep Score: -25845382.000000 Penalty: 6225.235352 Iteration 11Q: 3 clusters Score -2.584538e+07 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 281794 members Entering Unmasked Estep Score: -25845980.000000 Penalty: 6225.235352 Iteration 12Q: 3 clusters Score -2.584598e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 281935 members Entering Unmasked Estep Score: -25846152.000000 Penalty: 6225.235352 Iteration 13Q: 3 clusters Score -2.584615e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 281973 members Entering Unmasked Estep Score: -25846244.000000 Penalty: 6225.235352 Iteration 14Q: 3 clusters Score -2.584624e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 281987 members Entering Unmasked Estep Score: -25846292.000000 Penalty: 6225.235352 Iteration 15Q: 3 clusters Score -2.584629e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 281996 members Entering Unmasked Estep Score: -25846366.000000 Penalty: 6225.235352 Iteration 16Q: 3 clusters Score -2.584637e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 282001 members Entering Unmasked Estep Score: -25846436.000000 Penalty: 6225.235352 Iteration 17Q: 3 clusters Score -2.584644e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 282000 members Entering Unmasked Estep Score: -25846482.000000 Penalty: 6225.235352 Iteration 18Q: 3 clusters Score -2.584648e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 282002 members Entering Unmasked Estep Score: -25846496.000000 Penalty: 6225.235352 Iteration 19Q: 3 clusters Score -2.58465e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 282003 members Entering Unmasked Estep Score: -25846516.000000 Penalty: 6225.235352 Iteration 20F: 3 clusters Score -2.584652e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 282003 members Entering Unmasked Estep Score: -25846524.000000 Penalty: 6225.235352 Iteration 21Q: 3 clusters Score -2.584652e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 282002 members Entering Unmasked Estep Score: -25846528.000000 Penalty: 6225.235352 Iteration 22Q: 3 clusters Score -2.584653e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 282001 members Entering Unmasked Estep Score: -25846520.000000 Penalty: 6225.235352 Iteration 23Q: 3 clusters Score -2.584652e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 282001 members Entering Unmasked Estep Score: -25846520.000000 Penalty: 6225.235352 Iteration 24F: 3 clusters Score -2.584652e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (69755 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69755 members Entering Unmasked Estep Score: -6265992.000000 Penalty: 2765.880615 Iteration 0F: 2 clusters Score -6265992 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34920 members Mstep: Class 2 contains 34835 members Entering Unmasked Estep Score: -6219249.500000 Penalty: 5531.761230 Iteration 0F: 3 clusters Score -6219250 nChanged 32848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34734 members Mstep: Class 2 contains 35021 members Entering Unmasked Estep Score: -6237885.500000 Penalty: 5531.761230 Iteration 1F: 3 clusters Score -6237886 nChanged 2900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34408 members Mstep: Class 2 contains 35347 members Entering Unmasked Estep Score: -6238844.500000 Penalty: 5531.761230 Iteration 2Q: 3 clusters Score -6238844 nChanged 3053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33731 members Mstep: Class 2 contains 36024 members Entering Unmasked Estep Score: -6240036.500000 Penalty: 5531.761230 Iteration 3Q: 3 clusters Score -6240036 nChanged 3612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32611 members Mstep: Class 2 contains 37144 members Entering Unmasked Estep Score: -6241784.000000 Penalty: 5531.761230 Iteration 4F: 3 clusters Score -6241784 nChanged 4186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31073 members Mstep: Class 2 contains 38682 members Entering Unmasked Estep Score: -6244025.000000 Penalty: 5531.761230 Iteration 5F: 3 clusters Score -6244025 nChanged 4407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29212 members Mstep: Class 2 contains 40543 members Entering Unmasked Estep Score: -6246559.000000 Penalty: 5531.761230 Iteration 6F: 3 clusters Score -6246559 nChanged 4515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27213 members Mstep: Class 2 contains 42542 members Entering Unmasked Estep Score: -6248994.000000 Penalty: 5531.761230 Iteration 7F: 3 clusters Score -6248994 nChanged 3989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25144 members Mstep: Class 2 contains 44611 members Entering Unmasked Estep Score: -6250962.500000 Penalty: 5531.761230 Iteration 8F: 3 clusters Score -6250962 nChanged 3316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23080 members Mstep: Class 2 contains 46675 members Entering Unmasked Estep Score: -6252415.000000 Penalty: 5531.761230 Iteration 9Q: 3 clusters Score -6252415 nChanged 2783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20995 members Mstep: Class 2 contains 48760 members Entering Unmasked Estep Score: -6253528.000000 Penalty: 5531.761230 Iteration 10Q: 3 clusters Score -6253528 nChanged 2465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18768 members Mstep: Class 2 contains 50987 members Entering Unmasked Estep Score: -6254634.500000 Penalty: 5531.761230 Iteration 11Q: 3 clusters Score -6254634 nChanged 2358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16458 members Mstep: Class 2 contains 53297 members Entering Unmasked Estep Score: -6255646.500000 Penalty: 5531.761230 Iteration 12Q: 3 clusters Score -6255646 nChanged 2331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14137 members Mstep: Class 2 contains 55618 members Entering Unmasked Estep Score: -6256771.000000 Penalty: 5531.761230 Iteration 13Q: 3 clusters Score -6256771 nChanged 2324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11821 members Mstep: Class 2 contains 57934 members Entering Unmasked Estep Score: -6258004.500000 Penalty: 5531.761230 Iteration 14Q: 3 clusters Score -6258004 nChanged 2283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9538 members Mstep: Class 2 contains 60217 members Entering Unmasked Estep Score: -6259201.000000 Penalty: 5531.761230 Iteration 15Q: 3 clusters Score -6259201 nChanged 2011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7527 members Mstep: Class 2 contains 62228 members Entering Unmasked Estep Score: -6260349.500000 Penalty: 5531.761230 Iteration 16Q: 3 clusters Score -6260350 nChanged 1726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 63952 members Entering Unmasked Estep Score: -6261381.500000 Penalty: 5531.761230 Iteration 17Q: 3 clusters Score -6261382 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 65302 members Entering Unmasked Estep Score: -6262124.500000 Penalty: 5531.761230 Iteration 18Q: 3 clusters Score -6262124 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 66331 members Entering Unmasked Estep Score: -6262720.500000 Penalty: 5531.761230 Iteration 19Q: 3 clusters Score -6262720 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 67045 members Entering Unmasked Estep Score: -6263117.500000 Penalty: 5531.761230 Iteration 20F: 3 clusters Score -6263118 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 67501 members Entering Unmasked Estep Score: -6263331.500000 Penalty: 5531.761230 Iteration 21Q: 3 clusters Score -6263332 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 67833 members Entering Unmasked Estep Score: -6263502.000000 Penalty: 5531.761230 Iteration 22Q: 3 clusters Score -6263502 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 68054 members Entering Unmasked Estep Score: -6263632.500000 Penalty: 5531.761230 Iteration 23Q: 3 clusters Score -6263632 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 68211 members Entering Unmasked Estep Score: -6263705.000000 Penalty: 5531.761230 Iteration 24Q: 3 clusters Score -6263705 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 68346 members Entering Unmasked Estep Score: -6263769.500000 Penalty: 5531.761230 Iteration 25Q: 3 clusters Score -6263770 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 68448 members Entering Unmasked Estep Score: -6263829.500000 Penalty: 5531.761230 Iteration 26Q: 3 clusters Score -6263830 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 68522 members Entering Unmasked Estep Score: -6263881.500000 Penalty: 5531.761230 Iteration 27Q: 3 clusters Score -6263882 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 68582 members Entering Unmasked Estep Score: -6263906.000000 Penalty: 5531.761230 Iteration 28Q: 3 clusters Score -6263906 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 68623 members Entering Unmasked Estep Score: -6263919.000000 Penalty: 5531.761230 Iteration 29Q: 3 clusters Score -6263919 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 68645 members Entering Unmasked Estep Score: -6263929.500000 Penalty: 5531.761230 Iteration 30Q: 3 clusters Score -6263930 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 68675 members Entering Unmasked Estep Score: -6263932.000000 Penalty: 5531.761230 Iteration 31Q: 3 clusters Score -6263932 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 68692 members Entering Unmasked Estep Score: -6263947.500000 Penalty: 5531.761230 Iteration 32Q: 3 clusters Score -6263948 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 68703 members Entering Unmasked Estep Score: -6263943.000000 Penalty: 5531.761230 Iteration 33Q: 3 clusters Score -6263943 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 68712 members Entering Unmasked Estep Score: -6263945.500000 Penalty: 5531.761230 Iteration 34Q: 3 clusters Score -6263946 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 68718 members Entering Unmasked Estep Score: -6263956.500000 Penalty: 5531.761230 Iteration 35Q: 3 clusters Score -6263956 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 68720 members Entering Unmasked Estep Score: -6263962.000000 Penalty: 5531.761230 Iteration 36Q: 3 clusters Score -6263962 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 68728 members Entering Unmasked Estep Score: -6263956.000000 Penalty: 5531.761230 Iteration 37Q: 3 clusters Score -6263956 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 68732 members Entering Unmasked Estep Score: -6263958.000000 Penalty: 5531.761230 Iteration 38Q: 3 clusters Score -6263958 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 68736 members Entering Unmasked Estep Score: -6263963.000000 Penalty: 5531.761230 Iteration 39Q: 3 clusters Score -6263963 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 68742 members Entering Unmasked Estep Score: -6263966.000000 Penalty: 5531.761230 Iteration 40F: 3 clusters Score -6263966 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 68752 members Entering Unmasked Estep Score: -6263962.000000 Penalty: 5531.761230 Iteration 41Q: 3 clusters Score -6263962 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 68757 members Entering Unmasked Estep Score: -6263965.000000 Penalty: 5531.761230 Iteration 42Q: 3 clusters Score -6263965 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 68757 members Entering Unmasked Estep Score: -6263965.000000 Penalty: 5531.761230 Iteration 43Q: 3 clusters Score -6263965 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 68757 members Entering Unmasked Estep Score: -6263966.000000 Penalty: 5531.761230 Iteration 44Q: 3 clusters Score -6263966 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 68758 members Entering Unmasked Estep Score: -6263966.500000 Penalty: 5531.761230 Iteration 45Q: 3 clusters Score -6263966 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 68758 members Entering Unmasked Estep Score: -6263966.500000 Penalty: 5531.761230 Iteration 46F: 3 clusters Score -6263966 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2079 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Entering Unmasked Estep Score: -182341.406250 Penalty: 1894.631226 Iteration 0F: 2 clusters Score -182341.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -179679.859375 Penalty: 3789.262451 Iteration 0F: 3 clusters Score -179679.9 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -180219.359375 Penalty: 3789.262451 Iteration 1F: 3 clusters Score -180219.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -180450.593750 Penalty: 3789.262451 Iteration 2F: 3 clusters Score -180450.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -180691.265625 Penalty: 3789.262451 Iteration 3F: 3 clusters Score -180691.3 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -180926.046875 Penalty: 3789.262451 Iteration 4F: 3 clusters Score -180926 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -181142.296875 Penalty: 3789.262451 Iteration 5F: 3 clusters Score -181142.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -181294.968750 Penalty: 3789.262451 Iteration 6F: 3 clusters Score -181295 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -181416.812500 Penalty: 3789.262451 Iteration 7Q: 3 clusters Score -181416.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -181514.312500 Penalty: 3789.262451 Iteration 8Q: 3 clusters Score -181514.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -181578.687500 Penalty: 3789.262451 Iteration 9Q: 3 clusters Score -181578.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -181607.718750 Penalty: 3789.262451 Iteration 10Q: 3 clusters Score -181607.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -181635.187500 Penalty: 3789.262451 Iteration 11Q: 3 clusters Score -181635.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -181651.546875 Penalty: 3789.262451 Iteration 12Q: 3 clusters Score -181651.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -181661.609375 Penalty: 3789.262451 Iteration 13Q: 3 clusters Score -181661.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -181668.640625 Penalty: 3789.262451 Iteration 14Q: 3 clusters Score -181668.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -181671.640625 Penalty: 3789.262451 Iteration 15Q: 3 clusters Score -181671.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -181675.765625 Penalty: 3789.262451 Iteration 16Q: 3 clusters Score -181675.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -181675.765625 Penalty: 3789.262451 Iteration 17F: 3 clusters Score -181675.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (12494 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12494 members Entering Unmasked Estep Score: -1147487.125000 Penalty: 2339.384766 Iteration 0F: 2 clusters Score -1147487 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 6235 members Entering Unmasked Estep Score: -1138348.375000 Penalty: 4678.769531 Iteration 0F: 3 clusters Score -1138348 nChanged 5316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 6181 members Entering Unmasked Estep Score: -1141133.000000 Penalty: 4678.769531 Iteration 1F: 3 clusters Score -1141133 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6392 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -1141520.500000 Penalty: 4678.769531 Iteration 2F: 3 clusters Score -1141520 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -1141838.250000 Penalty: 4678.769531 Iteration 3F: 3 clusters Score -1141838 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 5808 members Entering Unmasked Estep Score: -1142080.875000 Penalty: 4678.769531 Iteration 4Q: 3 clusters Score -1142081 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6871 members Mstep: Class 2 contains 5623 members Entering Unmasked Estep Score: -1142302.750000 Penalty: 4678.769531 Iteration 5Q: 3 clusters Score -1142303 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7073 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -1142555.250000 Penalty: 4678.769531 Iteration 6Q: 3 clusters Score -1142555 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7294 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -1142803.875000 Penalty: 4678.769531 Iteration 7Q: 3 clusters Score -1142804 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7562 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -1143056.375000 Penalty: 4678.769531 Iteration 8Q: 3 clusters Score -1143056 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7837 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -1143323.875000 Penalty: 4678.769531 Iteration 9Q: 3 clusters Score -1143324 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8147 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -1143598.750000 Penalty: 4678.769531 Iteration 10Q: 3 clusters Score -1143599 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8430 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -1143833.125000 Penalty: 4678.769531 Iteration 11Q: 3 clusters Score -1143833 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8711 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -1144023.375000 Penalty: 4678.769531 Iteration 12Q: 3 clusters Score -1144023 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9031 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -1144220.250000 Penalty: 4678.769531 Iteration 13Q: 3 clusters Score -1144220 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9348 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -1144407.875000 Penalty: 4678.769531 Iteration 14Q: 3 clusters Score -1144408 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9644 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -1144584.375000 Penalty: 4678.769531 Iteration 15Q: 3 clusters Score -1144584 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9930 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -1144748.125000 Penalty: 4678.769531 Iteration 16Q: 3 clusters Score -1144748 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10174 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -1144878.625000 Penalty: 4678.769531 Iteration 17Q: 3 clusters Score -1144879 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10377 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -1144982.375000 Penalty: 4678.769531 Iteration 18Q: 3 clusters Score -1144982 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10555 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -1145059.000000 Penalty: 4678.769531 Iteration 19Q: 3 clusters Score -1145059 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10690 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -1145117.000000 Penalty: 4678.769531 Iteration 20F: 3 clusters Score -1145117 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10832 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -1145177.500000 Penalty: 4678.769531 Iteration 21Q: 3 clusters Score -1145178 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10959 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -1145237.875000 Penalty: 4678.769531 Iteration 22Q: 3 clusters Score -1145238 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11047 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -1145276.625000 Penalty: 4678.769531 Iteration 23Q: 3 clusters Score -1145277 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11124 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -1145309.875000 Penalty: 4678.769531 Iteration 24Q: 3 clusters Score -1145310 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11191 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -1145340.875000 Penalty: 4678.769531 Iteration 25Q: 3 clusters Score -1145341 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11260 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -1145369.250000 Penalty: 4678.769531 Iteration 26Q: 3 clusters Score -1145369 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11324 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -1145395.750000 Penalty: 4678.769531 Iteration 27Q: 3 clusters Score -1145396 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11384 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -1145423.000000 Penalty: 4678.769531 Iteration 28Q: 3 clusters Score -1145423 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11431 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -1145446.000000 Penalty: 4678.769531 Iteration 29Q: 3 clusters Score -1145446 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11473 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -1145464.875000 Penalty: 4678.769531 Iteration 30Q: 3 clusters Score -1145465 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11517 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -1145482.125000 Penalty: 4678.769531 Iteration 31Q: 3 clusters Score -1145482 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11546 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -1145498.625000 Penalty: 4678.769531 Iteration 32Q: 3 clusters Score -1145499 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11571 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -1145510.125000 Penalty: 4678.769531 Iteration 33Q: 3 clusters Score -1145510 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11602 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -1145525.500000 Penalty: 4678.769531 Iteration 34Q: 3 clusters Score -1145526 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11629 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -1145537.625000 Penalty: 4678.769531 Iteration 35Q: 3 clusters Score -1145538 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11646 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -1145545.500000 Penalty: 4678.769531 Iteration 36Q: 3 clusters Score -1145546 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11657 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1145553.750000 Penalty: 4678.769531 Iteration 37Q: 3 clusters Score -1145554 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11675 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -1145559.875000 Penalty: 4678.769531 Iteration 38Q: 3 clusters Score -1145560 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11683 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1145564.750000 Penalty: 4678.769531 Iteration 39Q: 3 clusters Score -1145565 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11694 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -1145568.750000 Penalty: 4678.769531 Iteration 40F: 3 clusters Score -1145569 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11703 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -1145573.750000 Penalty: 4678.769531 Iteration 41Q: 3 clusters Score -1145574 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11712 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -1145581.500000 Penalty: 4678.769531 Iteration 42Q: 3 clusters Score -1145582 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11720 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -1145583.500000 Penalty: 4678.769531 Iteration 43Q: 3 clusters Score -1145584 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11728 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -1145586.250000 Penalty: 4678.769531 Iteration 44Q: 3 clusters Score -1145586 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11738 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -1145595.500000 Penalty: 4678.769531 Iteration 45Q: 3 clusters Score -1145596 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11746 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -1145599.125000 Penalty: 4678.769531 Iteration 46Q: 3 clusters Score -1145599 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11753 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -1145607.625000 Penalty: 4678.769531 Iteration 47Q: 3 clusters Score -1145608 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11762 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -1145610.750000 Penalty: 4678.769531 Iteration 48Q: 3 clusters Score -1145611 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11772 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -1145616.125000 Penalty: 4678.769531 Iteration 49Q: 3 clusters Score -1145616 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11779 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -1145622.000000 Penalty: 4678.769531 Iteration 50Q: 3 clusters Score -1145622 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11785 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -1145627.125000 Penalty: 4678.769531 Iteration 51Q: 3 clusters Score -1145627 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11790 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -1145630.125000 Penalty: 4678.769531 Iteration 52Q: 3 clusters Score -1145630 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11791 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -1145630.875000 Penalty: 4678.769531 Iteration 53Q: 3 clusters Score -1145631 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11791 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -1145630.875000 Penalty: 4678.769531 Iteration 54F: 3 clusters Score -1145631 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (33398 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33398 members Entering Unmasked Estep Score: -2937124.500000 Penalty: 2583.230225 Iteration 0F: 2 clusters Score -2937124 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16695 members Mstep: Class 2 contains 16703 members Entering Unmasked Estep Score: -2914441.750000 Penalty: 5166.460449 Iteration 0F: 3 clusters Score -2914442 nChanged 15081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15906 members Mstep: Class 2 contains 17492 members Entering Unmasked Estep Score: -2924151.750000 Penalty: 5166.460449 Iteration 1F: 3 clusters Score -2924152 nChanged 2819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14751 members Mstep: Class 2 contains 18647 members Entering Unmasked Estep Score: -2926934.500000 Penalty: 5166.460449 Iteration 2F: 3 clusters Score -2926934 nChanged 3500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12891 members Mstep: Class 2 contains 20507 members Entering Unmasked Estep Score: -2930038.250000 Penalty: 5166.460449 Iteration 3F: 3 clusters Score -2930038 nChanged 3155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10892 members Mstep: Class 2 contains 22506 members Entering Unmasked Estep Score: -2932482.750000 Penalty: 5166.460449 Iteration 4F: 3 clusters Score -2932483 nChanged 2303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9163 members Mstep: Class 2 contains 24235 members Entering Unmasked Estep Score: -2934069.250000 Penalty: 5166.460449 Iteration 5F: 3 clusters Score -2934069 nChanged 1572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Mstep: Class 2 contains 25581 members Entering Unmasked Estep Score: -2935090.000000 Penalty: 5166.460449 Iteration 6Q: 3 clusters Score -2935090 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6771 members Mstep: Class 2 contains 26627 members Entering Unmasked Estep Score: -2935751.250000 Penalty: 5166.460449 Iteration 7Q: 3 clusters Score -2935751 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 27463 members Entering Unmasked Estep Score: -2936231.250000 Penalty: 5166.460449 Iteration 8Q: 3 clusters Score -2936231 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 28111 members Entering Unmasked Estep Score: -2936570.500000 Penalty: 5166.460449 Iteration 9Q: 3 clusters Score -2936570 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 28644 members Entering Unmasked Estep Score: -2936842.250000 Penalty: 5166.460449 Iteration 10Q: 3 clusters Score -2936842 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 29077 members Entering Unmasked Estep Score: -2937032.000000 Penalty: 5166.460449 Iteration 11Q: 3 clusters Score -2937032 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 29394 members Entering Unmasked Estep Score: -2937129.500000 Penalty: 5166.460449 Iteration 12Q: 3 clusters Score -2937130 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 29660 members Entering Unmasked Estep Score: -2937215.250000 Penalty: 5166.460449 Iteration 13Q: 3 clusters Score -2937215 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 29883 members Entering Unmasked Estep Score: -2937294.500000 Penalty: 5166.460449 Iteration 14Q: 3 clusters Score -2937294 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 30077 members Entering Unmasked Estep Score: -2937343.500000 Penalty: 5166.460449 Iteration 15Q: 3 clusters Score -2937344 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 30234 members Entering Unmasked Estep Score: -2937387.250000 Penalty: 5166.460449 Iteration 16Q: 3 clusters Score -2937387 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 30358 members Entering Unmasked Estep Score: -2937429.000000 Penalty: 5166.460449 Iteration 17Q: 3 clusters Score -2937429 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 30474 members Entering Unmasked Estep Score: -2937448.750000 Penalty: 5166.460449 Iteration 18Q: 3 clusters Score -2937449 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 30583 members Entering Unmasked Estep Score: -2937464.000000 Penalty: 5166.460449 Iteration 19Q: 3 clusters Score -2937464 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 30679 members Entering Unmasked Estep Score: -2937478.000000 Penalty: 5166.460449 Iteration 20F: 3 clusters Score -2937478 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 30761 members Entering Unmasked Estep Score: -2937500.750000 Penalty: 5166.460449 Iteration 21Q: 3 clusters Score -2937501 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 30844 members Entering Unmasked Estep Score: -2937526.000000 Penalty: 5166.460449 Iteration 22Q: 3 clusters Score -2937526 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 30915 members Entering Unmasked Estep Score: -2937536.750000 Penalty: 5166.460449 Iteration 23Q: 3 clusters Score -2937537 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 30966 members Entering Unmasked Estep Score: -2937547.250000 Penalty: 5166.460449 Iteration 24Q: 3 clusters Score -2937547 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 31016 members Entering Unmasked Estep Score: -2937559.250000 Penalty: 5166.460449 Iteration 25Q: 3 clusters Score -2937559 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 31053 members Entering Unmasked Estep Score: -2937560.250000 Penalty: 5166.460449 Iteration 26Q: 3 clusters Score -2937560 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 31089 members Entering Unmasked Estep Score: -2937579.500000 Penalty: 5166.460449 Iteration 27Q: 3 clusters Score -2937580 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 31123 members Entering Unmasked Estep Score: -2937587.750000 Penalty: 5166.460449 Iteration 28Q: 3 clusters Score -2937588 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 31153 members Entering Unmasked Estep Score: -2937597.750000 Penalty: 5166.460449 Iteration 29Q: 3 clusters Score -2937598 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 31186 members Entering Unmasked Estep Score: -2937610.000000 Penalty: 5166.460449 Iteration 30Q: 3 clusters Score -2937610 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 31212 members Entering Unmasked Estep Score: -2937614.000000 Penalty: 5166.460449 Iteration 31Q: 3 clusters Score -2937614 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 31232 members Entering Unmasked Estep Score: -2937602.250000 Penalty: 5166.460449 Iteration 32Q: 3 clusters Score -2937602 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 31247 members Entering Unmasked Estep Score: -2937607.500000 Penalty: 5166.460449 Iteration 33Q: 3 clusters Score -2937608 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 31258 members Entering Unmasked Estep Score: -2937613.750000 Penalty: 5166.460449 Iteration 34Q: 3 clusters Score -2937614 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 31264 members Entering Unmasked Estep Score: -2937610.750000 Penalty: 5166.460449 Iteration 35Q: 3 clusters Score -2937611 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 31272 members Entering Unmasked Estep Score: -2937622.500000 Penalty: 5166.460449 Iteration 36Q: 3 clusters Score -2937622 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 31284 members Entering Unmasked Estep Score: -2937627.750000 Penalty: 5166.460449 Iteration 37Q: 3 clusters Score -2937628 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 31291 members Entering Unmasked Estep Score: -2937625.000000 Penalty: 5166.460449 Iteration 38Q: 3 clusters Score -2937625 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 31299 members Entering Unmasked Estep Score: -2937630.500000 Penalty: 5166.460449 Iteration 39Q: 3 clusters Score -2937630 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 31312 members Entering Unmasked Estep Score: -2937628.250000 Penalty: 5166.460449 Iteration 40F: 3 clusters Score -2937628 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 31321 members Entering Unmasked Estep Score: -2937632.750000 Penalty: 5166.460449 Iteration 41Q: 3 clusters Score -2937633 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 31324 members Entering Unmasked Estep Score: -2937634.000000 Penalty: 5166.460449 Iteration 42Q: 3 clusters Score -2937634 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 31328 members Entering Unmasked Estep Score: -2937629.750000 Penalty: 5166.460449 Iteration 43Q: 3 clusters Score -2937630 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 31331 members Entering Unmasked Estep Score: -2937637.250000 Penalty: 5166.460449 Iteration 44Q: 3 clusters Score -2937637 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 31336 members Entering Unmasked Estep Score: -2937632.750000 Penalty: 5166.460449 Iteration 45Q: 3 clusters Score -2937633 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 31341 members Entering Unmasked Estep Score: -2937636.500000 Penalty: 5166.460449 Iteration 46Q: 3 clusters Score -2937636 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 31348 members Entering Unmasked Estep Score: -2937635.750000 Penalty: 5166.460449 Iteration 47Q: 3 clusters Score -2937636 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 31356 members Entering Unmasked Estep Score: -2937642.000000 Penalty: 5166.460449 Iteration 48Q: 3 clusters Score -2937642 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 31369 members Entering Unmasked Estep Score: -2937644.000000 Penalty: 5166.460449 Iteration 49Q: 3 clusters Score -2937644 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 31379 members Entering Unmasked Estep Score: -2937654.250000 Penalty: 5166.460449 Iteration 50Q: 3 clusters Score -2937654 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 31389 members Entering Unmasked Estep Score: -2937651.750000 Penalty: 5166.460449 Iteration 51Q: 3 clusters Score -2937652 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 31398 members Entering Unmasked Estep Score: -2937655.500000 Penalty: 5166.460449 Iteration 52Q: 3 clusters Score -2937656 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 31406 members Entering Unmasked Estep Score: -2937653.000000 Penalty: 5166.460449 Iteration 53Q: 3 clusters Score -2937653 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 31419 members Entering Unmasked Estep Score: -2937658.250000 Penalty: 5166.460449 Iteration 54Q: 3 clusters Score -2937658 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 31434 members Entering Unmasked Estep Score: -2937656.750000 Penalty: 5166.460449 Iteration 55Q: 3 clusters Score -2937657 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 31445 members Entering Unmasked Estep Score: -2937657.000000 Penalty: 5166.460449 Iteration 56Q: 3 clusters Score -2937657 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 31456 members Entering Unmasked Estep Score: -2937670.750000 Penalty: 5166.460449 Iteration 57Q: 3 clusters Score -2937671 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 31474 members Entering Unmasked Estep Score: -2937674.250000 Penalty: 5166.460449 Iteration 58Q: 3 clusters Score -2937674 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 31495 members Entering Unmasked Estep Score: -2937682.250000 Penalty: 5166.460449 Iteration 59Q: 3 clusters Score -2937682 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 31524 members Entering Unmasked Estep Score: -2937683.000000 Penalty: 5166.460449 Iteration 60F: 3 clusters Score -2937683 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 31543 members Entering Unmasked Estep Score: -2937696.750000 Penalty: 5166.460449 Iteration 61Q: 3 clusters Score -2937697 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 31566 members Entering Unmasked Estep Score: -2937694.750000 Penalty: 5166.460449 Iteration 62Q: 3 clusters Score -2937695 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 31584 members Entering Unmasked Estep Score: -2937700.000000 Penalty: 5166.460449 Iteration 63Q: 3 clusters Score -2937700 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 31605 members Entering Unmasked Estep Score: -2937708.000000 Penalty: 5166.460449 Iteration 64Q: 3 clusters Score -2937708 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 31628 members Entering Unmasked Estep Score: -2937728.750000 Penalty: 5166.460449 Iteration 65Q: 3 clusters Score -2937729 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 31654 members Entering Unmasked Estep Score: -2937740.750000 Penalty: 5166.460449 Iteration 66Q: 3 clusters Score -2937741 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 31680 members Entering Unmasked Estep Score: -2937757.250000 Penalty: 5166.460449 Iteration 67Q: 3 clusters Score -2937757 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 31716 members Entering Unmasked Estep Score: -2937786.500000 Penalty: 5166.460449 Iteration 68Q: 3 clusters Score -2937786 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 31747 members Entering Unmasked Estep Score: -2937806.250000 Penalty: 5166.460449 Iteration 69Q: 3 clusters Score -2937806 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 31778 members Entering Unmasked Estep Score: -2937843.500000 Penalty: 5166.460449 Iteration 70Q: 3 clusters Score -2937844 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 31807 members Entering Unmasked Estep Score: -2937860.750000 Penalty: 5166.460449 Iteration 71Q: 3 clusters Score -2937861 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 31832 members Entering Unmasked Estep Score: -2937890.750000 Penalty: 5166.460449 Iteration 72Q: 3 clusters Score -2937891 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 31838 members Entering Unmasked Estep Score: -2937895.500000 Penalty: 5166.460449 Iteration 73Q: 3 clusters Score -2937896 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 31846 members Entering Unmasked Estep Score: -2937905.750000 Penalty: 5166.460449 Iteration 74Q: 3 clusters Score -2937906 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 31853 members Entering Unmasked Estep Score: -2937914.250000 Penalty: 5166.460449 Iteration 75Q: 3 clusters Score -2937914 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 31852 members Entering Unmasked Estep Score: -2937916.500000 Penalty: 5166.460449 Iteration 76Q: 3 clusters Score -2937916 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 31851 members Entering Unmasked Estep Score: -2937917.500000 Penalty: 5166.460449 Iteration 77Q: 3 clusters Score -2937918 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 31852 members Entering Unmasked Estep Score: -2937921.000000 Penalty: 5166.460449 Iteration 78Q: 3 clusters Score -2937921 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 31851 members Entering Unmasked Estep Score: -2937919.750000 Penalty: 5166.460449 Iteration 79Q: 3 clusters Score -2937920 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 31854 members Entering Unmasked Estep Score: -2937926.250000 Penalty: 5166.460449 Iteration 80F: 3 clusters Score -2937926 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 31858 members Entering Unmasked Estep Score: -2937929.250000 Penalty: 5166.460449 Iteration 81Q: 3 clusters Score -2937929 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 31858 members Entering Unmasked Estep Score: -2937929.250000 Penalty: 5166.460449 Iteration 82Q: 3 clusters Score -2937929 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 31856 members Entering Unmasked Estep Score: -2937928.250000 Penalty: 5166.460449 Iteration 83Q: 3 clusters Score -2937928 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 31857 members Entering Unmasked Estep Score: -2937931.250000 Penalty: 5166.460449 Iteration 84Q: 3 clusters Score -2937931 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 31855 members Entering Unmasked Estep Score: -2937931.750000 Penalty: 5166.460449 Iteration 85Q: 3 clusters Score -2937932 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 31855 members Entering Unmasked Estep Score: -2937936.000000 Penalty: 5166.460449 Iteration 86Q: 3 clusters Score -2937936 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 31855 members Entering Unmasked Estep Score: -2937934.250000 Penalty: 5166.460449 Iteration 87Q: 3 clusters Score -2937934 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 31854 members Entering Unmasked Estep Score: -2937935.250000 Penalty: 5166.460449 Iteration 88Q: 3 clusters Score -2937935 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 31855 members Entering Unmasked Estep Score: -2937934.500000 Penalty: 5166.460449 Iteration 89Q: 3 clusters Score -2937934 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 31855 members Entering Unmasked Estep Score: -2937935.250000 Penalty: 5166.460449 Iteration 90Q: 3 clusters Score -2937935 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 31856 members Entering Unmasked Estep Score: -2937937.250000 Penalty: 5166.460449 Iteration 91Q: 3 clusters Score -2937937 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 31860 members Entering Unmasked Estep Score: -2937941.500000 Penalty: 5166.460449 Iteration 92Q: 3 clusters Score -2937942 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 31861 members Entering Unmasked Estep Score: -2937939.000000 Penalty: 5166.460449 Iteration 93Q: 3 clusters Score -2937939 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 31861 members Entering Unmasked Estep Score: -2937940.500000 Penalty: 5166.460449 Iteration 94Q: 3 clusters Score -2937940 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 31861 members Entering Unmasked Estep Score: -2937940.750000 Penalty: 5166.460449 Iteration 95Q: 3 clusters Score -2937941 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 31860 members Entering Unmasked Estep Score: -2937941.750000 Penalty: 5166.460449 Iteration 96Q: 3 clusters Score -2937942 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 31857 members Entering Unmasked Estep Score: -2937944.750000 Penalty: 5166.460449 Iteration 97Q: 3 clusters Score -2937945 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 31852 members Entering Unmasked Estep Score: -2937943.750000 Penalty: 5166.460449 Iteration 98Q: 3 clusters Score -2937944 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 31852 members Entering Unmasked Estep Score: -2937941.250000 Penalty: 5166.460449 Iteration 99Q: 3 clusters Score -2937941 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 31856 members Entering Unmasked Estep Score: -2937950.000000 Penalty: 5166.460449 Iteration 100F: 3 clusters Score -2937950 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 31858 members Entering Unmasked Estep Score: -2937947.250000 Penalty: 5166.460449 Iteration 101Q: 3 clusters Score -2937947 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 31856 members Entering Unmasked Estep Score: -2937949.500000 Penalty: 5166.460449 Iteration 102Q: 3 clusters Score -2937950 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 31855 members Entering Unmasked Estep Score: -2937951.250000 Penalty: 5166.460449 Iteration 103Q: 3 clusters Score -2937951 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 31853 members Entering Unmasked Estep Score: -2937948.000000 Penalty: 5166.460449 Iteration 104Q: 3 clusters Score -2937948 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 31853 members Entering Unmasked Estep Score: -2937948.000000 Penalty: 5166.460449 Iteration 105F: 3 clusters Score -2937948 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 16508 members Mstep: Class 2 contains 282343 members Mstep: Class 3 contains 69755 members Mstep: Class 4 contains 2079 members Mstep: Class 5 contains 12494 members Mstep: Class 6 contains 1545 members Mstep: Class 7 contains 17774 members Mstep: Class 8 contains 2575 members Mstep: Class 9 contains 7732 members Mstep: Class 10 contains 6375 members Mstep: Class 11 contains 2195 members Mstep: Class 12 contains 31853 members Mstep: Class 13 contains 10075 members Mstep: Class 14 contains 12673 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 282199 members Mstep: Class 17 contains 10292 members Mstep: Class 19 contains 3702 members Entering Unmasked Estep Score: -68878032.000000 Penalty: 60534.062500 Splitting cluster 6 changes total score from -68878072.000000 to -68878032.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (17774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17774 members Entering Unmasked Estep Score: -1499433.625000 Penalty: 2426.802002 Iteration 0F: 2 clusters Score -1499434 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8806 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -1486934.875000 Penalty: 4853.604004 Iteration 0F: 3 clusters Score -1486935 nChanged 7614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Mstep: Class 2 contains 9302 members Entering Unmasked Estep Score: -1491161.250000 Penalty: 4853.604004 Iteration 1F: 3 clusters Score -1491161 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 9568 members Entering Unmasked Estep Score: -1491735.000000 Penalty: 4853.604004 Iteration 2F: 3 clusters Score -1491735 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7896 members Mstep: Class 2 contains 9878 members Entering Unmasked Estep Score: -1492249.625000 Penalty: 4853.604004 Iteration 3F: 3 clusters Score -1492250 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7527 members Mstep: Class 2 contains 10247 members Entering Unmasked Estep Score: -1492741.125000 Penalty: 4853.604004 Iteration 4F: 3 clusters Score -1492741 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7056 members Mstep: Class 2 contains 10718 members Entering Unmasked Estep Score: -1493272.750000 Penalty: 4853.604004 Iteration 5F: 3 clusters Score -1493273 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6531 members Mstep: Class 2 contains 11243 members Entering Unmasked Estep Score: -1493822.125000 Penalty: 4853.604004 Iteration 6Q: 3 clusters Score -1493822 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5945 members Mstep: Class 2 contains 11829 members Entering Unmasked Estep Score: -1494389.750000 Penalty: 4853.604004 Iteration 7Q: 3 clusters Score -1494390 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 12368 members Entering Unmasked Estep Score: -1494896.875000 Penalty: 4853.604004 Iteration 8Q: 3 clusters Score -1494897 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 12883 members Entering Unmasked Estep Score: -1495391.500000 Penalty: 4853.604004 Iteration 9Q: 3 clusters Score -1495392 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 13293 members Entering Unmasked Estep Score: -1495845.000000 Penalty: 4853.604004 Iteration 10Q: 3 clusters Score -1495845 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 13720 members Entering Unmasked Estep Score: -1496300.375000 Penalty: 4853.604004 Iteration 11Q: 3 clusters Score -1496300 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 14090 members Entering Unmasked Estep Score: -1496746.500000 Penalty: 4853.604004 Iteration 12Q: 3 clusters Score -1496746 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 14401 members Entering Unmasked Estep Score: -1497120.125000 Penalty: 4853.604004 Iteration 13Q: 3 clusters Score -1497120 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 14629 members Entering Unmasked Estep Score: -1497388.875000 Penalty: 4853.604004 Iteration 14Q: 3 clusters Score -1497389 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 14801 members Entering Unmasked Estep Score: -1497593.000000 Penalty: 4853.604004 Iteration 15Q: 3 clusters Score -1497593 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 14935 members Entering Unmasked Estep Score: -1497751.000000 Penalty: 4853.604004 Iteration 16Q: 3 clusters Score -1497751 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 15029 members Entering Unmasked Estep Score: -1497883.250000 Penalty: 4853.604004 Iteration 17Q: 3 clusters Score -1497883 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 15080 members Entering Unmasked Estep Score: -1497990.625000 Penalty: 4853.604004 Iteration 18Q: 3 clusters Score -1497991 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 15133 members Entering Unmasked Estep Score: -1498081.750000 Penalty: 4853.604004 Iteration 19Q: 3 clusters Score -1498082 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 15174 members Entering Unmasked Estep Score: -1498146.625000 Penalty: 4853.604004 Iteration 20F: 3 clusters Score -1498147 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 15192 members Entering Unmasked Estep Score: -1498196.500000 Penalty: 4853.604004 Iteration 21Q: 3 clusters Score -1498196 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 15190 members Entering Unmasked Estep Score: -1498232.500000 Penalty: 4853.604004 Iteration 22Q: 3 clusters Score -1498232 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 15188 members Entering Unmasked Estep Score: -1498262.500000 Penalty: 4853.604004 Iteration 23Q: 3 clusters Score -1498262 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 15192 members Entering Unmasked Estep Score: -1498268.875000 Penalty: 4853.604004 Iteration 24Q: 3 clusters Score -1498269 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 15213 members Entering Unmasked Estep Score: -1498279.500000 Penalty: 4853.604004 Iteration 25Q: 3 clusters Score -1498280 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 15224 members Entering Unmasked Estep Score: -1498287.625000 Penalty: 4853.604004 Iteration 26Q: 3 clusters Score -1498288 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 15233 members Entering Unmasked Estep Score: -1498288.500000 Penalty: 4853.604004 Iteration 27Q: 3 clusters Score -1498288 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 15238 members Entering Unmasked Estep Score: -1498298.500000 Penalty: 4853.604004 Iteration 28Q: 3 clusters Score -1498298 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 15234 members Entering Unmasked Estep Score: -1498299.500000 Penalty: 4853.604004 Iteration 29Q: 3 clusters Score -1498300 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 15231 members Entering Unmasked Estep Score: -1498301.000000 Penalty: 4853.604004 Iteration 30Q: 3 clusters Score -1498301 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 15224 members Entering Unmasked Estep Score: -1498303.500000 Penalty: 4853.604004 Iteration 31Q: 3 clusters Score -1498304 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 15220 members Entering Unmasked Estep Score: -1498301.500000 Penalty: 4853.604004 Iteration 32Q: 3 clusters Score -1498302 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 15214 members Entering Unmasked Estep Score: -1498301.250000 Penalty: 4853.604004 Iteration 33Q: 3 clusters Score -1498301 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 15216 members Entering Unmasked Estep Score: -1498302.000000 Penalty: 4853.604004 Iteration 34Q: 3 clusters Score -1498302 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 15216 members Entering Unmasked Estep Score: -1498303.125000 Penalty: 4853.604004 Iteration 35Q: 3 clusters Score -1498303 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 15213 members Entering Unmasked Estep Score: -1498304.625000 Penalty: 4853.604004 Iteration 36Q: 3 clusters Score -1498305 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 15213 members Entering Unmasked Estep Score: -1498306.125000 Penalty: 4853.604004 Iteration 37Q: 3 clusters Score -1498306 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 15215 members Entering Unmasked Estep Score: -1498307.750000 Penalty: 4853.604004 Iteration 38Q: 3 clusters Score -1498308 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 15217 members Entering Unmasked Estep Score: -1498310.625000 Penalty: 4853.604004 Iteration 39Q: 3 clusters Score -1498311 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 15220 members Entering Unmasked Estep Score: -1498312.250000 Penalty: 4853.604004 Iteration 40F: 3 clusters Score -1498312 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 15224 members Entering Unmasked Estep Score: -1498313.875000 Penalty: 4853.604004 Iteration 41Q: 3 clusters Score -1498314 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 15225 members Entering Unmasked Estep Score: -1498314.625000 Penalty: 4853.604004 Iteration 42Q: 3 clusters Score -1498315 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 15228 members Entering Unmasked Estep Score: -1498314.000000 Penalty: 4853.604004 Iteration 43Q: 3 clusters Score -1498314 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 15232 members Entering Unmasked Estep Score: -1498317.875000 Penalty: 4853.604004 Iteration 44Q: 3 clusters Score -1498318 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 15237 members Entering Unmasked Estep Score: -1498315.000000 Penalty: 4853.604004 Iteration 45Q: 3 clusters Score -1498315 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 15235 members Entering Unmasked Estep Score: -1498315.625000 Penalty: 4853.604004 Iteration 46Q: 3 clusters Score -1498316 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 15235 members Entering Unmasked Estep Score: -1498316.000000 Penalty: 4853.604004 Iteration 47Q: 3 clusters Score -1498316 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 15234 members Entering Unmasked Estep Score: -1498315.625000 Penalty: 4853.604004 Iteration 48Q: 3 clusters Score -1498316 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 15234 members Entering Unmasked Estep Score: -1498315.625000 Penalty: 4853.604004 Iteration 49F: 3 clusters Score -1498316 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Entering Unmasked Estep Score: -196764.796875 Penalty: 1947.693970 Iteration 0F: 2 clusters Score -196764.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -193972.609375 Penalty: 3895.387939 Iteration 0F: 3 clusters Score -193972.6 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -194902.843750 Penalty: 3895.387939 Iteration 1F: 3 clusters Score -194902.8 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -195374.750000 Penalty: 3895.387939 Iteration 2F: 3 clusters Score -195374.8 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -195729.062500 Penalty: 3895.387939 Iteration 3F: 3 clusters Score -195729.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -196045.156250 Penalty: 3895.387939 Iteration 4F: 3 clusters Score -196045.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -196255.562500 Penalty: 3895.387939 Iteration 5F: 3 clusters Score -196255.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -196421.515625 Penalty: 3895.387939 Iteration 6Q: 3 clusters Score -196421.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -196598.515625 Penalty: 3895.387939 Iteration 7Q: 3 clusters Score -196598.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -196757.484375 Penalty: 3895.387939 Iteration 8Q: 3 clusters Score -196757.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -196888.906250 Penalty: 3895.387939 Iteration 9Q: 3 clusters Score -196888.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -196964.109375 Penalty: 3895.387939 Iteration 10Q: 3 clusters Score -196964.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -196993.843750 Penalty: 3895.387939 Iteration 11Q: 3 clusters Score -196993.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -197008.125000 Penalty: 3895.387939 Iteration 12Q: 3 clusters Score -197008.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -197013.843750 Penalty: 3895.387939 Iteration 13Q: 3 clusters Score -197013.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -197020.671875 Penalty: 3895.387939 Iteration 14Q: 3 clusters Score -197020.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -197026.062500 Penalty: 3895.387939 Iteration 15Q: 3 clusters Score -197026.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -197031.484375 Penalty: 3895.387939 Iteration 16Q: 3 clusters Score -197031.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -197038.281250 Penalty: 3895.387939 Iteration 17Q: 3 clusters Score -197038.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -197042.062500 Penalty: 3895.387939 Iteration 18Q: 3 clusters Score -197042.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -197046.546875 Penalty: 3895.387939 Iteration 19Q: 3 clusters Score -197046.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -197082.718750 Penalty: 3895.387939 Iteration 20F: 3 clusters Score -197082.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -197160.187500 Penalty: 3895.387939 Iteration 21Q: 3 clusters Score -197160.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -197177.593750 Penalty: 3895.387939 Iteration 22Q: 3 clusters Score -197177.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -197186.125000 Penalty: 3895.387939 Iteration 23Q: 3 clusters Score -197186.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -197190.265625 Penalty: 3895.387939 Iteration 24Q: 3 clusters Score -197190.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -197191.812500 Penalty: 3895.387939 Iteration 25Q: 3 clusters Score -197191.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -197192.187500 Penalty: 3895.387939 Iteration 26Q: 3 clusters Score -197192.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -197192.187500 Penalty: 3895.387939 Iteration 27F: 3 clusters Score -197192.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 16508 members Mstep: Class 2 contains 282343 members Mstep: Class 3 contains 69755 members Mstep: Class 4 contains 2079 members Mstep: Class 5 contains 12494 members Mstep: Class 6 contains 33398 members Mstep: Class 7 contains 17774 members Mstep: Class 8 contains 396 members Mstep: Class 9 contains 7732 members Mstep: Class 10 contains 6375 members Mstep: Class 11 contains 2195 members Mstep: Class 12 contains 2179 members Mstep: Class 13 contains 10075 members Mstep: Class 14 contains 12673 members Mstep: Class 15 contains 2623 members Mstep: Class 16 contains 282199 members Mstep: Class 17 contains 10292 members Mstep: Class 19 contains 3702 members Entering Unmasked Estep Score: -68877072.000000 Penalty: 60534.062500 Splitting cluster 8 changes total score from -68878072.000000 to -68877072.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (7732 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7732 members Entering Unmasked Estep Score: -693675.625000 Penalty: 2220.374512 Iteration 0F: 2 clusters Score -693675.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -687467.500000 Penalty: 4440.749023 Iteration 0F: 3 clusters Score -687467.5 nChanged 3127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -689138.187500 Penalty: 4440.749023 Iteration 1F: 3 clusters Score -689138.2 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -689384.875000 Penalty: 4440.749023 Iteration 2F: 3 clusters Score -689384.9 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -689569.625000 Penalty: 4440.749023 Iteration 3Q: 3 clusters Score -689569.6 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -689745.312500 Penalty: 4440.749023 Iteration 4Q: 3 clusters Score -689745.3 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -689904.500000 Penalty: 4440.749023 Iteration 5Q: 3 clusters Score -689904.5 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -690054.437500 Penalty: 4440.749023 Iteration 6Q: 3 clusters Score -690054.4 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -690194.375000 Penalty: 4440.749023 Iteration 7Q: 3 clusters Score -690194.4 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -690303.875000 Penalty: 4440.749023 Iteration 8Q: 3 clusters Score -690303.9 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -690402.375000 Penalty: 4440.749023 Iteration 9Q: 3 clusters Score -690402.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -690521.000000 Penalty: 4440.749023 Iteration 10Q: 3 clusters Score -690521 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -690632.562500 Penalty: 4440.749023 Iteration 11Q: 3 clusters Score -690632.6 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -690736.125000 Penalty: 4440.749023 Iteration 12Q: 3 clusters Score -690736.1 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -690833.625000 Penalty: 4440.749023 Iteration 13Q: 3 clusters Score -690833.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -690917.187500 Penalty: 4440.749023 Iteration 14Q: 3 clusters Score -690917.2 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -690994.000000 Penalty: 4440.749023 Iteration 15Q: 3 clusters Score -690994 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -691065.312500 Penalty: 4440.749023 Iteration 16Q: 3 clusters Score -691065.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -691126.937500 Penalty: 4440.749023 Iteration 17Q: 3 clusters Score -691126.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -691177.437500 Penalty: 4440.749023 Iteration 18Q: 3 clusters Score -691177.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 5691 members Entering Unmasked Estep Score: -691229.625000 Penalty: 4440.749023 Iteration 19Q: 3 clusters Score -691229.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 5782 members Entering Unmasked Estep Score: -691264.375000 Penalty: 4440.749023 Iteration 20F: 3 clusters Score -691264.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 5864 members Entering Unmasked Estep Score: -691302.312500 Penalty: 4440.749023 Iteration 21Q: 3 clusters Score -691302.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -691337.500000 Penalty: 4440.749023 Iteration 22Q: 3 clusters Score -691337.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -691372.375000 Penalty: 4440.749023 Iteration 23Q: 3 clusters Score -691372.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -691407.000000 Penalty: 4440.749023 Iteration 24Q: 3 clusters Score -691407 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -691434.250000 Penalty: 4440.749023 Iteration 25Q: 3 clusters Score -691434.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 6238 members Entering Unmasked Estep Score: -691459.812500 Penalty: 4440.749023 Iteration 26Q: 3 clusters Score -691459.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 6294 members Entering Unmasked Estep Score: -691479.562500 Penalty: 4440.749023 Iteration 27Q: 3 clusters Score -691479.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -691498.687500 Penalty: 4440.749023 Iteration 28Q: 3 clusters Score -691498.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -691520.250000 Penalty: 4440.749023 Iteration 29Q: 3 clusters Score -691520.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -691544.500000 Penalty: 4440.749023 Iteration 30Q: 3 clusters Score -691544.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 6499 members Entering Unmasked Estep Score: -691572.187500 Penalty: 4440.749023 Iteration 31Q: 3 clusters Score -691572.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 6549 members Entering Unmasked Estep Score: -691592.687500 Penalty: 4440.749023 Iteration 32Q: 3 clusters Score -691592.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 6600 members Entering Unmasked Estep Score: -691616.750000 Penalty: 4440.749023 Iteration 33Q: 3 clusters Score -691616.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 6637 members Entering Unmasked Estep Score: -691630.625000 Penalty: 4440.749023 Iteration 34Q: 3 clusters Score -691630.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -691648.250000 Penalty: 4440.749023 Iteration 35Q: 3 clusters Score -691648.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -691658.500000 Penalty: 4440.749023 Iteration 36Q: 3 clusters Score -691658.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 6729 members Entering Unmasked Estep Score: -691673.750000 Penalty: 4440.749023 Iteration 37Q: 3 clusters Score -691673.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -691685.562500 Penalty: 4440.749023 Iteration 38Q: 3 clusters Score -691685.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -691695.500000 Penalty: 4440.749023 Iteration 39Q: 3 clusters Score -691695.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -691705.875000 Penalty: 4440.749023 Iteration 40F: 3 clusters Score -691705.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 6821 members Entering Unmasked Estep Score: -691712.062500 Penalty: 4440.749023 Iteration 41Q: 3 clusters Score -691712.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 6832 members Entering Unmasked Estep Score: -691717.125000 Penalty: 4440.749023 Iteration 42Q: 3 clusters Score -691717.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -691720.750000 Penalty: 4440.749023 Iteration 43Q: 3 clusters Score -691720.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -691723.437500 Penalty: 4440.749023 Iteration 44Q: 3 clusters Score -691723.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -691729.500000 Penalty: 4440.749023 Iteration 45Q: 3 clusters Score -691729.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 6867 members Entering Unmasked Estep Score: -691729.437500 Penalty: 4440.749023 Iteration 46Q: 3 clusters Score -691729.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 6870 members Entering Unmasked Estep Score: -691730.125000 Penalty: 4440.749023 Iteration 47Q: 3 clusters Score -691730.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -691731.250000 Penalty: 4440.749023 Iteration 48Q: 3 clusters Score -691731.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -691733.250000 Penalty: 4440.749023 Iteration 49Q: 3 clusters Score -691733.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -691735.062500 Penalty: 4440.749023 Iteration 50Q: 3 clusters Score -691735.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 6883 members Entering Unmasked Estep Score: -691735.500000 Penalty: 4440.749023 Iteration 51Q: 3 clusters Score -691735.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 6888 members Entering Unmasked Estep Score: -691740.375000 Penalty: 4440.749023 Iteration 52Q: 3 clusters Score -691740.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 6893 members Entering Unmasked Estep Score: -691741.125000 Penalty: 4440.749023 Iteration 53Q: 3 clusters Score -691741.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -691742.812500 Penalty: 4440.749023 Iteration 54Q: 3 clusters Score -691742.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -691743.937500 Penalty: 4440.749023 Iteration 55Q: 3 clusters Score -691743.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 6903 members Entering Unmasked Estep Score: -691744.937500 Penalty: 4440.749023 Iteration 56Q: 3 clusters Score -691744.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 6904 members Entering Unmasked Estep Score: -691747.625000 Penalty: 4440.749023 Iteration 57Q: 3 clusters Score -691747.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 6904 members Entering Unmasked Estep Score: -691747.562500 Penalty: 4440.749023 Iteration 58Q: 3 clusters Score -691747.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 6908 members Entering Unmasked Estep Score: -691750.375000 Penalty: 4440.749023 Iteration 59Q: 3 clusters Score -691750.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -691749.562500 Penalty: 4440.749023 Iteration 60F: 3 clusters Score -691749.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -691750.375000 Penalty: 4440.749023 Iteration 61Q: 3 clusters Score -691750.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 6914 members Entering Unmasked Estep Score: -691752.187500 Penalty: 4440.749023 Iteration 62Q: 3 clusters Score -691752.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 6917 members Entering Unmasked Estep Score: -691753.812500 Penalty: 4440.749023 Iteration 63Q: 3 clusters Score -691753.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 6922 members Entering Unmasked Estep Score: -691754.312500 Penalty: 4440.749023 Iteration 64Q: 3 clusters Score -691754.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -691756.062500 Penalty: 4440.749023 Iteration 65Q: 3 clusters Score -691756.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -691757.687500 Penalty: 4440.749023 Iteration 66Q: 3 clusters Score -691757.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 6932 members Entering Unmasked Estep Score: -691760.437500 Penalty: 4440.749023 Iteration 67Q: 3 clusters Score -691760.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 6939 members Entering Unmasked Estep Score: -691762.437500 Penalty: 4440.749023 Iteration 68Q: 3 clusters Score -691762.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 6946 members Entering Unmasked Estep Score: -691766.687500 Penalty: 4440.749023 Iteration 69Q: 3 clusters Score -691766.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -691769.500000 Penalty: 4440.749023 Iteration 70Q: 3 clusters Score -691769.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 6957 members Entering Unmasked Estep Score: -691773.312500 Penalty: 4440.749023 Iteration 71Q: 3 clusters Score -691773.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -691775.375000 Penalty: 4440.749023 Iteration 72Q: 3 clusters Score -691775.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 6969 members Entering Unmasked Estep Score: -691778.312500 Penalty: 4440.749023 Iteration 73Q: 3 clusters Score -691778.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 6974 members Entering Unmasked Estep Score: -691781.625000 Penalty: 4440.749023 Iteration 74Q: 3 clusters Score -691781.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 6977 members Entering Unmasked Estep Score: -691782.687500 Penalty: 4440.749023 Iteration 75Q: 3 clusters Score -691782.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -691784.937500 Penalty: 4440.749023 Iteration 76Q: 3 clusters Score -691784.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -691784.562500 Penalty: 4440.749023 Iteration 77Q: 3 clusters Score -691784.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 6982 members Entering Unmasked Estep Score: -691784.375000 Penalty: 4440.749023 Iteration 78Q: 3 clusters Score -691784.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 6982 members Entering Unmasked Estep Score: -691784.375000 Penalty: 4440.749023 Iteration 79F: 3 clusters Score -691784.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (6375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6375 members Entering Unmasked Estep Score: -576193.687500 Penalty: 2172.514648 Iteration 0F: 2 clusters Score -576193.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -570863.812500 Penalty: 4345.029297 Iteration 0F: 3 clusters Score -570863.8 nChanged 2493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -572230.625000 Penalty: 4345.029297 Iteration 1F: 3 clusters Score -572230.6 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -572517.625000 Penalty: 4345.029297 Iteration 2F: 3 clusters Score -572517.6 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -572784.562500 Penalty: 4345.029297 Iteration 3F: 3 clusters Score -572784.6 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -573112.562500 Penalty: 4345.029297 Iteration 4F: 3 clusters Score -573112.6 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -573508.937500 Penalty: 4345.029297 Iteration 5F: 3 clusters Score -573508.9 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -573886.250000 Penalty: 4345.029297 Iteration 6F: 3 clusters Score -573886.2 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -574167.312500 Penalty: 4345.029297 Iteration 7F: 3 clusters Score -574167.3 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -574379.187500 Penalty: 4345.029297 Iteration 8Q: 3 clusters Score -574379.2 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -574531.062500 Penalty: 4345.029297 Iteration 9Q: 3 clusters Score -574531.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4935 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -574621.937500 Penalty: 4345.029297 Iteration 10Q: 3 clusters Score -574621.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -574689.125000 Penalty: 4345.029297 Iteration 11Q: 3 clusters Score -574689.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -574744.375000 Penalty: 4345.029297 Iteration 12Q: 3 clusters Score -574744.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -574786.812500 Penalty: 4345.029297 Iteration 13Q: 3 clusters Score -574786.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -574813.437500 Penalty: 4345.029297 Iteration 14Q: 3 clusters Score -574813.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5281 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -574836.687500 Penalty: 4345.029297 Iteration 15Q: 3 clusters Score -574836.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -574852.000000 Penalty: 4345.029297 Iteration 16Q: 3 clusters Score -574852 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -574862.062500 Penalty: 4345.029297 Iteration 17Q: 3 clusters Score -574862.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -574866.937500 Penalty: 4345.029297 Iteration 18Q: 3 clusters Score -574866.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -574873.500000 Penalty: 4345.029297 Iteration 19Q: 3 clusters Score -574873.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -574879.062500 Penalty: 4345.029297 Iteration 20F: 3 clusters Score -574879.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -574883.812500 Penalty: 4345.029297 Iteration 21Q: 3 clusters Score -574883.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -574885.250000 Penalty: 4345.029297 Iteration 22Q: 3 clusters Score -574885.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -574886.875000 Penalty: 4345.029297 Iteration 23Q: 3 clusters Score -574886.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -574889.062500 Penalty: 4345.029297 Iteration 24Q: 3 clusters Score -574889.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -574890.250000 Penalty: 4345.029297 Iteration 25Q: 3 clusters Score -574890.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -574889.937500 Penalty: 4345.029297 Iteration 26Q: 3 clusters Score -574889.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -574889.875000 Penalty: 4345.029297 Iteration 27Q: 3 clusters Score -574889.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -574889.875000 Penalty: 4345.029297 Iteration 28F: 3 clusters Score -574889.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Entering Unmasked Estep Score: -191053.734375 Penalty: 1908.096436 Iteration 0F: 2 clusters Score -191053.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -188280.078125 Penalty: 3816.192871 Iteration 0F: 3 clusters Score -188280.1 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -188770.593750 Penalty: 3816.192871 Iteration 1F: 3 clusters Score -188770.6 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -188912.781250 Penalty: 3816.192871 Iteration 2F: 3 clusters Score -188912.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -188993.859375 Penalty: 3816.192871 Iteration 3Q: 3 clusters Score -188993.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -189051.968750 Penalty: 3816.192871 Iteration 4Q: 3 clusters Score -189052 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -189086.781250 Penalty: 3816.192871 Iteration 5Q: 3 clusters Score -189086.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -189113.593750 Penalty: 3816.192871 Iteration 6Q: 3 clusters Score -189113.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -189132.265625 Penalty: 3816.192871 Iteration 7Q: 3 clusters Score -189132.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -189146.859375 Penalty: 3816.192871 Iteration 8Q: 3 clusters Score -189146.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -189162.062500 Penalty: 3816.192871 Iteration 9Q: 3 clusters Score -189162.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -189174.015625 Penalty: 3816.192871 Iteration 10Q: 3 clusters Score -189174 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -189179.875000 Penalty: 3816.192871 Iteration 11Q: 3 clusters Score -189179.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -189181.468750 Penalty: 3816.192871 Iteration 12Q: 3 clusters Score -189181.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -189183.890625 Penalty: 3816.192871 Iteration 13Q: 3 clusters Score -189183.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -189188.187500 Penalty: 3816.192871 Iteration 14Q: 3 clusters Score -189188.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -189189.953125 Penalty: 3816.192871 Iteration 15Q: 3 clusters Score -189190 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -189194.640625 Penalty: 3816.192871 Iteration 16Q: 3 clusters Score -189194.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -189196.875000 Penalty: 3816.192871 Iteration 17Q: 3 clusters Score -189196.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -189198.750000 Penalty: 3816.192871 Iteration 18Q: 3 clusters Score -189198.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -189202.515625 Penalty: 3816.192871 Iteration 19Q: 3 clusters Score -189202.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -189206.750000 Penalty: 3816.192871 Iteration 20F: 3 clusters Score -189206.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -189211.343750 Penalty: 3816.192871 Iteration 21Q: 3 clusters Score -189211.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -189216.250000 Penalty: 3816.192871 Iteration 22Q: 3 clusters Score -189216.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -189220.640625 Penalty: 3816.192871 Iteration 23Q: 3 clusters Score -189220.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -189225.593750 Penalty: 3816.192871 Iteration 24Q: 3 clusters Score -189225.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -189230.078125 Penalty: 3816.192871 Iteration 25Q: 3 clusters Score -189230.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -189233.218750 Penalty: 3816.192871 Iteration 26Q: 3 clusters Score -189233.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -189237.156250 Penalty: 3816.192871 Iteration 27Q: 3 clusters Score -189237.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -189244.531250 Penalty: 3816.192871 Iteration 28Q: 3 clusters Score -189244.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -189253.406250 Penalty: 3816.192871 Iteration 29Q: 3 clusters Score -189253.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -189261.859375 Penalty: 3816.192871 Iteration 30Q: 3 clusters Score -189261.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -189265.046875 Penalty: 3816.192871 Iteration 31Q: 3 clusters Score -189265 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -189266.859375 Penalty: 3816.192871 Iteration 32Q: 3 clusters Score -189266.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -189271.140625 Penalty: 3816.192871 Iteration 33Q: 3 clusters Score -189271.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -189275.796875 Penalty: 3816.192871 Iteration 34Q: 3 clusters Score -189275.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -189278.046875 Penalty: 3816.192871 Iteration 35Q: 3 clusters Score -189278 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -189281.062500 Penalty: 3816.192871 Iteration 36Q: 3 clusters Score -189281.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -189285.140625 Penalty: 3816.192871 Iteration 37Q: 3 clusters Score -189285.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -189286.781250 Penalty: 3816.192871 Iteration 38Q: 3 clusters Score -189286.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -189288.390625 Penalty: 3816.192871 Iteration 39Q: 3 clusters Score -189288.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -189289.718750 Penalty: 3816.192871 Iteration 40F: 3 clusters Score -189289.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -189291.250000 Penalty: 3816.192871 Iteration 41Q: 3 clusters Score -189291.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -189291.250000 Penalty: 3816.192871 Iteration 42F: 3 clusters Score -189291.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (10075 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10075 members Entering Unmasked Estep Score: -945595.937500 Penalty: 2286.017578 Iteration 0F: 2 clusters Score -945595.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -937897.812500 Penalty: 4572.035156 Iteration 0F: 3 clusters Score -937897.8 nChanged 4142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 5064 members Entering Unmasked Estep Score: -940100.437500 Penalty: 4572.035156 Iteration 1F: 3 clusters Score -940100.4 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -940362.625000 Penalty: 4572.035156 Iteration 2F: 3 clusters Score -940362.6 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -940549.125000 Penalty: 4572.035156 Iteration 3Q: 3 clusters Score -940549.1 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -940691.437500 Penalty: 4572.035156 Iteration 4Q: 3 clusters Score -940691.4 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -940808.062500 Penalty: 4572.035156 Iteration 5Q: 3 clusters Score -940808.1 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -940926.312500 Penalty: 4572.035156 Iteration 6Q: 3 clusters Score -940926.3 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -941053.250000 Penalty: 4572.035156 Iteration 7Q: 3 clusters Score -941053.2 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 6003 members Entering Unmasked Estep Score: -941175.937500 Penalty: 4572.035156 Iteration 8Q: 3 clusters Score -941175.9 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -941324.812500 Penalty: 4572.035156 Iteration 9Q: 3 clusters Score -941324.8 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -941485.562500 Penalty: 4572.035156 Iteration 10Q: 3 clusters Score -941485.6 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 6691 members Entering Unmasked Estep Score: -941641.750000 Penalty: 4572.035156 Iteration 11Q: 3 clusters Score -941641.8 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -941805.125000 Penalty: 4572.035156 Iteration 12Q: 3 clusters Score -941805.1 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 7207 members Entering Unmasked Estep Score: -941984.250000 Penalty: 4572.035156 Iteration 13Q: 3 clusters Score -941984.2 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 7481 members Entering Unmasked Estep Score: -942201.625000 Penalty: 4572.035156 Iteration 14Q: 3 clusters Score -942201.6 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 7761 members Entering Unmasked Estep Score: -942423.500000 Penalty: 4572.035156 Iteration 15Q: 3 clusters Score -942423.5 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 8001 members Entering Unmasked Estep Score: -942627.187500 Penalty: 4572.035156 Iteration 16Q: 3 clusters Score -942627.2 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 8215 members Entering Unmasked Estep Score: -942805.625000 Penalty: 4572.035156 Iteration 17Q: 3 clusters Score -942805.6 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 8386 members Entering Unmasked Estep Score: -942931.125000 Penalty: 4572.035156 Iteration 18Q: 3 clusters Score -942931.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 8536 members Entering Unmasked Estep Score: -943025.937500 Penalty: 4572.035156 Iteration 19Q: 3 clusters Score -943025.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 8651 members Entering Unmasked Estep Score: -943089.625000 Penalty: 4572.035156 Iteration 20F: 3 clusters Score -943089.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 8758 members Entering Unmasked Estep Score: -943156.437500 Penalty: 4572.035156 Iteration 21Q: 3 clusters Score -943156.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 8857 members Entering Unmasked Estep Score: -943220.562500 Penalty: 4572.035156 Iteration 22Q: 3 clusters Score -943220.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 8958 members Entering Unmasked Estep Score: -943272.375000 Penalty: 4572.035156 Iteration 23Q: 3 clusters Score -943272.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 9035 members Entering Unmasked Estep Score: -943323.312500 Penalty: 4572.035156 Iteration 24Q: 3 clusters Score -943323.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 9109 members Entering Unmasked Estep Score: -943364.000000 Penalty: 4572.035156 Iteration 25Q: 3 clusters Score -943364 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 9168 members Entering Unmasked Estep Score: -943394.375000 Penalty: 4572.035156 Iteration 26Q: 3 clusters Score -943394.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 9209 members Entering Unmasked Estep Score: -943417.375000 Penalty: 4572.035156 Iteration 27Q: 3 clusters Score -943417.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 9241 members Entering Unmasked Estep Score: -943442.187500 Penalty: 4572.035156 Iteration 28Q: 3 clusters Score -943442.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 9277 members Entering Unmasked Estep Score: -943462.375000 Penalty: 4572.035156 Iteration 29Q: 3 clusters Score -943462.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 9309 members Entering Unmasked Estep Score: -943485.187500 Penalty: 4572.035156 Iteration 30Q: 3 clusters Score -943485.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 9330 members Entering Unmasked Estep Score: -943501.500000 Penalty: 4572.035156 Iteration 31Q: 3 clusters Score -943501.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 9354 members Entering Unmasked Estep Score: -943514.750000 Penalty: 4572.035156 Iteration 32Q: 3 clusters Score -943514.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 9373 members Entering Unmasked Estep Score: -943531.875000 Penalty: 4572.035156 Iteration 33Q: 3 clusters Score -943531.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 9387 members Entering Unmasked Estep Score: -943541.187500 Penalty: 4572.035156 Iteration 34Q: 3 clusters Score -943541.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 9402 members Entering Unmasked Estep Score: -943552.687500 Penalty: 4572.035156 Iteration 35Q: 3 clusters Score -943552.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 9413 members Entering Unmasked Estep Score: -943561.750000 Penalty: 4572.035156 Iteration 36Q: 3 clusters Score -943561.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 9423 members Entering Unmasked Estep Score: -943566.250000 Penalty: 4572.035156 Iteration 37Q: 3 clusters Score -943566.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 9433 members Entering Unmasked Estep Score: -943572.625000 Penalty: 4572.035156 Iteration 38Q: 3 clusters Score -943572.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 9433 members Entering Unmasked Estep Score: -943576.000000 Penalty: 4572.035156 Iteration 39Q: 3 clusters Score -943576 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 9434 members Entering Unmasked Estep Score: -943575.687500 Penalty: 4572.035156 Iteration 40F: 3 clusters Score -943575.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 9433 members Entering Unmasked Estep Score: -943574.625000 Penalty: 4572.035156 Iteration 41Q: 3 clusters Score -943574.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 9434 members Entering Unmasked Estep Score: -943575.125000 Penalty: 4572.035156 Iteration 42Q: 3 clusters Score -943575.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 9438 members Entering Unmasked Estep Score: -943580.125000 Penalty: 4572.035156 Iteration 43Q: 3 clusters Score -943580.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 9439 members Entering Unmasked Estep Score: -943579.937500 Penalty: 4572.035156 Iteration 44Q: 3 clusters Score -943579.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 9441 members Entering Unmasked Estep Score: -943582.312500 Penalty: 4572.035156 Iteration 45Q: 3 clusters Score -943582.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 9443 members Entering Unmasked Estep Score: -943582.687500 Penalty: 4572.035156 Iteration 46Q: 3 clusters Score -943582.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 9445 members Entering Unmasked Estep Score: -943584.062500 Penalty: 4572.035156 Iteration 47Q: 3 clusters Score -943584.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 9445 members Entering Unmasked Estep Score: -943585.062500 Penalty: 4572.035156 Iteration 48Q: 3 clusters Score -943585.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 9446 members Entering Unmasked Estep Score: -943587.125000 Penalty: 4572.035156 Iteration 49Q: 3 clusters Score -943587.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 9446 members Entering Unmasked Estep Score: -943587.125000 Penalty: 4572.035156 Iteration 50F: 3 clusters Score -943587.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (12673 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12673 members Entering Unmasked Estep Score: -1174103.875000 Penalty: 2342.912842 Iteration 0F: 2 clusters Score -1174104 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -1164737.500000 Penalty: 4685.825684 Iteration 0F: 3 clusters Score -1164738 nChanged 5329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 5987 members Entering Unmasked Estep Score: -1167557.125000 Penalty: 4685.825684 Iteration 1F: 3 clusters Score -1167557 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 5844 members Entering Unmasked Estep Score: -1167922.000000 Penalty: 4685.825684 Iteration 2F: 3 clusters Score -1167922 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -1168211.000000 Penalty: 4685.825684 Iteration 3F: 3 clusters Score -1168211 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7297 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -1168430.125000 Penalty: 4685.825684 Iteration 4Q: 3 clusters Score -1168430 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7633 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -1168676.250000 Penalty: 4685.825684 Iteration 5Q: 3 clusters Score -1168676 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8033 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -1168965.250000 Penalty: 4685.825684 Iteration 6Q: 3 clusters Score -1168965 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8454 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -1169276.125000 Penalty: 4685.825684 Iteration 7Q: 3 clusters Score -1169276 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8931 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -1169662.375000 Penalty: 4685.825684 Iteration 8Q: 3 clusters Score -1169662 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9398 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -1170044.375000 Penalty: 4685.825684 Iteration 9Q: 3 clusters Score -1170044 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9812 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -1170408.500000 Penalty: 4685.825684 Iteration 10Q: 3 clusters Score -1170408 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10180 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -1170739.125000 Penalty: 4685.825684 Iteration 11Q: 3 clusters Score -1170739 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10493 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -1170993.750000 Penalty: 4685.825684 Iteration 12Q: 3 clusters Score -1170994 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10773 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -1171197.875000 Penalty: 4685.825684 Iteration 13Q: 3 clusters Score -1171198 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10985 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -1171350.375000 Penalty: 4685.825684 Iteration 14Q: 3 clusters Score -1171350 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11168 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -1171495.500000 Penalty: 4685.825684 Iteration 15Q: 3 clusters Score -1171496 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11320 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -1171596.625000 Penalty: 4685.825684 Iteration 16Q: 3 clusters Score -1171597 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11452 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -1171695.500000 Penalty: 4685.825684 Iteration 17Q: 3 clusters Score -1171696 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11580 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -1171787.625000 Penalty: 4685.825684 Iteration 18Q: 3 clusters Score -1171788 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11672 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -1171856.000000 Penalty: 4685.825684 Iteration 19Q: 3 clusters Score -1171856 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11728 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1171899.500000 Penalty: 4685.825684 Iteration 20F: 3 clusters Score -1171900 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11782 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -1171941.750000 Penalty: 4685.825684 Iteration 21Q: 3 clusters Score -1171942 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11830 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -1171984.375000 Penalty: 4685.825684 Iteration 22Q: 3 clusters Score -1171984 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11858 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -1172014.500000 Penalty: 4685.825684 Iteration 23Q: 3 clusters Score -1172014 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11882 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -1172032.250000 Penalty: 4685.825684 Iteration 24Q: 3 clusters Score -1172032 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11902 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -1172049.500000 Penalty: 4685.825684 Iteration 25Q: 3 clusters Score -1172050 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11910 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -1172058.875000 Penalty: 4685.825684 Iteration 26Q: 3 clusters Score -1172059 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11918 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -1172065.375000 Penalty: 4685.825684 Iteration 27Q: 3 clusters Score -1172065 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11925 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -1172071.375000 Penalty: 4685.825684 Iteration 28Q: 3 clusters Score -1172071 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11936 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -1172078.125000 Penalty: 4685.825684 Iteration 29Q: 3 clusters Score -1172078 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11946 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -1172084.375000 Penalty: 4685.825684 Iteration 30Q: 3 clusters Score -1172084 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11953 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -1172092.875000 Penalty: 4685.825684 Iteration 31Q: 3 clusters Score -1172093 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11961 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -1172103.000000 Penalty: 4685.825684 Iteration 32Q: 3 clusters Score -1172103 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11972 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -1172113.500000 Penalty: 4685.825684 Iteration 33Q: 3 clusters Score -1172114 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11981 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -1172117.500000 Penalty: 4685.825684 Iteration 34Q: 3 clusters Score -1172118 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11984 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -1172121.875000 Penalty: 4685.825684 Iteration 35Q: 3 clusters Score -1172122 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11990 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -1172122.625000 Penalty: 4685.825684 Iteration 36Q: 3 clusters Score -1172123 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11990 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -1172122.875000 Penalty: 4685.825684 Iteration 37Q: 3 clusters Score -1172123 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11991 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -1172126.250000 Penalty: 4685.825684 Iteration 38Q: 3 clusters Score -1172126 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11994 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -1172128.625000 Penalty: 4685.825684 Iteration 39Q: 3 clusters Score -1172129 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11998 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -1172128.375000 Penalty: 4685.825684 Iteration 40F: 3 clusters Score -1172128 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12007 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -1172134.375000 Penalty: 4685.825684 Iteration 41Q: 3 clusters Score -1172134 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12012 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -1172137.500000 Penalty: 4685.825684 Iteration 42Q: 3 clusters Score -1172138 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12017 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -1172140.125000 Penalty: 4685.825684 Iteration 43Q: 3 clusters Score -1172140 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12018 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -1172140.500000 Penalty: 4685.825684 Iteration 44Q: 3 clusters Score -1172140 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12020 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -1172139.750000 Penalty: 4685.825684 Iteration 45Q: 3 clusters Score -1172140 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12023 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -1172141.000000 Penalty: 4685.825684 Iteration 46Q: 3 clusters Score -1172141 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12025 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -1172143.750000 Penalty: 4685.825684 Iteration 47Q: 3 clusters Score -1172144 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12026 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -1172143.750000 Penalty: 4685.825684 Iteration 48Q: 3 clusters Score -1172144 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12026 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -1172143.750000 Penalty: 4685.825684 Iteration 49F: 3 clusters Score -1172144 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Entering Unmasked Estep Score: -209937.203125 Penalty: 1952.274414 Iteration 0F: 2 clusters Score -209937.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -207048.671875 Penalty: 3904.548828 Iteration 0F: 3 clusters Score -207048.7 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -208054.390625 Penalty: 3904.548828 Iteration 1F: 3 clusters Score -208054.4 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -208740.078125 Penalty: 3904.548828 Iteration 2F: 3 clusters Score -208740.1 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -209855.015625 Penalty: 3904.548828 Iteration 3F: 3 clusters Score -209855 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -211278.281250 Penalty: 3904.548828 Iteration 4F: 3 clusters Score -211278.3 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -212220.812500 Penalty: 3904.548828 Iteration 5F: 3 clusters Score -212220.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -213657.843750 Penalty: 3904.548828 Iteration 6Q: 3 clusters Score -213657.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -214286.328125 Penalty: 3904.548828 Iteration 7Q: 3 clusters Score -214286.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -214553.859375 Penalty: 3904.548828 Iteration 8Q: 3 clusters Score -214553.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -214556.328125 Penalty: 3904.548828 Iteration 9Q: 3 clusters Score -214556.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -214556.328125 Penalty: 3904.548828 Iteration 10F: 3 clusters Score -214556.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 16508 members Mstep: Class 2 contains 282343 members Mstep: Class 3 contains 69755 members Mstep: Class 4 contains 2079 members Mstep: Class 5 contains 12494 members Mstep: Class 6 contains 33398 members Mstep: Class 7 contains 17774 members Mstep: Class 8 contains 2575 members Mstep: Class 9 contains 7732 members Mstep: Class 10 contains 6375 members Mstep: Class 11 contains 2195 members Mstep: Class 12 contains 1330 members Mstep: Class 13 contains 10075 members Mstep: Class 14 contains 12673 members Mstep: Class 15 contains 1293 members Mstep: Class 16 contains 282199 members Mstep: Class 17 contains 10292 members Mstep: Class 19 contains 3702 members Entering Unmasked Estep Score: -68881248.000000 Penalty: 60534.062500 Splitting cluster 15 changes total score from -68878072.000000 to -68881248.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 16 (282199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282199 members Entering Unmasked Estep Score: -25557106.000000 Penalty: 3112.491211 Iteration 0F: 2 clusters Score -2.555711e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140951 members Mstep: Class 2 contains 141248 members Entering Unmasked Estep Score: -25367712.000000 Penalty: 6224.982422 Iteration 0F: 3 clusters Score -2.536771e+07 nChanged 136506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135629 members Mstep: Class 2 contains 146570 members Entering Unmasked Estep Score: -25448164.000000 Penalty: 6224.982422 Iteration 1F: 3 clusters Score -2.544816e+07 nChanged 7615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132324 members Mstep: Class 2 contains 149875 members Entering Unmasked Estep Score: -25449474.000000 Penalty: 6224.982422 Iteration 2Q: 3 clusters Score -2.544947e+07 nChanged 8665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127241 members Mstep: Class 2 contains 154958 members Entering Unmasked Estep Score: -25451700.000000 Penalty: 6224.982422 Iteration 3Q: 3 clusters Score -2.54517e+07 nChanged 10527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119402 members Mstep: Class 2 contains 162797 members Entering Unmasked Estep Score: -25455196.000000 Penalty: 6224.982422 Iteration 4Q: 3 clusters Score -2.54552e+07 nChanged 13580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107656 members Mstep: Class 2 contains 174543 members Entering Unmasked Estep Score: -25461172.000000 Penalty: 6224.982422 Iteration 5Q: 3 clusters Score -2.546117e+07 nChanged 17801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90955 members Mstep: Class 2 contains 191244 members Entering Unmasked Estep Score: -25471616.000000 Penalty: 6224.982422 Iteration 6F: 3 clusters Score -2.547162e+07 nChanged 22309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69100 members Mstep: Class 2 contains 213099 members Entering Unmasked Estep Score: -25488982.000000 Penalty: 6224.982422 Iteration 7F: 3 clusters Score -2.548898e+07 nChanged 24600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44664 members Mstep: Class 2 contains 237535 members Entering Unmasked Estep Score: -25511902.000000 Penalty: 6224.982422 Iteration 8F: 3 clusters Score -2.55119e+07 nChanged 21317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23405 members Mstep: Class 2 contains 258794 members Entering Unmasked Estep Score: -25533298.000000 Penalty: 6224.982422 Iteration 9F: 3 clusters Score -2.55333e+07 nChanged 13109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10320 members Mstep: Class 2 contains 271879 members Entering Unmasked Estep Score: -25546148.000000 Penalty: 6224.982422 Iteration 10Q: 3 clusters Score -2.554615e+07 nChanged 5959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 277826 members Entering Unmasked Estep Score: -25551508.000000 Penalty: 6224.982422 Iteration 11Q: 3 clusters Score -2.555151e+07 nChanged 2198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 280004 members Entering Unmasked Estep Score: -25553338.000000 Penalty: 6224.982422 Iteration 12Q: 3 clusters Score -2.555334e+07 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 280782 members Entering Unmasked Estep Score: -25553962.000000 Penalty: 6224.982422 Iteration 13Q: 3 clusters Score -2.555396e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 281101 members Entering Unmasked Estep Score: -25554290.000000 Penalty: 6224.982422 Iteration 14Q: 3 clusters Score -2.555429e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 281227 members Entering Unmasked Estep Score: -25554402.000000 Penalty: 6224.982422 Iteration 15Q: 3 clusters Score -2.55544e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 281285 members Entering Unmasked Estep Score: -25554462.000000 Penalty: 6224.982422 Iteration 16Q: 3 clusters Score -2.555446e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 281315 members Entering Unmasked Estep Score: -25554516.000000 Penalty: 6224.982422 Iteration 17Q: 3 clusters Score -2.555452e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 281342 members Entering Unmasked Estep Score: -25554540.000000 Penalty: 6224.982422 Iteration 18Q: 3 clusters Score -2.555454e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 281365 members Entering Unmasked Estep Score: -25554584.000000 Penalty: 6224.982422 Iteration 19Q: 3 clusters Score -2.555458e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 281384 members Entering Unmasked Estep Score: -25554592.000000 Penalty: 6224.982422 Iteration 20F: 3 clusters Score -2.555459e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 281402 members Entering Unmasked Estep Score: -25554624.000000 Penalty: 6224.982422 Iteration 21Q: 3 clusters Score -2.555462e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 281409 members Entering Unmasked Estep Score: -25554628.000000 Penalty: 6224.982422 Iteration 22Q: 3 clusters Score -2.555463e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 281415 members Entering Unmasked Estep Score: -25554644.000000 Penalty: 6224.982422 Iteration 23Q: 3 clusters Score -2.555464e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 281413 members Entering Unmasked Estep Score: -25554644.000000 Penalty: 6224.982422 Iteration 24Q: 3 clusters Score -2.555464e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 281413 members Entering Unmasked Estep Score: -25554628.000000 Penalty: 6224.982422 Iteration 25Q: 3 clusters Score -2.555463e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 281419 members Entering Unmasked Estep Score: -25554650.000000 Penalty: 6224.982422 Iteration 26Q: 3 clusters Score -2.555465e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 281423 members Entering Unmasked Estep Score: -25554676.000000 Penalty: 6224.982422 Iteration 27Q: 3 clusters Score -2.555468e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 281427 members Entering Unmasked Estep Score: -25554674.000000 Penalty: 6224.982422 Iteration 28Q: 3 clusters Score -2.555467e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 281428 members Entering Unmasked Estep Score: -25554658.000000 Penalty: 6224.982422 Iteration 29Q: 3 clusters Score -2.555466e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 281431 members Entering Unmasked Estep Score: -25554684.000000 Penalty: 6224.982422 Iteration 30Q: 3 clusters Score -2.555468e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 281429 members Entering Unmasked Estep Score: -25554676.000000 Penalty: 6224.982422 Iteration 31Q: 3 clusters Score -2.555468e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 281429 members Entering Unmasked Estep Score: -25554660.000000 Penalty: 6224.982422 Iteration 32Q: 3 clusters Score -2.555466e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 281429 members Entering Unmasked Estep Score: -25554662.000000 Penalty: 6224.982422 Iteration 33Q: 3 clusters Score -2.555466e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 281430 members Entering Unmasked Estep Score: -25554666.000000 Penalty: 6224.982422 Iteration 34Q: 3 clusters Score -2.555467e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 281431 members Entering Unmasked Estep Score: -25554660.000000 Penalty: 6224.982422 Iteration 35Q: 3 clusters Score -2.555466e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 281431 members Entering Unmasked Estep Score: -25554684.000000 Penalty: 6224.982422 Iteration 36Q: 3 clusters Score -2.555468e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 281432 members Entering Unmasked Estep Score: -25554688.000000 Penalty: 6224.982422 Iteration 37Q: 3 clusters Score -2.555469e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 281432 members Entering Unmasked Estep Score: -25554688.000000 Penalty: 6224.982422 Iteration 38F: 3 clusters Score -2.555469e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (10292 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10292 members Entering Unmasked Estep Score: -923325.187500 Penalty: 2291.302246 Iteration 0F: 2 clusters Score -923325.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -915488.875000 Penalty: 4582.604492 Iteration 0F: 3 clusters Score -915488.9 nChanged 4310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -917793.750000 Penalty: 4582.604492 Iteration 1F: 3 clusters Score -917793.8 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 5485 members Entering Unmasked Estep Score: -918083.875000 Penalty: 4582.604492 Iteration 2F: 3 clusters Score -918083.9 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -918312.687500 Penalty: 4582.604492 Iteration 3Q: 3 clusters Score -918312.7 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -918560.562500 Penalty: 4582.604492 Iteration 4Q: 3 clusters Score -918560.6 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 6260 members Entering Unmasked Estep Score: -918843.187500 Penalty: 4582.604492 Iteration 5Q: 3 clusters Score -918843.2 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 6578 members Entering Unmasked Estep Score: -919148.000000 Penalty: 4582.604492 Iteration 6Q: 3 clusters Score -919148 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -919547.562500 Penalty: 4582.604492 Iteration 7F: 3 clusters Score -919547.6 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 7278 members Entering Unmasked Estep Score: -920020.562500 Penalty: 4582.604492 Iteration 8F: 3 clusters Score -920020.6 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 7578 members Entering Unmasked Estep Score: -920520.312500 Penalty: 4582.604492 Iteration 9F: 3 clusters Score -920520.3 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 7782 members Entering Unmasked Estep Score: -920951.250000 Penalty: 4582.604492 Iteration 10Q: 3 clusters Score -920951.2 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 7885 members Entering Unmasked Estep Score: -921211.125000 Penalty: 4582.604492 Iteration 11Q: 3 clusters Score -921211.1 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 7932 members Entering Unmasked Estep Score: -921352.875000 Penalty: 4582.604492 Iteration 12Q: 3 clusters Score -921352.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 7959 members Entering Unmasked Estep Score: -921433.500000 Penalty: 4582.604492 Iteration 13Q: 3 clusters Score -921433.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 7974 members Entering Unmasked Estep Score: -921483.187500 Penalty: 4582.604492 Iteration 14Q: 3 clusters Score -921483.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 7969 members Entering Unmasked Estep Score: -921519.125000 Penalty: 4582.604492 Iteration 15Q: 3 clusters Score -921519.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 7963 members Entering Unmasked Estep Score: -921542.500000 Penalty: 4582.604492 Iteration 16Q: 3 clusters Score -921542.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 7956 members Entering Unmasked Estep Score: -921552.687500 Penalty: 4582.604492 Iteration 17Q: 3 clusters Score -921552.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 7955 members Entering Unmasked Estep Score: -921560.125000 Penalty: 4582.604492 Iteration 18Q: 3 clusters Score -921560.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 7947 members Entering Unmasked Estep Score: -921560.125000 Penalty: 4582.604492 Iteration 19Q: 3 clusters Score -921560.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 7943 members Entering Unmasked Estep Score: -921565.875000 Penalty: 4582.604492 Iteration 20F: 3 clusters Score -921565.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 7930 members Entering Unmasked Estep Score: -921569.750000 Penalty: 4582.604492 Iteration 21Q: 3 clusters Score -921569.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 7931 members Entering Unmasked Estep Score: -921571.750000 Penalty: 4582.604492 Iteration 22Q: 3 clusters Score -921571.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 7925 members Entering Unmasked Estep Score: -921573.625000 Penalty: 4582.604492 Iteration 23Q: 3 clusters Score -921573.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 7925 members Entering Unmasked Estep Score: -921574.125000 Penalty: 4582.604492 Iteration 24Q: 3 clusters Score -921574.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 7928 members Entering Unmasked Estep Score: -921575.250000 Penalty: 4582.604492 Iteration 25Q: 3 clusters Score -921575.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 7928 members Entering Unmasked Estep Score: -921575.125000 Penalty: 4582.604492 Iteration 26Q: 3 clusters Score -921575.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 7928 members Entering Unmasked Estep Score: -921575.875000 Penalty: 4582.604492 Iteration 27Q: 3 clusters Score -921575.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 7928 members Entering Unmasked Estep Score: -921575.750000 Penalty: 4582.604492 Iteration 28Q: 3 clusters Score -921575.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 7931 members Entering Unmasked Estep Score: -921576.750000 Penalty: 4582.604492 Iteration 29Q: 3 clusters Score -921576.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 7933 members Entering Unmasked Estep Score: -921576.000000 Penalty: 4582.604492 Iteration 30Q: 3 clusters Score -921576 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 7934 members Entering Unmasked Estep Score: -921576.000000 Penalty: 4582.604492 Iteration 31Q: 3 clusters Score -921576 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 7934 members Entering Unmasked Estep Score: -921575.875000 Penalty: 4582.604492 Iteration 32Q: 3 clusters Score -921575.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -921576.125000 Penalty: 4582.604492 Iteration 33Q: 3 clusters Score -921576.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -921576.125000 Penalty: 4582.604492 Iteration 34F: 3 clusters Score -921576.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Entering Unmasked Estep Score: -331291.906250 Penalty: 2037.723755 Iteration 0F: 2 clusters Score -331291.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -327597.625000 Penalty: 4075.447510 Iteration 0F: 3 clusters Score -327597.6 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -328403.656250 Penalty: 4075.447510 Iteration 1F: 3 clusters Score -328403.7 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -328608.187500 Penalty: 4075.447510 Iteration 2F: 3 clusters Score -328608.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -328738.406250 Penalty: 4075.447510 Iteration 3F: 3 clusters Score -328738.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -328833.906250 Penalty: 4075.447510 Iteration 4Q: 3 clusters Score -328833.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -328895.250000 Penalty: 4075.447510 Iteration 5Q: 3 clusters Score -328895.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -328951.500000 Penalty: 4075.447510 Iteration 6Q: 3 clusters Score -328951.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -329011.593750 Penalty: 4075.447510 Iteration 7Q: 3 clusters Score -329011.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -329056.656250 Penalty: 4075.447510 Iteration 8Q: 3 clusters Score -329056.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -329104.312500 Penalty: 4075.447510 Iteration 9Q: 3 clusters Score -329104.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -329157.000000 Penalty: 4075.447510 Iteration 10Q: 3 clusters Score -329157 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -329216.843750 Penalty: 4075.447510 Iteration 11Q: 3 clusters Score -329216.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -329280.406250 Penalty: 4075.447510 Iteration 12Q: 3 clusters Score -329280.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -329357.125000 Penalty: 4075.447510 Iteration 13Q: 3 clusters Score -329357.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -329432.000000 Penalty: 4075.447510 Iteration 14Q: 3 clusters Score -329432 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -329516.156250 Penalty: 4075.447510 Iteration 15Q: 3 clusters Score -329516.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -329609.937500 Penalty: 4075.447510 Iteration 16Q: 3 clusters Score -329609.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -329704.562500 Penalty: 4075.447510 Iteration 17Q: 3 clusters Score -329704.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -329777.250000 Penalty: 4075.447510 Iteration 18Q: 3 clusters Score -329777.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -329836.937500 Penalty: 4075.447510 Iteration 19Q: 3 clusters Score -329836.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -329879.000000 Penalty: 4075.447510 Iteration 20F: 3 clusters Score -329879 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -329912.562500 Penalty: 4075.447510 Iteration 21Q: 3 clusters Score -329912.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -329930.156250 Penalty: 4075.447510 Iteration 22Q: 3 clusters Score -329930.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -329948.531250 Penalty: 4075.447510 Iteration 23Q: 3 clusters Score -329948.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -329959.968750 Penalty: 4075.447510 Iteration 24Q: 3 clusters Score -329960 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -329966.625000 Penalty: 4075.447510 Iteration 25Q: 3 clusters Score -329966.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -329971.968750 Penalty: 4075.447510 Iteration 26Q: 3 clusters Score -329972 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -329975.625000 Penalty: 4075.447510 Iteration 27Q: 3 clusters Score -329975.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -329981.312500 Penalty: 4075.447510 Iteration 28Q: 3 clusters Score -329981.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -329989.125000 Penalty: 4075.447510 Iteration 29Q: 3 clusters Score -329989.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -330000.312500 Penalty: 4075.447510 Iteration 30Q: 3 clusters Score -330000.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -330013.906250 Penalty: 4075.447510 Iteration 31Q: 3 clusters Score -330013.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -330025.812500 Penalty: 4075.447510 Iteration 32Q: 3 clusters Score -330025.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -330031.375000 Penalty: 4075.447510 Iteration 33Q: 3 clusters Score -330031.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -330032.875000 Penalty: 4075.447510 Iteration 34Q: 3 clusters Score -330032.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -330034.500000 Penalty: 4075.447510 Iteration 35Q: 3 clusters Score -330034.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -330035.343750 Penalty: 4075.447510 Iteration 36Q: 3 clusters Score -330035.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -330036.468750 Penalty: 4075.447510 Iteration 37Q: 3 clusters Score -330036.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -330036.812500 Penalty: 4075.447510 Iteration 38Q: 3 clusters Score -330036.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -330038.375000 Penalty: 4075.447510 Iteration 39Q: 3 clusters Score -330038.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -330038.375000 Penalty: 4075.447510 Iteration 40F: 3 clusters Score -330038.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 16508 members Mstep: Class 2 contains 282343 members Mstep: Class 3 contains 69755 members Mstep: Class 4 contains 2079 members Mstep: Class 5 contains 12494 members Mstep: Class 6 contains 33398 members Mstep: Class 7 contains 17774 members Mstep: Class 8 contains 2575 members Mstep: Class 9 contains 7732 members Mstep: Class 10 contains 6375 members Mstep: Class 11 contains 2195 members Mstep: Class 13 contains 10075 members Mstep: Class 14 contains 12673 members Mstep: Class 15 contains 1293 members Mstep: Class 16 contains 282199 members Mstep: Class 17 contains 10292 members Mstep: Class 19 contains 3702 members Entering Unmasked Estep ConsiderDeletion Score: -68881496.000000 Penalty: 60534.062500 Iteration 39Q: 19 clusters Score -6.88815e+07 nChanged 2750 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 16495 members Mstep: Class 2 contains 284041 members Mstep: Class 3 contains 69711 members Mstep: Class 4 contains 2064 members Mstep: Class 5 contains 12485 members Mstep: Class 6 contains 33395 members Mstep: Class 7 contains 17576 members Mstep: Class 8 contains 2546 members Mstep: Class 9 contains 7722 members Mstep: Class 10 contains 6475 members Mstep: Class 11 contains 2217 members Mstep: Class 12 contains 1326 members Mstep: Class 13 contains 10004 members Mstep: Class 14 contains 12623 members Mstep: Class 15 contains 1275 members Mstep: Class 16 contains 280956 members Mstep: Class 17 contains 10196 members Mstep: Class 19 contains 3685 members Entering Unmasked Estep ConsiderDeletion Score: -68882280.000000 Penalty: 60534.062500 Iteration 40F: 19 clusters Score -6.888228e+07 nChanged 3231 Entering Unmasked Mstep Mstep: Class 0 contains 96 members Mstep: Class 1 contains 16458 members Mstep: Class 2 contains 286135 members Mstep: Class 3 contains 69640 members Mstep: Class 4 contains 2062 members Mstep: Class 5 contains 12473 members Mstep: Class 6 contains 33375 members Mstep: Class 7 contains 16978 members Mstep: Class 8 contains 2417 members Mstep: Class 9 contains 7702 members Mstep: Class 10 contains 6544 members Mstep: Class 11 contains 2262 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 9939 members Mstep: Class 14 contains 12593 members Mstep: Class 15 contains 1272 members Mstep: Class 16 contains 279866 members Mstep: Class 17 contains 10104 members Mstep: Class 19 contains 3664 members Entering Unmasked Estep ConsiderDeletion Score: -68883176.000000 Penalty: 60534.062500 Iteration 41Q: 19 clusters Score -6.888318e+07 nChanged 3229 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 16417 members Mstep: Class 2 contains 288098 members Mstep: Class 3 contains 69607 members Mstep: Class 4 contains 2063 members Mstep: Class 5 contains 12452 members Mstep: Class 6 contains 33371 members Mstep: Class 7 contains 16497 members Mstep: Class 8 contains 2212 members Mstep: Class 9 contains 7681 members Mstep: Class 10 contains 6618 members Mstep: Class 11 contains 2313 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 9866 members Mstep: Class 14 contains 12579 members Mstep: Class 15 contains 1271 members Mstep: Class 16 contains 278792 members Mstep: Class 17 contains 10002 members Mstep: Class 19 contains 3650 members Entering Unmasked Estep ConsiderDeletion Score: -68883584.000000 Penalty: 60534.062500 Iteration 42Q: 19 clusters Score -6.888358e+07 nChanged 3026 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 16384 members Mstep: Class 2 contains 289850 members Mstep: Class 3 contains 69576 members Mstep: Class 4 contains 2063 members Mstep: Class 5 contains 12432 members Mstep: Class 6 contains 33372 members Mstep: Class 7 contains 16153 members Mstep: Class 8 contains 1970 members Mstep: Class 9 contains 7677 members Mstep: Class 10 contains 6699 members Mstep: Class 11 contains 2345 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 9803 members Mstep: Class 14 contains 12563 members Mstep: Class 15 contains 1271 members Mstep: Class 16 contains 277774 members Mstep: Class 17 contains 9921 members Mstep: Class 19 contains 3636 members Entering Unmasked Estep ConsiderDeletion Score: -68884408.000000 Penalty: 60534.062500 Iteration 43Q: 19 clusters Score -6.888441e+07 nChanged 2780 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 16369 members Mstep: Class 2 contains 291437 members Mstep: Class 3 contains 69508 members Mstep: Class 4 contains 2060 members Mstep: Class 5 contains 12418 members Mstep: Class 6 contains 33365 members Mstep: Class 7 contains 15897 members Mstep: Class 8 contains 1781 members Mstep: Class 9 contains 7667 members Mstep: Class 10 contains 6785 members Mstep: Class 11 contains 2367 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 9766 members Mstep: Class 14 contains 12552 members Mstep: Class 15 contains 1271 members Mstep: Class 16 contains 276798 members Mstep: Class 17 contains 9841 members Mstep: Class 19 contains 3608 members Entering Unmasked Estep ConsiderDeletion Score: -68885008.000000 Penalty: 60534.062500 Iteration 44Q: 19 clusters Score -6.888501e+07 nChanged 2472 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 16367 members Mstep: Class 2 contains 292789 members Mstep: Class 3 contains 69430 members Mstep: Class 4 contains 2058 members Mstep: Class 5 contains 12398 members Mstep: Class 6 contains 33390 members Mstep: Class 7 contains 15733 members Mstep: Class 8 contains 1616 members Mstep: Class 9 contains 7663 members Mstep: Class 10 contains 6880 members Mstep: Class 11 contains 2379 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 9740 members Mstep: Class 14 contains 12519 members Mstep: Class 15 contains 1271 members Mstep: Class 16 contains 275905 members Mstep: Class 17 contains 9762 members Mstep: Class 19 contains 3590 members Entering Unmasked Estep ConsiderDeletion Score: -68885208.000000 Penalty: 60534.062500 Iteration 45Q: 19 clusters Score -6.888521e+07 nChanged 2336 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 16357 members Mstep: Class 2 contains 294019 members Mstep: Class 3 contains 69352 members Mstep: Class 4 contains 2057 members Mstep: Class 5 contains 12385 members Mstep: Class 6 contains 33405 members Mstep: Class 7 contains 15613 members Mstep: Class 8 contains 1480 members Mstep: Class 9 contains 7662 members Mstep: Class 10 contains 6992 members Mstep: Class 11 contains 2384 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 9717 members Mstep: Class 14 contains 12461 members Mstep: Class 15 contains 1271 members Mstep: Class 16 contains 275075 members Mstep: Class 17 contains 9692 members Mstep: Class 19 contains 3568 members Entering Unmasked Estep ConsiderDeletion Score: -68885232.000000 Penalty: 60534.062500 Iteration 46Q: 19 clusters Score -6.888523e+07 nChanged 2213 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 16346 members Mstep: Class 2 contains 295135 members Mstep: Class 3 contains 69223 members Mstep: Class 4 contains 2052 members Mstep: Class 5 contains 12375 members Mstep: Class 6 contains 33420 members Mstep: Class 7 contains 15543 members Mstep: Class 8 contains 1354 members Mstep: Class 9 contains 7656 members Mstep: Class 10 contains 7101 members Mstep: Class 11 contains 2404 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 9670 members Mstep: Class 14 contains 12382 members Mstep: Class 15 contains 1271 members Mstep: Class 16 contains 274373 members Mstep: Class 17 contains 9641 members Mstep: Class 19 contains 3544 members Entering Unmasked Estep ConsiderDeletion Score: -68885552.000000 Penalty: 60534.062500 Iteration 47Q: 19 clusters Score -6.888555e+07 nChanged 2031 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 16335 members Mstep: Class 2 contains 296136 members Mstep: Class 3 contains 69086 members Mstep: Class 4 contains 2057 members Mstep: Class 5 contains 12372 members Mstep: Class 6 contains 33437 members Mstep: Class 7 contains 15531 members Mstep: Class 8 contains 1260 members Mstep: Class 9 contains 7657 members Mstep: Class 10 contains 7220 members Mstep: Class 11 contains 2420 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 9608 members Mstep: Class 14 contains 12289 members Mstep: Class 15 contains 1271 members Mstep: Class 16 contains 273711 members Mstep: Class 17 contains 9574 members Mstep: Class 19 contains 3526 members Entering Unmasked Estep ConsiderDeletion Score: -68885872.000000 Penalty: 60534.062500 Iteration 48Q: 19 clusters Score -6.888587e+07 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 16343 members Mstep: Class 2 contains 297016 members Mstep: Class 3 contains 68959 members Mstep: Class 4 contains 2053 members Mstep: Class 5 contains 12365 members Mstep: Class 6 contains 33441 members Mstep: Class 7 contains 15532 members Mstep: Class 8 contains 1191 members Mstep: Class 9 contains 7669 members Mstep: Class 10 contains 7322 members Mstep: Class 11 contains 2441 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 9534 members Mstep: Class 14 contains 12199 members Mstep: Class 15 contains 1271 members Mstep: Class 16 contains 273124 members Mstep: Class 17 contains 9526 members Mstep: Class 19 contains 3504 members Entering Unmasked Estep ConsiderDeletion Score: -68886216.000000 Penalty: 60534.062500 Iteration 49Q: 19 clusters Score -6.888622e+07 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 16334 members Mstep: Class 2 contains 297798 members Mstep: Class 3 contains 68855 members Mstep: Class 4 contains 2056 members Mstep: Class 5 contains 12360 members Mstep: Class 6 contains 33457 members Mstep: Class 7 contains 15552 members Mstep: Class 8 contains 1130 members Mstep: Class 9 contains 7670 members Mstep: Class 10 contains 7415 members Mstep: Class 11 contains 2456 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 9444 members Mstep: Class 14 contains 12104 members Mstep: Class 15 contains 1271 members Mstep: Class 16 contains 272634 members Mstep: Class 17 contains 9467 members Mstep: Class 19 contains 3487 members Entering Unmasked Estep ConsiderDeletion Score: -68886360.000000 Penalty: 60534.062500 Iteration 50Q: 19 clusters Score -6.888636e+07 nChanged 1580 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 16347 members Mstep: Class 2 contains 298496 members Mstep: Class 3 contains 68760 members Mstep: Class 4 contains 2054 members Mstep: Class 5 contains 12350 members Mstep: Class 6 contains 33462 members Mstep: Class 7 contains 15576 members Mstep: Class 8 contains 1073 members Mstep: Class 9 contains 7684 members Mstep: Class 10 contains 7507 members Mstep: Class 11 contains 2460 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 9345 members Mstep: Class 14 contains 12027 members Mstep: Class 15 contains 1271 members Mstep: Class 16 contains 272210 members Mstep: Class 17 contains 9401 members Mstep: Class 19 contains 3467 members Entering Unmasked Estep ConsiderDeletion Score: -68886424.000000 Penalty: 60534.062500 Iteration 51Q: 19 clusters Score -6.888642e+07 nChanged 1572 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 16354 members Mstep: Class 2 contains 299176 members Mstep: Class 3 contains 68668 members Mstep: Class 4 contains 2053 members Mstep: Class 5 contains 12342 members Mstep: Class 6 contains 33478 members Mstep: Class 7 contains 15614 members Mstep: Class 8 contains 1016 members Mstep: Class 9 contains 7703 members Mstep: Class 10 contains 7586 members Mstep: Class 11 contains 2466 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 9239 members Mstep: Class 14 contains 11943 members Mstep: Class 15 contains 1271 members Mstep: Class 16 contains 271813 members Mstep: Class 17 contains 9324 members Mstep: Class 19 contains 3444 members Entering Unmasked Estep ConsiderDeletion Score: -68886408.000000 Penalty: 60534.062500 Iteration 52Q: 19 clusters Score -6.888641e+07 nChanged 1463 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 16365 members Mstep: Class 2 contains 299738 members Mstep: Class 3 contains 68575 members Mstep: Class 4 contains 2058 members Mstep: Class 5 contains 12335 members Mstep: Class 6 contains 33484 members Mstep: Class 7 contains 15699 members Mstep: Class 8 contains 955 members Mstep: Class 9 contains 7719 members Mstep: Class 10 contains 7661 members Mstep: Class 11 contains 2468 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 9133 members Mstep: Class 14 contains 11868 members Mstep: Class 15 contains 1271 members Mstep: Class 16 contains 271483 members Mstep: Class 17 contains 9251 members Mstep: Class 19 contains 3427 members Entering Unmasked Estep ConsiderDeletion Score: -68886656.000000 Penalty: 60534.062500 Iteration 53Q: 19 clusters Score -6.888666e+07 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 16371 members Mstep: Class 2 contains 300255 members Mstep: Class 3 contains 68461 members Mstep: Class 4 contains 2056 members Mstep: Class 5 contains 12328 members Mstep: Class 6 contains 33497 members Mstep: Class 7 contains 15808 members Mstep: Class 8 contains 918 members Mstep: Class 9 contains 7731 members Mstep: Class 10 contains 7743 members Mstep: Class 11 contains 2473 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 9028 members Mstep: Class 14 contains 11790 members Mstep: Class 15 contains 1271 members Mstep: Class 16 contains 271201 members Mstep: Class 17 contains 9165 members Mstep: Class 19 contains 3394 members Entering Unmasked Estep ConsiderDeletion Score: -68886872.000000 Penalty: 60534.062500 Iteration 54Q: 19 clusters Score -6.888687e+07 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 16389 members Mstep: Class 2 contains 300719 members Mstep: Class 3 contains 68356 members Mstep: Class 4 contains 2056 members Mstep: Class 5 contains 12323 members Mstep: Class 6 contains 33501 members Mstep: Class 7 contains 15908 members Mstep: Class 8 contains 903 members Mstep: Class 9 contains 7760 members Mstep: Class 10 contains 7811 members Mstep: Class 11 contains 2471 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 8908 members Mstep: Class 14 contains 11701 members Mstep: Class 15 contains 1271 members Mstep: Class 16 contains 270982 members Mstep: Class 17 contains 9079 members Mstep: Class 19 contains 3352 members Entering Unmasked Estep ConsiderDeletion Score: -68887096.000000 Penalty: 60534.062500 Iteration 55Q: 19 clusters Score -6.88871e+07 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 16407 members Mstep: Class 2 contains 301144 members Mstep: Class 3 contains 68253 members Mstep: Class 4 contains 2059 members Mstep: Class 5 contains 12319 members Mstep: Class 6 contains 33512 members Mstep: Class 7 contains 15999 members Mstep: Class 8 contains 890 members Mstep: Class 9 contains 7808 members Mstep: Class 10 contains 7897 members Mstep: Class 11 contains 2473 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 8744 members Mstep: Class 14 contains 11603 members Mstep: Class 15 contains 1271 members Mstep: Class 16 contains 270824 members Mstep: Class 17 contains 8990 members Mstep: Class 19 contains 3297 members Entering Unmasked Estep ConsiderDeletion Score: -68887224.000000 Penalty: 60534.062500 Iteration 56Q: 19 clusters Score -6.888722e+07 nChanged 1462 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 16421 members Mstep: Class 2 contains 301518 members Mstep: Class 3 contains 68182 members Mstep: Class 4 contains 2057 members Mstep: Class 5 contains 12312 members Mstep: Class 6 contains 33528 members Mstep: Class 7 contains 16072 members Mstep: Class 8 contains 876 members Mstep: Class 9 contains 7856 members Mstep: Class 10 contains 7989 members Mstep: Class 11 contains 2477 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 8562 members Mstep: Class 14 contains 11500 members Mstep: Class 15 contains 1271 members Mstep: Class 16 contains 270725 members Mstep: Class 17 contains 8899 members Mstep: Class 19 contains 3245 members Entering Unmasked Estep ConsiderDeletion Score: -68887744.000000 Penalty: 60534.062500 Iteration 57Q: 19 clusters Score -6.888774e+07 nChanged 1511 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 16444 members Mstep: Class 2 contains 301806 members Mstep: Class 3 contains 68117 members Mstep: Class 4 contains 2057 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33544 members Mstep: Class 7 contains 16158 members Mstep: Class 8 contains 865 members Mstep: Class 9 contains 7909 members Mstep: Class 10 contains 8066 members Mstep: Class 11 contains 2479 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 8380 members Mstep: Class 14 contains 11413 members Mstep: Class 15 contains 1271 members Mstep: Class 16 contains 270645 members Mstep: Class 17 contains 8836 members Mstep: Class 19 contains 3194 members Entering Unmasked Estep ConsiderDeletion Score: -68888040.000000 Penalty: 60534.062500 Iteration 58Q: 19 clusters Score -6.888804e+07 nChanged 1477 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 16479 members Mstep: Class 2 contains 302058 members Mstep: Class 3 contains 68060 members Mstep: Class 4 contains 2055 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33561 members Mstep: Class 7 contains 16242 members Mstep: Class 8 contains 856 members Mstep: Class 9 contains 7943 members Mstep: Class 10 contains 8151 members Mstep: Class 11 contains 2478 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 8273 members Mstep: Class 14 contains 11312 members Mstep: Class 15 contains 1271 members Mstep: Class 16 contains 270577 members Mstep: Class 17 contains 8754 members Mstep: Class 19 contains 3115 members Entering Unmasked Estep ConsiderDeletion Score: -68888600.000000 Penalty: 60534.062500 Iteration 59Q: 19 clusters Score -6.88886e+07 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 16505 members Mstep: Class 2 contains 302330 members Mstep: Class 3 contains 67995 members Mstep: Class 4 contains 2052 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33582 members Mstep: Class 7 contains 16349 members Mstep: Class 8 contains 848 members Mstep: Class 9 contains 7966 members Mstep: Class 10 contains 8226 members Mstep: Class 11 contains 2480 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 8199 members Mstep: Class 14 contains 11224 members Mstep: Class 15 contains 1271 members Mstep: Class 16 contains 270469 members Mstep: Class 17 contains 8675 members Mstep: Class 19 contains 3013 members Entering Unmasked Estep ConsiderDeletion Score: -68890008.000000 Penalty: 60534.062500 Iteration 60F: 19 clusters Score -6.889001e+07 nChanged 1506 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 16537 members Mstep: Class 2 contains 302549 members Mstep: Class 3 contains 67929 members Mstep: Class 4 contains 2050 members Mstep: Class 5 contains 12304 members Mstep: Class 6 contains 33606 members Mstep: Class 7 contains 16500 members Mstep: Class 8 contains 861 members Mstep: Class 9 contains 7966 members Mstep: Class 10 contains 8299 members Mstep: Class 11 contains 2483 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 8206 members Mstep: Class 14 contains 11131 members Mstep: Class 15 contains 1269 members Mstep: Class 16 contains 270325 members Mstep: Class 17 contains 8584 members Mstep: Class 19 contains 2924 members Entering Unmasked Estep ConsiderDeletion Score: -68890792.000000 Penalty: 60534.062500 Iteration 61Q: 19 clusters Score -6.889079e+07 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 16556 members Mstep: Class 2 contains 302779 members Mstep: Class 3 contains 67866 members Mstep: Class 4 contains 2042 members Mstep: Class 5 contains 12302 members Mstep: Class 6 contains 33658 members Mstep: Class 7 contains 16692 members Mstep: Class 8 contains 740 members Mstep: Class 9 contains 7967 members Mstep: Class 10 contains 8382 members Mstep: Class 11 contains 2484 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 8259 members Mstep: Class 14 contains 11017 members Mstep: Class 15 contains 1268 members Mstep: Class 16 contains 270197 members Mstep: Class 17 contains 8474 members Mstep: Class 19 contains 2843 members Entering Unmasked Estep ConsiderDeletion Score: -68891248.000000 Penalty: 60534.062500 Iteration 62Q: 19 clusters Score -6.889125e+07 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16583 members Mstep: Class 2 contains 302989 members Mstep: Class 3 contains 67787 members Mstep: Class 4 contains 2037 members Mstep: Class 5 contains 12302 members Mstep: Class 6 contains 33692 members Mstep: Class 7 contains 16898 members Mstep: Class 8 contains 670 members Mstep: Class 9 contains 7951 members Mstep: Class 10 contains 8472 members Mstep: Class 11 contains 2477 members Mstep: Class 12 contains 1327 members Mstep: Class 13 contains 8358 members Mstep: Class 14 contains 10902 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 270034 members Mstep: Class 17 contains 8339 members Mstep: Class 19 contains 2769 members Entering Unmasked Estep ConsiderDeletion Score: -68891832.000000 Penalty: 60534.062500 Iteration 63Q: 19 clusters Score -6.889183e+07 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16594 members Mstep: Class 2 contains 303165 members Mstep: Class 3 contains 67727 members Mstep: Class 4 contains 2044 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33704 members Mstep: Class 7 contains 17069 members Mstep: Class 8 contains 639 members Mstep: Class 9 contains 7943 members Mstep: Class 10 contains 8574 members Mstep: Class 11 contains 2472 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 8470 members Mstep: Class 14 contains 10787 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269854 members Mstep: Class 17 contains 8192 members Mstep: Class 19 contains 2719 members Entering Unmasked Estep ConsiderDeletion Score: -68892320.000000 Penalty: 60534.062500 Iteration 64Q: 19 clusters Score -6.889232e+07 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16608 members Mstep: Class 2 contains 303309 members Mstep: Class 3 contains 67688 members Mstep: Class 4 contains 2029 members Mstep: Class 5 contains 12308 members Mstep: Class 6 contains 33711 members Mstep: Class 7 contains 17208 members Mstep: Class 8 contains 619 members Mstep: Class 9 contains 7935 members Mstep: Class 10 contains 8687 members Mstep: Class 11 contains 2477 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 8560 members Mstep: Class 14 contains 10671 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269709 members Mstep: Class 17 contains 8076 members Mstep: Class 19 contains 2664 members Entering Unmasked Estep ConsiderDeletion Score: -68892792.000000 Penalty: 60534.062500 Iteration 65Q: 19 clusters Score -6.889279e+07 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16591 members Mstep: Class 2 contains 303479 members Mstep: Class 3 contains 67645 members Mstep: Class 4 contains 2051 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33727 members Mstep: Class 7 contains 17323 members Mstep: Class 8 contains 599 members Mstep: Class 9 contains 7924 members Mstep: Class 10 contains 8808 members Mstep: Class 11 contains 2484 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 8642 members Mstep: Class 14 contains 10540 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269563 members Mstep: Class 17 contains 7969 members Mstep: Class 19 contains 2609 members Entering Unmasked Estep ConsiderDeletion Score: -68892912.000000 Penalty: 60534.062500 Iteration 66Q: 19 clusters Score -6.889291e+07 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16570 members Mstep: Class 2 contains 303644 members Mstep: Class 3 contains 67595 members Mstep: Class 4 contains 2095 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33732 members Mstep: Class 7 contains 17412 members Mstep: Class 8 contains 592 members Mstep: Class 9 contains 7914 members Mstep: Class 10 contains 8918 members Mstep: Class 11 contains 2484 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 8701 members Mstep: Class 14 contains 10403 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269437 members Mstep: Class 17 contains 7898 members Mstep: Class 19 contains 2559 members Entering Unmasked Estep ConsiderDeletion Score: -68892784.000000 Penalty: 60534.062500 Iteration 67Q: 19 clusters Score -6.889278e+07 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16552 members Mstep: Class 2 contains 303825 members Mstep: Class 3 contains 67558 members Mstep: Class 4 contains 2131 members Mstep: Class 5 contains 12303 members Mstep: Class 6 contains 33738 members Mstep: Class 7 contains 17471 members Mstep: Class 8 contains 585 members Mstep: Class 9 contains 7907 members Mstep: Class 10 contains 9030 members Mstep: Class 11 contains 2487 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 8746 members Mstep: Class 14 contains 10266 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269297 members Mstep: Class 17 contains 7853 members Mstep: Class 19 contains 2510 members Entering Unmasked Estep ConsiderDeletion Score: -68893024.000000 Penalty: 60534.062500 Iteration 68Q: 19 clusters Score -6.889302e+07 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16536 members Mstep: Class 2 contains 303992 members Mstep: Class 3 contains 67524 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 12300 members Mstep: Class 6 contains 33736 members Mstep: Class 7 contains 17527 members Mstep: Class 8 contains 582 members Mstep: Class 9 contains 7901 members Mstep: Class 10 contains 9146 members Mstep: Class 11 contains 2490 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 8796 members Mstep: Class 14 contains 10133 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269166 members Mstep: Class 17 contains 7801 members Mstep: Class 19 contains 2469 members Entering Unmasked Estep ConsiderDeletion Score: -68893104.000000 Penalty: 60534.062500 Iteration 69Q: 19 clusters Score -6.88931e+07 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16509 members Mstep: Class 2 contains 304124 members Mstep: Class 3 contains 67490 members Mstep: Class 4 contains 2180 members Mstep: Class 5 contains 12299 members Mstep: Class 6 contains 33734 members Mstep: Class 7 contains 17576 members Mstep: Class 8 contains 583 members Mstep: Class 9 contains 7900 members Mstep: Class 10 contains 9262 members Mstep: Class 11 contains 2492 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 8840 members Mstep: Class 14 contains 9966 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269102 members Mstep: Class 17 contains 7765 members Mstep: Class 19 contains 2437 members Entering Unmasked Estep ConsiderDeletion Score: -68893112.000000 Penalty: 60534.062500 Iteration 70Q: 19 clusters Score -6.889311e+07 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16481 members Mstep: Class 2 contains 304238 members Mstep: Class 3 contains 67461 members Mstep: Class 4 contains 2202 members Mstep: Class 5 contains 12301 members Mstep: Class 6 contains 33735 members Mstep: Class 7 contains 17609 members Mstep: Class 8 contains 582 members Mstep: Class 9 contains 7900 members Mstep: Class 10 contains 9397 members Mstep: Class 11 contains 2490 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 8868 members Mstep: Class 14 contains 9802 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269047 members Mstep: Class 17 contains 7741 members Mstep: Class 19 contains 2405 members Entering Unmasked Estep ConsiderDeletion Score: -68893080.000000 Penalty: 60534.062500 Iteration 71Q: 19 clusters Score -6.889308e+07 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16450 members Mstep: Class 2 contains 304326 members Mstep: Class 3 contains 67428 members Mstep: Class 4 contains 2221 members Mstep: Class 5 contains 12303 members Mstep: Class 6 contains 33743 members Mstep: Class 7 contains 17661 members Mstep: Class 8 contains 581 members Mstep: Class 9 contains 7902 members Mstep: Class 10 contains 9525 members Mstep: Class 11 contains 2489 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 8887 members Mstep: Class 14 contains 9634 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269010 members Mstep: Class 17 contains 7713 members Mstep: Class 19 contains 2386 members Entering Unmasked Estep ConsiderDeletion Score: -68893080.000000 Penalty: 60534.062500 Iteration 72Q: 19 clusters Score -6.889308e+07 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16427 members Mstep: Class 2 contains 304371 members Mstep: Class 3 contains 67396 members Mstep: Class 4 contains 2237 members Mstep: Class 5 contains 12304 members Mstep: Class 6 contains 33753 members Mstep: Class 7 contains 17696 members Mstep: Class 8 contains 582 members Mstep: Class 9 contains 7899 members Mstep: Class 10 contains 9645 members Mstep: Class 11 contains 2492 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 8919 members Mstep: Class 14 contains 9475 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268991 members Mstep: Class 17 contains 7702 members Mstep: Class 19 contains 2370 members Entering Unmasked Estep ConsiderDeletion Score: -68893128.000000 Penalty: 60534.062500 Iteration 73Q: 19 clusters Score -6.889313e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16408 members Mstep: Class 2 contains 304429 members Mstep: Class 3 contains 67379 members Mstep: Class 4 contains 2244 members Mstep: Class 5 contains 12303 members Mstep: Class 6 contains 33755 members Mstep: Class 7 contains 17722 members Mstep: Class 8 contains 583 members Mstep: Class 9 contains 7895 members Mstep: Class 10 contains 9786 members Mstep: Class 11 contains 2497 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 8944 members Mstep: Class 14 contains 9313 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268966 members Mstep: Class 17 contains 7675 members Mstep: Class 19 contains 2360 members Entering Unmasked Estep ConsiderDeletion Score: -68893304.000000 Penalty: 60534.062500 Iteration 74Q: 19 clusters Score -6.88933e+07 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16397 members Mstep: Class 2 contains 304477 members Mstep: Class 3 contains 67372 members Mstep: Class 4 contains 2253 members Mstep: Class 5 contains 12301 members Mstep: Class 6 contains 33758 members Mstep: Class 7 contains 17739 members Mstep: Class 8 contains 581 members Mstep: Class 9 contains 7894 members Mstep: Class 10 contains 9930 members Mstep: Class 11 contains 2499 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 8967 members Mstep: Class 14 contains 9161 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268921 members Mstep: Class 17 contains 7661 members Mstep: Class 19 contains 2348 members Entering Unmasked Estep ConsiderDeletion Score: -68893336.000000 Penalty: 60534.062500 Iteration 75Q: 19 clusters Score -6.889334e+07 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16392 members Mstep: Class 2 contains 304524 members Mstep: Class 3 contains 67365 members Mstep: Class 4 contains 2257 members Mstep: Class 5 contains 12298 members Mstep: Class 6 contains 33762 members Mstep: Class 7 contains 17745 members Mstep: Class 8 contains 578 members Mstep: Class 9 contains 7894 members Mstep: Class 10 contains 10063 members Mstep: Class 11 contains 2499 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 8988 members Mstep: Class 14 contains 9005 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268901 members Mstep: Class 17 contains 7654 members Mstep: Class 19 contains 2334 members Entering Unmasked Estep ConsiderDeletion Score: -68893496.000000 Penalty: 60534.062500 Iteration 76Q: 19 clusters Score -6.88935e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16391 members Mstep: Class 2 contains 304566 members Mstep: Class 3 contains 67354 members Mstep: Class 4 contains 2261 members Mstep: Class 5 contains 12296 members Mstep: Class 6 contains 33763 members Mstep: Class 7 contains 17759 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 7894 members Mstep: Class 10 contains 10192 members Mstep: Class 11 contains 2499 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9009 members Mstep: Class 14 contains 8847 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268887 members Mstep: Class 17 contains 7651 members Mstep: Class 19 contains 2316 members Entering Unmasked Estep ConsiderDeletion Score: -68893448.000000 Penalty: 60534.062500 Iteration 77Q: 19 clusters Score -6.889345e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16377 members Mstep: Class 2 contains 304597 members Mstep: Class 3 contains 67351 members Mstep: Class 4 contains 2267 members Mstep: Class 5 contains 12296 members Mstep: Class 6 contains 33763 members Mstep: Class 7 contains 17770 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 7894 members Mstep: Class 10 contains 10325 members Mstep: Class 11 contains 2499 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9031 members Mstep: Class 14 contains 8688 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268871 members Mstep: Class 17 contains 7650 members Mstep: Class 19 contains 2308 members Entering Unmasked Estep ConsiderDeletion Score: -68893568.000000 Penalty: 60534.062500 Iteration 78Q: 19 clusters Score -6.889357e+07 nChanged 384 Entering ConstructFrom: Score: -68893568.000000 Penalty: 60534.062500 Entering ConstructFrom: Trying to split cluster 1 (16367 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16367 members Entering Unmasked Estep Score: -1509003.000000 Penalty: 2406.349365 Iteration 0F: 2 clusters Score -1509003 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8156 members Mstep: Class 2 contains 8211 members Entering Unmasked Estep Score: -1497301.875000 Penalty: 4812.698730 Iteration 0F: 3 clusters Score -1497302 nChanged 7105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8007 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -1501112.875000 Penalty: 4812.698730 Iteration 1F: 3 clusters Score -1501113 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 8427 members Entering Unmasked Estep Score: -1501503.125000 Penalty: 4812.698730 Iteration 2F: 3 clusters Score -1501503 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 8536 members Entering Unmasked Estep Score: -1501840.500000 Penalty: 4812.698730 Iteration 3Q: 3 clusters Score -1501840 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7645 members Mstep: Class 2 contains 8722 members Entering Unmasked Estep Score: -1502168.250000 Penalty: 4812.698730 Iteration 4Q: 3 clusters Score -1502168 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7372 members Mstep: Class 2 contains 8995 members Entering Unmasked Estep Score: -1502562.000000 Penalty: 4812.698730 Iteration 5Q: 3 clusters Score -1502562 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6959 members Mstep: Class 2 contains 9408 members Entering Unmasked Estep Score: -1503069.375000 Penalty: 4812.698730 Iteration 6Q: 3 clusters Score -1503069 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 9892 members Entering Unmasked Estep Score: -1503695.750000 Penalty: 4812.698730 Iteration 7F: 3 clusters Score -1503696 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 10355 members Entering Unmasked Estep Score: -1504430.625000 Penalty: 4812.698730 Iteration 8F: 3 clusters Score -1504431 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 10757 members Entering Unmasked Estep Score: -1505182.625000 Penalty: 4812.698730 Iteration 9F: 3 clusters Score -1505183 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 11052 members Entering Unmasked Estep Score: -1505830.250000 Penalty: 4812.698730 Iteration 10Q: 3 clusters Score -1505830 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5184 members Mstep: Class 2 contains 11183 members Entering Unmasked Estep Score: -1506260.375000 Penalty: 4812.698730 Iteration 11Q: 3 clusters Score -1506260 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 11206 members Entering Unmasked Estep Score: -1506554.750000 Penalty: 4812.698730 Iteration 12Q: 3 clusters Score -1506555 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 11167 members Entering Unmasked Estep Score: -1506747.500000 Penalty: 4812.698730 Iteration 13Q: 3 clusters Score -1506748 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 11078 members Entering Unmasked Estep Score: -1506853.125000 Penalty: 4812.698730 Iteration 14Q: 3 clusters Score -1506853 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 10958 members Entering Unmasked Estep Score: -1506929.000000 Penalty: 4812.698730 Iteration 15Q: 3 clusters Score -1506929 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 10832 members Entering Unmasked Estep Score: -1506977.000000 Penalty: 4812.698730 Iteration 16Q: 3 clusters Score -1506977 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 10736 members Entering Unmasked Estep Score: -1507007.000000 Penalty: 4812.698730 Iteration 17Q: 3 clusters Score -1507007 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5732 members Mstep: Class 2 contains 10635 members Entering Unmasked Estep Score: -1507042.125000 Penalty: 4812.698730 Iteration 18Q: 3 clusters Score -1507042 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 10527 members Entering Unmasked Estep Score: -1507084.000000 Penalty: 4812.698730 Iteration 19Q: 3 clusters Score -1507084 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5953 members Mstep: Class 2 contains 10414 members Entering Unmasked Estep Score: -1507118.875000 Penalty: 4812.698730 Iteration 20F: 3 clusters Score -1507119 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 10288 members Entering Unmasked Estep Score: -1507154.875000 Penalty: 4812.698730 Iteration 21Q: 3 clusters Score -1507155 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6206 members Mstep: Class 2 contains 10161 members Entering Unmasked Estep Score: -1507195.500000 Penalty: 4812.698730 Iteration 22Q: 3 clusters Score -1507196 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6328 members Mstep: Class 2 contains 10039 members Entering Unmasked Estep Score: -1507228.375000 Penalty: 4812.698730 Iteration 23Q: 3 clusters Score -1507228 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6452 members Mstep: Class 2 contains 9915 members Entering Unmasked Estep Score: -1507264.625000 Penalty: 4812.698730 Iteration 24Q: 3 clusters Score -1507265 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 9783 members Entering Unmasked Estep Score: -1507299.000000 Penalty: 4812.698730 Iteration 25Q: 3 clusters Score -1507299 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 9628 members Entering Unmasked Estep Score: -1507340.625000 Penalty: 4812.698730 Iteration 26Q: 3 clusters Score -1507341 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6882 members Mstep: Class 2 contains 9485 members Entering Unmasked Estep Score: -1507388.625000 Penalty: 4812.698730 Iteration 27Q: 3 clusters Score -1507389 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 9312 members Entering Unmasked Estep Score: -1507439.125000 Penalty: 4812.698730 Iteration 28Q: 3 clusters Score -1507439 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7219 members Mstep: Class 2 contains 9148 members Entering Unmasked Estep Score: -1507501.875000 Penalty: 4812.698730 Iteration 29Q: 3 clusters Score -1507502 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7401 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -1507564.000000 Penalty: 4812.698730 Iteration 30Q: 3 clusters Score -1507564 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Mstep: Class 2 contains 8772 members Entering Unmasked Estep Score: -1507642.000000 Penalty: 4812.698730 Iteration 31Q: 3 clusters Score -1507642 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7792 members Mstep: Class 2 contains 8575 members Entering Unmasked Estep Score: -1507705.375000 Penalty: 4812.698730 Iteration 32Q: 3 clusters Score -1507705 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7991 members Mstep: Class 2 contains 8376 members Entering Unmasked Estep Score: -1507793.625000 Penalty: 4812.698730 Iteration 33Q: 3 clusters Score -1507794 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8204 members Mstep: Class 2 contains 8163 members Entering Unmasked Estep Score: -1507890.375000 Penalty: 4812.698730 Iteration 34Q: 3 clusters Score -1507890 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8437 members Mstep: Class 2 contains 7930 members Entering Unmasked Estep Score: -1507990.625000 Penalty: 4812.698730 Iteration 35Q: 3 clusters Score -1507991 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8650 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -1508088.250000 Penalty: 4812.698730 Iteration 36Q: 3 clusters Score -1508088 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8862 members Mstep: Class 2 contains 7505 members Entering Unmasked Estep Score: -1508179.250000 Penalty: 4812.698730 Iteration 37Q: 3 clusters Score -1508179 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9032 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -1508239.625000 Penalty: 4812.698730 Iteration 38Q: 3 clusters Score -1508240 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9188 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -1508289.000000 Penalty: 4812.698730 Iteration 39Q: 3 clusters Score -1508289 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9324 members Mstep: Class 2 contains 7043 members Entering Unmasked Estep Score: -1508331.125000 Penalty: 4812.698730 Iteration 40F: 3 clusters Score -1508331 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9440 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -1508361.375000 Penalty: 4812.698730 Iteration 41Q: 3 clusters Score -1508361 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9530 members Mstep: Class 2 contains 6837 members Entering Unmasked Estep Score: -1508391.500000 Penalty: 4812.698730 Iteration 42Q: 3 clusters Score -1508392 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9622 members Mstep: Class 2 contains 6745 members Entering Unmasked Estep Score: -1508418.375000 Penalty: 4812.698730 Iteration 43Q: 3 clusters Score -1508418 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9692 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -1508426.500000 Penalty: 4812.698730 Iteration 44Q: 3 clusters Score -1508426 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9749 members Mstep: Class 2 contains 6618 members Entering Unmasked Estep Score: -1508439.750000 Penalty: 4812.698730 Iteration 45Q: 3 clusters Score -1508440 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9794 members Mstep: Class 2 contains 6573 members Entering Unmasked Estep Score: -1508449.875000 Penalty: 4812.698730 Iteration 46Q: 3 clusters Score -1508450 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -1508453.625000 Penalty: 4812.698730 Iteration 47Q: 3 clusters Score -1508454 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9860 members Mstep: Class 2 contains 6507 members Entering Unmasked Estep Score: -1508459.625000 Penalty: 4812.698730 Iteration 48Q: 3 clusters Score -1508460 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9891 members Mstep: Class 2 contains 6476 members Entering Unmasked Estep Score: -1508467.125000 Penalty: 4812.698730 Iteration 49Q: 3 clusters Score -1508467 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9916 members Mstep: Class 2 contains 6451 members Entering Unmasked Estep Score: -1508468.250000 Penalty: 4812.698730 Iteration 50Q: 3 clusters Score -1508468 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9928 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -1508473.875000 Penalty: 4812.698730 Iteration 51Q: 3 clusters Score -1508474 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9938 members Mstep: Class 2 contains 6429 members Entering Unmasked Estep Score: -1508470.625000 Penalty: 4812.698730 Iteration 52Q: 3 clusters Score -1508471 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9943 members Mstep: Class 2 contains 6424 members Entering Unmasked Estep Score: -1508472.125000 Penalty: 4812.698730 Iteration 53Q: 3 clusters Score -1508472 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9948 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -1508470.375000 Penalty: 4812.698730 Iteration 54Q: 3 clusters Score -1508470 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9950 members Mstep: Class 2 contains 6417 members Entering Unmasked Estep Score: -1508471.875000 Penalty: 4812.698730 Iteration 55Q: 3 clusters Score -1508472 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9954 members Mstep: Class 2 contains 6413 members Entering Unmasked Estep Score: -1508473.625000 Penalty: 4812.698730 Iteration 56Q: 3 clusters Score -1508474 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9960 members Mstep: Class 2 contains 6407 members Entering Unmasked Estep Score: -1508475.625000 Penalty: 4812.698730 Iteration 57Q: 3 clusters Score -1508476 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9963 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -1508479.375000 Penalty: 4812.698730 Iteration 58Q: 3 clusters Score -1508479 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9968 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -1508473.750000 Penalty: 4812.698730 Iteration 59Q: 3 clusters Score -1508474 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9974 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -1508469.375000 Penalty: 4812.698730 Iteration 60F: 3 clusters Score -1508469 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9977 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -1508469.500000 Penalty: 4812.698730 Iteration 61Q: 3 clusters Score -1508470 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9978 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -1508470.500000 Penalty: 4812.698730 Iteration 62Q: 3 clusters Score -1508470 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9978 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -1508470.500000 Penalty: 4812.698730 Iteration 63F: 3 clusters Score -1508470 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (304631 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304631 members Entering Unmasked Estep Score: -27803586.000000 Penalty: 3131.460449 Iteration 0F: 2 clusters Score -2.780359e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151697 members Mstep: Class 2 contains 152934 members Entering Unmasked Estep Score: -27598604.000000 Penalty: 6262.920898 Iteration 0F: 3 clusters Score -2.75986e+07 nChanged 147777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140170 members Mstep: Class 2 contains 164461 members Entering Unmasked Estep Score: -27686406.000000 Penalty: 6262.920898 Iteration 1F: 3 clusters Score -2.768641e+07 nChanged 8952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132490 members Mstep: Class 2 contains 172141 members Entering Unmasked Estep Score: -27689040.000000 Penalty: 6262.920898 Iteration 2Q: 3 clusters Score -2.768904e+07 nChanged 12543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120299 members Mstep: Class 2 contains 184332 members Entering Unmasked Estep Score: -27694098.000000 Penalty: 6262.920898 Iteration 3Q: 3 clusters Score -2.76941e+07 nChanged 18662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101693 members Mstep: Class 2 contains 202938 members Entering Unmasked Estep Score: -27704560.000000 Penalty: 6262.920898 Iteration 4F: 3 clusters Score -2.770456e+07 nChanged 26315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75384 members Mstep: Class 2 contains 229247 members Entering Unmasked Estep Score: -27724772.000000 Penalty: 6262.920898 Iteration 5F: 3 clusters Score -2.772477e+07 nChanged 31639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43745 members Mstep: Class 2 contains 260886 members Entering Unmasked Estep Score: -27755930.000000 Penalty: 6262.920898 Iteration 6F: 3 clusters Score -2.775593e+07 nChanged 26687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17058 members Mstep: Class 2 contains 287573 members Entering Unmasked Estep Score: -27783662.000000 Penalty: 6262.920898 Iteration 7F: 3 clusters Score -2.778366e+07 nChanged 12787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 300360 members Entering Unmasked Estep Score: -27796790.000000 Penalty: 6262.920898 Iteration 8Q: 3 clusters Score -2.779679e+07 nChanged 3312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 303672 members Entering Unmasked Estep Score: -27799978.000000 Penalty: 6262.920898 Iteration 9Q: 3 clusters Score -2.779998e+07 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 304239 members Entering Unmasked Estep Score: -27800596.000000 Penalty: 6262.920898 Iteration 10Q: 3 clusters Score -2.78006e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 304343 members Entering Unmasked Estep Score: -27800766.000000 Penalty: 6262.920898 Iteration 11Q: 3 clusters Score -2.780077e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 304374 members Entering Unmasked Estep Score: -27800856.000000 Penalty: 6262.920898 Iteration 12Q: 3 clusters Score -2.780086e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 304392 members Entering Unmasked Estep Score: -27800886.000000 Penalty: 6262.920898 Iteration 13Q: 3 clusters Score -2.780089e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 304397 members Entering Unmasked Estep Score: -27800886.000000 Penalty: 6262.920898 Iteration 14Q: 3 clusters Score -2.780089e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 304399 members Entering Unmasked Estep Score: -27800926.000000 Penalty: 6262.920898 Iteration 15Q: 3 clusters Score -2.780093e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 304400 members Entering Unmasked Estep Score: -27800926.000000 Penalty: 6262.920898 Iteration 16Q: 3 clusters Score -2.780093e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 304399 members Entering Unmasked Estep Score: -27800940.000000 Penalty: 6262.920898 Iteration 17Q: 3 clusters Score -2.780094e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 304402 members Entering Unmasked Estep Score: -27800950.000000 Penalty: 6262.920898 Iteration 18Q: 3 clusters Score -2.780095e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 304404 members Entering Unmasked Estep Score: -27800978.000000 Penalty: 6262.920898 Iteration 19Q: 3 clusters Score -2.780098e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 304406 members Entering Unmasked Estep Score: -27800962.000000 Penalty: 6262.920898 Iteration 20F: 3 clusters Score -2.780096e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 304407 members Entering Unmasked Estep Score: -27800970.000000 Penalty: 6262.920898 Iteration 21Q: 3 clusters Score -2.780097e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 304408 members Entering Unmasked Estep Score: -27800990.000000 Penalty: 6262.920898 Iteration 22Q: 3 clusters Score -2.780099e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 304407 members Entering Unmasked Estep Score: -27800974.000000 Penalty: 6262.920898 Iteration 23Q: 3 clusters Score -2.780097e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 304406 members Entering Unmasked Estep Score: -27800992.000000 Penalty: 6262.920898 Iteration 24Q: 3 clusters Score -2.780099e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 304406 members Entering Unmasked Estep Score: -27800992.000000 Penalty: 6262.920898 Iteration 25F: 3 clusters Score -2.780099e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (67346 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67346 members Entering Unmasked Estep Score: -6064333.500000 Penalty: 2757.164551 Iteration 0F: 2 clusters Score -6064334 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33933 members Mstep: Class 2 contains 33413 members Entering Unmasked Estep Score: -6019176.500000 Penalty: 5514.329102 Iteration 0F: 3 clusters Score -6019176 nChanged 31453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36954 members Mstep: Class 2 contains 30392 members Entering Unmasked Estep Score: -6037290.500000 Penalty: 5514.329102 Iteration 1F: 3 clusters Score -6037290 nChanged 3074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38800 members Mstep: Class 2 contains 28546 members Entering Unmasked Estep Score: -6038461.000000 Penalty: 5514.329102 Iteration 2Q: 3 clusters Score -6038461 nChanged 3576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41490 members Mstep: Class 2 contains 25856 members Entering Unmasked Estep Score: -6040140.500000 Penalty: 5514.329102 Iteration 3F: 3 clusters Score -6040140 nChanged 4301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45227 members Mstep: Class 2 contains 22119 members Entering Unmasked Estep Score: -6042849.000000 Penalty: 5514.329102 Iteration 4F: 3 clusters Score -6042849 nChanged 5147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50024 members Mstep: Class 2 contains 17322 members Entering Unmasked Estep Score: -6046820.000000 Penalty: 5514.329102 Iteration 5F: 3 clusters Score -6046820 nChanged 5585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55421 members Mstep: Class 2 contains 11925 members Entering Unmasked Estep Score: -6051832.500000 Penalty: 5514.329102 Iteration 6F: 3 clusters Score -6051832 nChanged 4913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60242 members Mstep: Class 2 contains 7104 members Entering Unmasked Estep Score: -6056545.000000 Penalty: 5514.329102 Iteration 7F: 3 clusters Score -6056545 nChanged 3319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63505 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -6059589.500000 Penalty: 5514.329102 Iteration 8Q: 3 clusters Score -6059590 nChanged 1744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65219 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -6061109.500000 Penalty: 5514.329102 Iteration 9Q: 3 clusters Score -6061110 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66039 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -6061757.500000 Penalty: 5514.329102 Iteration 10Q: 3 clusters Score -6061758 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66359 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -6061976.000000 Penalty: 5514.329102 Iteration 11Q: 3 clusters Score -6061976 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66489 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -6062079.000000 Penalty: 5514.329102 Iteration 12Q: 3 clusters Score -6062079 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66574 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -6062136.500000 Penalty: 5514.329102 Iteration 13Q: 3 clusters Score -6062136 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66626 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -6062175.500000 Penalty: 5514.329102 Iteration 14Q: 3 clusters Score -6062176 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66652 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -6062189.500000 Penalty: 5514.329102 Iteration 15Q: 3 clusters Score -6062190 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66679 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -6062205.500000 Penalty: 5514.329102 Iteration 16Q: 3 clusters Score -6062206 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66695 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -6062234.000000 Penalty: 5514.329102 Iteration 17Q: 3 clusters Score -6062234 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66700 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -6062234.500000 Penalty: 5514.329102 Iteration 18Q: 3 clusters Score -6062234 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66707 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -6062239.000000 Penalty: 5514.329102 Iteration 19Q: 3 clusters Score -6062239 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66709 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -6062232.000000 Penalty: 5514.329102 Iteration 20F: 3 clusters Score -6062232 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66710 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -6062238.500000 Penalty: 5514.329102 Iteration 21Q: 3 clusters Score -6062238 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66711 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -6062246.500000 Penalty: 5514.329102 Iteration 22Q: 3 clusters Score -6062246 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66709 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -6062243.000000 Penalty: 5514.329102 Iteration 23Q: 3 clusters Score -6062243 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66709 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -6062243.000000 Penalty: 5514.329102 Iteration 24F: 3 clusters Score -6062243 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Entering Unmasked Estep Score: -202661.312500 Penalty: 1916.210083 Iteration 0F: 2 clusters Score -202661.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -199930.515625 Penalty: 3832.420166 Iteration 0F: 3 clusters Score -199930.5 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -200454.875000 Penalty: 3832.420166 Iteration 1F: 3 clusters Score -200454.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -200557.468750 Penalty: 3832.420166 Iteration 2F: 3 clusters Score -200557.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -200599.078125 Penalty: 3832.420166 Iteration 3Q: 3 clusters Score -200599.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -200628.734375 Penalty: 3832.420166 Iteration 4Q: 3 clusters Score -200628.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -200654.046875 Penalty: 3832.420166 Iteration 5Q: 3 clusters Score -200654 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -200669.843750 Penalty: 3832.420166 Iteration 6Q: 3 clusters Score -200669.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -200681.921875 Penalty: 3832.420166 Iteration 7Q: 3 clusters Score -200681.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -200690.375000 Penalty: 3832.420166 Iteration 8Q: 3 clusters Score -200690.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -200698.625000 Penalty: 3832.420166 Iteration 9Q: 3 clusters Score -200698.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -200701.937500 Penalty: 3832.420166 Iteration 10Q: 3 clusters Score -200701.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -200706.031250 Penalty: 3832.420166 Iteration 11Q: 3 clusters Score -200706 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -200711.484375 Penalty: 3832.420166 Iteration 12Q: 3 clusters Score -200711.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -200715.984375 Penalty: 3832.420166 Iteration 13Q: 3 clusters Score -200716 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -200723.437500 Penalty: 3832.420166 Iteration 14Q: 3 clusters Score -200723.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -200726.468750 Penalty: 3832.420166 Iteration 15Q: 3 clusters Score -200726.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -200727.703125 Penalty: 3832.420166 Iteration 16Q: 3 clusters Score -200727.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -200728.390625 Penalty: 3832.420166 Iteration 17Q: 3 clusters Score -200728.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -200728.640625 Penalty: 3832.420166 Iteration 18Q: 3 clusters Score -200728.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -200729.187500 Penalty: 3832.420166 Iteration 19Q: 3 clusters Score -200729.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -200729.359375 Penalty: 3832.420166 Iteration 20F: 3 clusters Score -200729.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (12297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12297 members Entering Unmasked Estep Score: -1131025.500000 Penalty: 2335.443359 Iteration 0F: 2 clusters Score -1131026 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6178 members Mstep: Class 2 contains 6119 members Entering Unmasked Estep Score: -1121873.750000 Penalty: 4670.886719 Iteration 0F: 3 clusters Score -1121874 nChanged 5223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6193 members Mstep: Class 2 contains 6104 members Entering Unmasked Estep Score: -1124600.625000 Penalty: 4670.886719 Iteration 1F: 3 clusters Score -1124601 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6176 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -1124882.250000 Penalty: 4670.886719 Iteration 2F: 3 clusters Score -1124882 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6185 members Mstep: Class 2 contains 6112 members Entering Unmasked Estep Score: -1125074.750000 Penalty: 4670.886719 Iteration 3Q: 3 clusters Score -1125075 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -1125212.250000 Penalty: 4670.886719 Iteration 4Q: 3 clusters Score -1125212 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -1125333.750000 Penalty: 4670.886719 Iteration 5Q: 3 clusters Score -1125334 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 6128 members Entering Unmasked Estep Score: -1125427.625000 Penalty: 4670.886719 Iteration 6Q: 3 clusters Score -1125428 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6159 members Mstep: Class 2 contains 6138 members Entering Unmasked Estep Score: -1125524.375000 Penalty: 4670.886719 Iteration 7Q: 3 clusters Score -1125524 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -1125612.875000 Penalty: 4670.886719 Iteration 8Q: 3 clusters Score -1125613 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6130 members Mstep: Class 2 contains 6167 members Entering Unmasked Estep Score: -1125711.375000 Penalty: 4670.886719 Iteration 9Q: 3 clusters Score -1125711 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 6213 members Entering Unmasked Estep Score: -1125812.875000 Penalty: 4670.886719 Iteration 10Q: 3 clusters Score -1125813 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -1125922.000000 Penalty: 4670.886719 Iteration 11Q: 3 clusters Score -1125922 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 6293 members Entering Unmasked Estep Score: -1126034.000000 Penalty: 4670.886719 Iteration 12Q: 3 clusters Score -1126034 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -1126180.750000 Penalty: 4670.886719 Iteration 13Q: 3 clusters Score -1126181 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 6293 members Entering Unmasked Estep Score: -1126339.000000 Penalty: 4670.886719 Iteration 14Q: 3 clusters Score -1126339 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -1126517.000000 Penalty: 4670.886719 Iteration 15Q: 3 clusters Score -1126517 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6032 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -1126711.375000 Penalty: 4670.886719 Iteration 16Q: 3 clusters Score -1126711 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 6224 members Entering Unmasked Estep Score: -1126952.125000 Penalty: 4670.886719 Iteration 17Q: 3 clusters Score -1126952 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 6128 members Entering Unmasked Estep Score: -1127198.500000 Penalty: 4670.886719 Iteration 18Q: 3 clusters Score -1127198 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -1127421.625000 Penalty: 4670.886719 Iteration 19Q: 3 clusters Score -1127422 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6379 members Mstep: Class 2 contains 5918 members Entering Unmasked Estep Score: -1127644.125000 Penalty: 4670.886719 Iteration 20F: 3 clusters Score -1127644 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6496 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -1127818.625000 Penalty: 4670.886719 Iteration 21Q: 3 clusters Score -1127819 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -1127931.500000 Penalty: 4670.886719 Iteration 22Q: 3 clusters Score -1127932 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -1128029.750000 Penalty: 4670.886719 Iteration 23Q: 3 clusters Score -1128030 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -1128095.875000 Penalty: 4670.886719 Iteration 24Q: 3 clusters Score -1128096 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6876 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -1128139.375000 Penalty: 4670.886719 Iteration 25Q: 3 clusters Score -1128139 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6948 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -1128173.875000 Penalty: 4670.886719 Iteration 26Q: 3 clusters Score -1128174 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -1128213.125000 Penalty: 4670.886719 Iteration 27Q: 3 clusters Score -1128213 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7102 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -1128246.625000 Penalty: 4670.886719 Iteration 28Q: 3 clusters Score -1128247 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 5106 members Entering Unmasked Estep Score: -1128281.625000 Penalty: 4670.886719 Iteration 29Q: 3 clusters Score -1128282 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7264 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -1128304.875000 Penalty: 4670.886719 Iteration 30Q: 3 clusters Score -1128305 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7322 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -1128322.500000 Penalty: 4670.886719 Iteration 31Q: 3 clusters Score -1128322 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -1128345.875000 Penalty: 4670.886719 Iteration 32Q: 3 clusters Score -1128346 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -1128361.500000 Penalty: 4670.886719 Iteration 33Q: 3 clusters Score -1128362 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7504 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -1128379.875000 Penalty: 4670.886719 Iteration 34Q: 3 clusters Score -1128380 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7560 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -1128390.250000 Penalty: 4670.886719 Iteration 35Q: 3 clusters Score -1128390 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7614 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -1128404.500000 Penalty: 4670.886719 Iteration 36Q: 3 clusters Score -1128404 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7667 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -1128419.250000 Penalty: 4670.886719 Iteration 37Q: 3 clusters Score -1128419 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7716 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -1128432.000000 Penalty: 4670.886719 Iteration 38Q: 3 clusters Score -1128432 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7762 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -1128441.625000 Penalty: 4670.886719 Iteration 39Q: 3 clusters Score -1128442 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7812 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1128451.125000 Penalty: 4670.886719 Iteration 40F: 3 clusters Score -1128451 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7864 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -1128464.375000 Penalty: 4670.886719 Iteration 41Q: 3 clusters Score -1128464 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7915 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -1128476.250000 Penalty: 4670.886719 Iteration 42Q: 3 clusters Score -1128476 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -1128486.750000 Penalty: 4670.886719 Iteration 43Q: 3 clusters Score -1128487 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8009 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -1128492.000000 Penalty: 4670.886719 Iteration 44Q: 3 clusters Score -1128492 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8043 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -1128502.750000 Penalty: 4670.886719 Iteration 45Q: 3 clusters Score -1128503 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8080 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -1128510.750000 Penalty: 4670.886719 Iteration 46Q: 3 clusters Score -1128511 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members 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contains 0 members Mstep: Class 1 contains 8355 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -1128597.875000 Penalty: 4670.886719 Iteration 51Q: 3 clusters Score -1128598 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8423 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -1128612.250000 Penalty: 4670.886719 Iteration 52Q: 3 clusters Score -1128612 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8481 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -1128631.125000 Penalty: 4670.886719 Iteration 53Q: 3 clusters Score -1128631 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8529 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -1128639.875000 Penalty: 4670.886719 Iteration 54Q: 3 clusters Score -1128640 nChanged 46 Entering Unmasked Mstep 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22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8838 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -1128710.750000 Penalty: 4670.886719 Iteration 63Q: 3 clusters Score -1128711 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8855 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -1128712.750000 Penalty: 4670.886719 Iteration 64Q: 3 clusters Score -1128713 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8876 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -1128717.750000 Penalty: 4670.886719 Iteration 65Q: 3 clusters Score -1128718 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8893 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -1128721.500000 Penalty: 4670.886719 Iteration 66Q: 3 clusters Score -1128722 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8911 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -1128726.125000 Penalty: 4670.886719 Iteration 67Q: 3 clusters Score -1128726 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8930 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -1128732.250000 Penalty: 4670.886719 Iteration 68Q: 3 clusters Score -1128732 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8955 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -1128736.000000 Penalty: 4670.886719 Iteration 69Q: 3 clusters Score -1128736 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8973 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -1128742.125000 Penalty: 4670.886719 Iteration 70Q: 3 clusters Score -1128742 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -1128744.500000 Penalty: 4670.886719 Iteration 71Q: 3 clusters Score -1128744 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9011 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -1128744.500000 Penalty: 4670.886719 Iteration 72Q: 3 clusters Score -1128744 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9030 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -1128747.500000 Penalty: 4670.886719 Iteration 73Q: 3 clusters Score -1128748 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9045 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -1128753.625000 Penalty: 4670.886719 Iteration 74Q: 3 clusters Score -1128754 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9057 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -1128757.000000 Penalty: 4670.886719 Iteration 75Q: 3 clusters Score -1128757 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9076 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -1128760.750000 Penalty: 4670.886719 Iteration 76Q: 3 clusters Score -1128761 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9088 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -1128761.750000 Penalty: 4670.886719 Iteration 77Q: 3 clusters Score -1128762 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9100 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -1128763.750000 Penalty: 4670.886719 Iteration 78Q: 3 clusters Score -1128764 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9113 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -1128763.500000 Penalty: 4670.886719 Iteration 79Q: 3 clusters Score -1128764 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9122 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -1128763.375000 Penalty: 4670.886719 Iteration 80F: 3 clusters Score -1128763 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9130 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -1128764.625000 Penalty: 4670.886719 Iteration 81Q: 3 clusters Score -1128765 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9137 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -1128768.875000 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Score -1128832 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9500 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -1128834.750000 Penalty: 4670.886719 Iteration 142Q: 3 clusters Score -1128835 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9512 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -1128834.250000 Penalty: 4670.886719 Iteration 143Q: 3 clusters Score -1128834 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9524 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -1128838.875000 Penalty: 4670.886719 Iteration 144Q: 3 clusters Score -1128839 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9543 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -1128842.750000 Penalty: 4670.886719 Iteration 145Q: 3 clusters Score -1128843 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9560 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -1128843.500000 Penalty: 4670.886719 Iteration 146Q: 3 clusters Score -1128844 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9576 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -1128845.625000 Penalty: 4670.886719 Iteration 147Q: 3 clusters Score -1128846 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9595 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -1128855.375000 Penalty: 4670.886719 Iteration 148Q: 3 clusters Score -1128855 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9613 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -1128856.500000 Penalty: 4670.886719 Iteration 149Q: 3 clusters Score -1128856 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9625 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -1128857.000000 Penalty: 4670.886719 Iteration 150Q: 3 clusters Score -1128857 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9638 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -1128860.625000 Penalty: 4670.886719 Iteration 151Q: 3 clusters Score -1128861 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9650 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -1128863.125000 Penalty: 4670.886719 Iteration 152Q: 3 clusters Score -1128863 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9664 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -1128868.500000 Penalty: 4670.886719 Iteration 153Q: 3 clusters Score -1128868 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9672 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -1128871.125000 Penalty: 4670.886719 Iteration 154Q: 3 clusters Score -1128871 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9681 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -1128870.625000 Penalty: 4670.886719 Iteration 155Q: 3 clusters Score -1128871 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9692 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -1128872.750000 Penalty: 4670.886719 Iteration 156Q: 3 clusters Score -1128873 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9700 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -1128874.375000 Penalty: 4670.886719 Iteration 157Q: 3 clusters Score -1128874 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9704 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -1128876.500000 Penalty: 4670.886719 Iteration 158Q: 3 clusters Score -1128876 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9710 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -1128875.125000 Penalty: 4670.886719 Iteration 159Q: 3 clusters Score -1128875 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9717 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -1128879.500000 Penalty: 4670.886719 Iteration 160F: 3 clusters Score -1128880 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9726 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -1128879.125000 Penalty: 4670.886719 Iteration 161Q: 3 clusters Score -1128879 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9738 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -1128883.625000 Penalty: 4670.886719 Iteration 162Q: 3 clusters Score -1128884 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9744 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -1128883.000000 Penalty: 4670.886719 Iteration 163Q: 3 clusters Score -1128883 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9747 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -1128884.500000 Penalty: 4670.886719 Iteration 164Q: 3 clusters Score -1128884 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9749 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -1128885.625000 Penalty: 4670.886719 Iteration 165Q: 3 clusters Score -1128886 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9754 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -1128887.750000 Penalty: 4670.886719 Iteration 166Q: 3 clusters Score -1128888 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9761 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -1128890.000000 Penalty: 4670.886719 Iteration 167Q: 3 clusters Score -1128890 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9764 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -1128892.000000 Penalty: 4670.886719 Iteration 168Q: 3 clusters Score -1128892 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9767 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -1128889.875000 Penalty: 4670.886719 Iteration 169Q: 3 clusters Score -1128890 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9774 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -1128891.125000 Penalty: 4670.886719 Iteration 170Q: 3 clusters Score -1128891 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9781 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -1128891.125000 Penalty: 4670.886719 Iteration 171Q: 3 clusters Score -1128891 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9784 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -1128892.875000 Penalty: 4670.886719 Iteration 172Q: 3 clusters Score -1128893 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9786 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1128894.000000 Penalty: 4670.886719 Iteration 173Q: 3 clusters Score -1128894 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9791 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -1128892.625000 Penalty: 4670.886719 Iteration 174Q: 3 clusters Score -1128893 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9793 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -1128892.625000 Penalty: 4670.886719 Iteration 175Q: 3 clusters Score -1128893 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9795 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -1128895.250000 Penalty: 4670.886719 Iteration 176Q: 3 clusters Score -1128895 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9801 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -1128899.250000 Penalty: 4670.886719 Iteration 177Q: 3 clusters Score -1128899 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9809 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -1128894.750000 Penalty: 4670.886719 Iteration 178Q: 3 clusters Score -1128895 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9818 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -1128897.750000 Penalty: 4670.886719 Iteration 179Q: 3 clusters Score -1128898 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9821 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -1128898.000000 Penalty: 4670.886719 Iteration 180F: 3 clusters Score -1128898 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9826 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -1128898.875000 Penalty: 4670.886719 Iteration 181Q: 3 clusters Score -1128899 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -1128898.625000 Penalty: 4670.886719 Iteration 182Q: 3 clusters Score -1128899 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9831 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -1128897.500000 Penalty: 4670.886719 Iteration 183Q: 3 clusters Score -1128898 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9834 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -1128900.125000 Penalty: 4670.886719 Iteration 184Q: 3 clusters Score -1128900 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9838 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -1128901.125000 Penalty: 4670.886719 Iteration 185Q: 3 clusters Score -1128901 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9844 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -1128903.000000 Penalty: 4670.886719 Iteration 186Q: 3 clusters Score -1128903 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9847 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -1128902.250000 Penalty: 4670.886719 Iteration 187Q: 3 clusters Score -1128902 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9850 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -1128906.000000 Penalty: 4670.886719 Iteration 188Q: 3 clusters Score -1128906 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9852 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -1128904.750000 Penalty: 4670.886719 Iteration 189Q: 3 clusters Score -1128905 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9854 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -1128908.125000 Penalty: 4670.886719 Iteration 190Q: 3 clusters Score -1128908 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9856 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -1128905.750000 Penalty: 4670.886719 Iteration 191Q: 3 clusters Score -1128906 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9860 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -1128908.250000 Penalty: 4670.886719 Iteration 192Q: 3 clusters Score -1128908 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9864 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -1128908.875000 Penalty: 4670.886719 Iteration 193Q: 3 clusters Score -1128909 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9870 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -1128909.000000 Penalty: 4670.886719 Iteration 194Q: 3 clusters Score -1128909 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9873 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -1128909.000000 Penalty: 4670.886719 Iteration 195Q: 3 clusters Score -1128909 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9878 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -1128910.000000 Penalty: 4670.886719 Iteration 196Q: 3 clusters Score -1128910 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9884 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -1128913.250000 Penalty: 4670.886719 Iteration 197Q: 3 clusters Score -1128913 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9890 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1128911.375000 Penalty: 4670.886719 Iteration 198Q: 3 clusters Score -1128911 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9895 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -1128912.500000 Penalty: 4670.886719 Iteration 199Q: 3 clusters Score -1128912 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9901 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -1128913.375000 Penalty: 4670.886719 Iteration 200F: 3 clusters Score -1128913 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9910 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -1128916.500000 Penalty: 4670.886719 Iteration 201Q: 3 clusters Score -1128916 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9921 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -1128917.750000 Penalty: 4670.886719 Iteration 202Q: 3 clusters Score -1128918 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9930 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -1128920.375000 Penalty: 4670.886719 Iteration 203Q: 3 clusters Score -1128920 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9938 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -1128924.125000 Penalty: 4670.886719 Iteration 204Q: 3 clusters Score -1128924 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9944 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -1128924.625000 Penalty: 4670.886719 Iteration 205Q: 3 clusters Score -1128925 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9950 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -1128926.375000 Penalty: 4670.886719 Iteration 206Q: 3 clusters Score -1128926 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9954 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -1128924.500000 Penalty: 4670.886719 Iteration 207Q: 3 clusters Score -1128924 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9962 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -1128925.625000 Penalty: 4670.886719 Iteration 208Q: 3 clusters Score -1128926 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9969 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -1128926.500000 Penalty: 4670.886719 Iteration 209Q: 3 clusters Score -1128926 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9974 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -1128929.750000 Penalty: 4670.886719 Iteration 210Q: 3 clusters Score -1128930 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9978 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -1128930.000000 Penalty: 4670.886719 Iteration 211Q: 3 clusters Score -1128930 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9982 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -1128932.750000 Penalty: 4670.886719 Iteration 212Q: 3 clusters Score -1128933 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9987 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -1128934.625000 Penalty: 4670.886719 Iteration 213Q: 3 clusters Score -1128935 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9993 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -1128932.875000 Penalty: 4670.886719 Iteration 214Q: 3 clusters Score -1128933 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9997 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -1128935.375000 Penalty: 4670.886719 Iteration 215Q: 3 clusters Score -1128935 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10002 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -1128936.500000 Penalty: 4670.886719 Iteration 216Q: 3 clusters Score -1128936 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10007 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -1128939.250000 Penalty: 4670.886719 Iteration 217Q: 3 clusters Score -1128939 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10009 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -1128938.875000 Penalty: 4670.886719 Iteration 218Q: 3 clusters Score -1128939 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10018 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -1128940.250000 Penalty: 4670.886719 Iteration 219Q: 3 clusters Score -1128940 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10026 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1128947.625000 Penalty: 4670.886719 Iteration 224Q: 3 clusters Score -1128948 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10063 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -1128946.875000 Penalty: 4670.886719 Iteration 225Q: 3 clusters Score -1128947 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10071 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -1128948.625000 Penalty: 4670.886719 Iteration 226Q: 3 clusters Score -1128949 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10081 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -1128951.500000 Penalty: 4670.886719 Iteration 227Q: 3 clusters Score -1128952 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10091 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -1128957.250000 Penalty: 4670.886719 Iteration 228Q: 3 clusters Score -1128957 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10098 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -1128955.000000 Penalty: 4670.886719 Iteration 229Q: 3 clusters Score -1128955 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10106 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -1128956.375000 Penalty: 4670.886719 Iteration 230Q: 3 clusters Score -1128956 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10113 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -1128960.000000 Penalty: 4670.886719 Iteration 231Q: 3 clusters Score -1128960 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10116 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -1128960.375000 Penalty: 4670.886719 Iteration 232Q: 3 clusters Score -1128960 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10116 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -1128960.375000 Penalty: 4670.886719 Iteration 233F: 3 clusters Score -1128960 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (33762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33762 members Entering Unmasked Estep Score: -2964125.500000 Penalty: 2585.918701 Iteration 0F: 2 clusters Score -2964126 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16834 members Mstep: Class 2 contains 16928 members Entering Unmasked Estep Score: -2941069.750000 Penalty: 5171.837402 Iteration 0F: 3 clusters Score -2941070 nChanged 15401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16393 members Mstep: Class 2 contains 17369 members Entering Unmasked Estep Score: -2949411.500000 Penalty: 5171.837402 Iteration 1F: 3 clusters Score -2949412 nChanged 1653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16234 members Mstep: Class 2 contains 17528 members Entering Unmasked Estep Score: -2950062.500000 Penalty: 5171.837402 Iteration 2Q: 3 clusters Score -2950062 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16064 members Mstep: Class 2 contains 17698 members Entering Unmasked Estep Score: -2950823.250000 Penalty: 5171.837402 Iteration 3Q: 3 clusters Score -2950823 nChanged 1618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15952 members Mstep: Class 2 contains 17810 members Entering Unmasked Estep Score: -2951932.750000 Penalty: 5171.837402 Iteration 4Q: 3 clusters Score -2951933 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16113 members Mstep: Class 2 contains 17649 members Entering Unmasked Estep Score: -2953460.250000 Penalty: 5171.837402 Iteration 5F: 3 clusters Score -2953460 nChanged 2382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16737 members Mstep: Class 2 contains 17025 members Entering Unmasked Estep Score: -2955235.250000 Penalty: 5171.837402 Iteration 6F: 3 clusters Score -2955235 nChanged 2563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17760 members Mstep: Class 2 contains 16002 members Entering Unmasked Estep Score: -2956992.250000 Penalty: 5171.837402 Iteration 7F: 3 clusters Score -2956992 nChanged 2442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19092 members Mstep: Class 2 contains 14670 members Entering Unmasked Estep Score: -2958523.000000 Penalty: 5171.837402 Iteration 8F: 3 clusters Score -2958523 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20367 members Mstep: Class 2 contains 13395 members Entering Unmasked Estep Score: -2959524.000000 Penalty: 5171.837402 Iteration 9F: 3 clusters Score -2959524 nChanged 1476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21561 members Mstep: Class 2 contains 12201 members Entering Unmasked Estep Score: -2960247.250000 Penalty: 5171.837402 Iteration 10Q: 3 clusters Score -2960247 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22644 members Mstep: Class 2 contains 11118 members Entering Unmasked Estep Score: -2960783.000000 Penalty: 5171.837402 Iteration 11Q: 3 clusters Score -2960783 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23619 members Mstep: Class 2 contains 10143 members Entering Unmasked Estep Score: -2961263.250000 Penalty: 5171.837402 Iteration 12Q: 3 clusters Score -2961263 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24492 members Mstep: Class 2 contains 9270 members Entering Unmasked Estep Score: -2961660.750000 Penalty: 5171.837402 Iteration 13Q: 3 clusters Score -2961661 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25271 members Mstep: Class 2 contains 8491 members Entering Unmasked Estep Score: -2962042.500000 Penalty: 5171.837402 Iteration 14Q: 3 clusters Score -2962042 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26037 members Mstep: Class 2 contains 7725 members Entering Unmasked Estep Score: -2962428.250000 Penalty: 5171.837402 Iteration 15Q: 3 clusters Score -2962428 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26737 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -2962757.250000 Penalty: 5171.837402 Iteration 16Q: 3 clusters Score -2962757 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27326 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -2963002.000000 Penalty: 5171.837402 Iteration 17Q: 3 clusters Score -2963002 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27864 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -2963200.750000 Penalty: 5171.837402 Iteration 18Q: 3 clusters Score -2963201 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28347 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -2963376.250000 Penalty: 5171.837402 Iteration 19Q: 3 clusters Score -2963376 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28765 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -2963511.000000 Penalty: 5171.837402 Iteration 20F: 3 clusters Score -2963511 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29133 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -2963634.000000 Penalty: 5171.837402 Iteration 21Q: 3 clusters Score -2963634 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29480 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -2963744.750000 Penalty: 5171.837402 Iteration 22Q: 3 clusters Score -2963745 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29765 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -2963829.000000 Penalty: 5171.837402 Iteration 23Q: 3 clusters Score -2963829 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30019 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -2963902.250000 Penalty: 5171.837402 Iteration 24Q: 3 clusters Score -2963902 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30253 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -2963986.750000 Penalty: 5171.837402 Iteration 25Q: 3 clusters Score -2963987 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30492 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -2964061.750000 Penalty: 5171.837402 Iteration 26Q: 3 clusters Score -2964062 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30743 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -2964147.000000 Penalty: 5171.837402 Iteration 27Q: 3 clusters Score -2964147 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30951 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -2964237.250000 Penalty: 5171.837402 Iteration 28Q: 3 clusters Score -2964237 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31134 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -2964300.000000 Penalty: 5171.837402 Iteration 29Q: 3 clusters Score -2964300 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31297 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -2964365.000000 Penalty: 5171.837402 Iteration 30Q: 3 clusters Score -2964365 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31434 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -2964413.000000 Penalty: 5171.837402 Iteration 31Q: 3 clusters Score -2964413 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31556 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -2964478.500000 Penalty: 5171.837402 Iteration 32Q: 3 clusters Score -2964478 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31662 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -2964521.500000 Penalty: 5171.837402 Iteration 33Q: 3 clusters Score -2964522 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31733 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -2964543.000000 Penalty: 5171.837402 Iteration 34Q: 3 clusters Score -2964543 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31795 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -2964562.250000 Penalty: 5171.837402 Iteration 35Q: 3 clusters Score -2964562 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31848 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -2964589.750000 Penalty: 5171.837402 Iteration 36Q: 3 clusters Score -2964590 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31901 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -2964617.000000 Penalty: 5171.837402 Iteration 37Q: 3 clusters Score -2964617 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31951 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -2964637.000000 Penalty: 5171.837402 Iteration 38Q: 3 clusters Score -2964637 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31985 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -2964646.750000 Penalty: 5171.837402 Iteration 39Q: 3 clusters Score -2964647 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32012 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -2964672.500000 Penalty: 5171.837402 Iteration 40F: 3 clusters Score -2964672 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32041 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -2964690.750000 Penalty: 5171.837402 Iteration 41Q: 3 clusters Score -2964691 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32065 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -2964697.750000 Penalty: 5171.837402 Iteration 42Q: 3 clusters Score -2964698 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32087 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -2964717.000000 Penalty: 5171.837402 Iteration 43Q: 3 clusters Score -2964717 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32104 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -2964727.250000 Penalty: 5171.837402 Iteration 44Q: 3 clusters Score -2964727 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32115 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -2964736.750000 Penalty: 5171.837402 Iteration 45Q: 3 clusters Score -2964737 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32129 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -2964757.000000 Penalty: 5171.837402 Iteration 46Q: 3 clusters Score -2964757 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32143 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -2964766.000000 Penalty: 5171.837402 Iteration 47Q: 3 clusters Score -2964766 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32157 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -2964783.250000 Penalty: 5171.837402 Iteration 48Q: 3 clusters Score -2964783 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32174 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -2964785.000000 Penalty: 5171.837402 Iteration 49Q: 3 clusters Score -2964785 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32183 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -2964805.250000 Penalty: 5171.837402 Iteration 50Q: 3 clusters Score -2964805 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32201 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -2964823.500000 Penalty: 5171.837402 Iteration 51Q: 3 clusters Score -2964824 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32206 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -2964830.750000 Penalty: 5171.837402 Iteration 52Q: 3 clusters Score -2964831 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32210 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -2964831.500000 Penalty: 5171.837402 Iteration 53Q: 3 clusters Score -2964832 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32219 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -2964844.750000 Penalty: 5171.837402 Iteration 54Q: 3 clusters Score -2964845 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32224 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -2964849.500000 Penalty: 5171.837402 Iteration 55Q: 3 clusters Score -2964850 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32225 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -2964861.250000 Penalty: 5171.837402 Iteration 56Q: 3 clusters Score -2964861 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32225 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -2964867.750000 Penalty: 5171.837402 Iteration 57Q: 3 clusters Score -2964868 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32223 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -2964871.500000 Penalty: 5171.837402 Iteration 58Q: 3 clusters Score -2964872 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32225 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -2964879.000000 Penalty: 5171.837402 Iteration 59Q: 3 clusters Score -2964879 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32226 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -2964877.500000 Penalty: 5171.837402 Iteration 60F: 3 clusters Score -2964878 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32226 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -2964880.000000 Penalty: 5171.837402 Iteration 61Q: 3 clusters Score -2964880 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32226 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -2964880.000000 Penalty: 5171.837402 Iteration 62F: 3 clusters Score -2964880 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16367 members Mstep: Class 2 contains 304631 members Mstep: Class 3 contains 67346 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 12297 members Mstep: Class 6 contains 32226 members Mstep: Class 7 contains 17777 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 7894 members Mstep: Class 10 contains 10449 members Mstep: Class 11 contains 2499 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9047 members Mstep: Class 14 contains 8534 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268871 members Mstep: Class 17 contains 7644 members Mstep: Class 18 contains 1536 members Mstep: Class 19 contains 2301 members Entering Unmasked Estep Score: -68893536.000000 Penalty: 63897.066406 Splitting cluster 6 changes total score from -68893568.000000 to -68893536.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (17777 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17777 members Entering Unmasked Estep Score: -1460772.125000 Penalty: 2426.843750 Iteration 0F: 2 clusters Score -1460772 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8833 members Mstep: Class 2 contains 8944 members Entering Unmasked Estep Score: -1448009.875000 Penalty: 4853.687500 Iteration 0F: 3 clusters Score -1448010 nChanged 7800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8585 members Mstep: Class 2 contains 9192 members Entering Unmasked Estep Score: -1452404.500000 Penalty: 4853.687500 Iteration 1F: 3 clusters Score -1452404 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8469 members Mstep: Class 2 contains 9308 members Entering Unmasked Estep Score: -1452955.875000 Penalty: 4853.687500 Iteration 2F: 3 clusters Score -1452956 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8350 members Mstep: Class 2 contains 9427 members Entering Unmasked Estep Score: -1453529.125000 Penalty: 4853.687500 Iteration 3F: 3 clusters Score -1453529 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8190 members Mstep: Class 2 contains 9587 members Entering Unmasked Estep Score: -1454225.125000 Penalty: 4853.687500 Iteration 4F: 3 clusters Score -1454225 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8033 members Mstep: Class 2 contains 9744 members Entering Unmasked Estep Score: -1454898.875000 Penalty: 4853.687500 Iteration 5F: 3 clusters Score -1454899 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7869 members Mstep: Class 2 contains 9908 members Entering Unmasked Estep Score: -1455440.000000 Penalty: 4853.687500 Iteration 6F: 3 clusters Score -1455440 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7713 members Mstep: Class 2 contains 10064 members Entering Unmasked Estep Score: -1455926.375000 Penalty: 4853.687500 Iteration 7Q: 3 clusters Score -1455926 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7518 members Mstep: Class 2 contains 10259 members Entering Unmasked Estep Score: -1456396.250000 Penalty: 4853.687500 Iteration 8Q: 3 clusters Score -1456396 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 10474 members Entering Unmasked Estep Score: -1456830.375000 Penalty: 4853.687500 Iteration 9Q: 3 clusters Score -1456830 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 10668 members Entering Unmasked Estep Score: -1457201.125000 Penalty: 4853.687500 Iteration 10Q: 3 clusters Score -1457201 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 10839 members Entering Unmasked Estep Score: -1457569.375000 Penalty: 4853.687500 Iteration 11Q: 3 clusters Score -1457569 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 10989 members Entering Unmasked Estep Score: -1457818.875000 Penalty: 4853.687500 Iteration 12Q: 3 clusters Score -1457819 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 11108 members Entering Unmasked Estep Score: -1457976.625000 Penalty: 4853.687500 Iteration 13Q: 3 clusters Score -1457977 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 11213 members Entering Unmasked Estep Score: -1458081.750000 Penalty: 4853.687500 Iteration 14Q: 3 clusters Score -1458082 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 11302 members Entering Unmasked Estep Score: -1458150.125000 Penalty: 4853.687500 Iteration 15Q: 3 clusters Score -1458150 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 11368 members Entering Unmasked Estep Score: -1458205.875000 Penalty: 4853.687500 Iteration 16Q: 3 clusters Score -1458206 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 11456 members Entering Unmasked Estep Score: -1458249.000000 Penalty: 4853.687500 Iteration 17Q: 3 clusters Score -1458249 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 11540 members Entering Unmasked Estep Score: -1458285.625000 Penalty: 4853.687500 Iteration 18Q: 3 clusters Score -1458286 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6151 members Mstep: Class 2 contains 11626 members Entering Unmasked Estep Score: -1458324.500000 Penalty: 4853.687500 Iteration 19Q: 3 clusters Score -1458324 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6058 members Mstep: Class 2 contains 11719 members Entering Unmasked Estep Score: -1458352.875000 Penalty: 4853.687500 Iteration 20F: 3 clusters Score -1458353 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 11806 members Entering Unmasked Estep Score: -1458380.750000 Penalty: 4853.687500 Iteration 21Q: 3 clusters Score -1458381 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5882 members Mstep: Class 2 contains 11895 members Entering Unmasked Estep Score: -1458406.250000 Penalty: 4853.687500 Iteration 22Q: 3 clusters Score -1458406 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 11999 members Entering Unmasked Estep Score: -1458427.625000 Penalty: 4853.687500 Iteration 23Q: 3 clusters Score -1458428 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 12104 members Entering Unmasked Estep Score: -1458457.750000 Penalty: 4853.687500 Iteration 24Q: 3 clusters Score -1458458 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 12184 members Entering Unmasked Estep Score: -1458472.750000 Penalty: 4853.687500 Iteration 25Q: 3 clusters Score -1458473 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5509 members Mstep: Class 2 contains 12268 members Entering Unmasked Estep Score: -1458487.625000 Penalty: 4853.687500 Iteration 26Q: 3 clusters Score -1458488 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 12340 members Entering Unmasked Estep Score: -1458507.250000 Penalty: 4853.687500 Iteration 27Q: 3 clusters Score -1458507 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 12413 members Entering Unmasked Estep Score: -1458521.125000 Penalty: 4853.687500 Iteration 28Q: 3 clusters Score -1458521 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5299 members Mstep: Class 2 contains 12478 members Entering Unmasked Estep Score: -1458535.000000 Penalty: 4853.687500 Iteration 29Q: 3 clusters Score -1458535 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 12546 members Entering Unmasked Estep Score: -1458544.000000 Penalty: 4853.687500 Iteration 30Q: 3 clusters Score -1458544 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 12618 members Entering Unmasked Estep Score: -1458565.500000 Penalty: 4853.687500 Iteration 31Q: 3 clusters Score -1458566 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 12701 members Entering Unmasked Estep Score: -1458591.875000 Penalty: 4853.687500 Iteration 32Q: 3 clusters Score -1458592 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 12798 members Entering Unmasked Estep Score: -1458617.375000 Penalty: 4853.687500 Iteration 33Q: 3 clusters Score -1458617 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 12890 members Entering Unmasked Estep Score: -1458643.875000 Penalty: 4853.687500 Iteration 34Q: 3 clusters Score -1458644 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 13001 members Entering Unmasked Estep Score: -1458677.125000 Penalty: 4853.687500 Iteration 35Q: 3 clusters Score -1458677 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 13089 members Entering Unmasked Estep Score: -1458703.250000 Penalty: 4853.687500 Iteration 36Q: 3 clusters Score -1458703 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 13185 members Entering Unmasked Estep Score: -1458721.750000 Penalty: 4853.687500 Iteration 37Q: 3 clusters Score -1458722 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 13263 members Entering Unmasked Estep Score: -1458750.125000 Penalty: 4853.687500 Iteration 38Q: 3 clusters Score -1458750 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 13338 members Entering Unmasked Estep Score: -1458777.250000 Penalty: 4853.687500 Iteration 39Q: 3 clusters Score -1458777 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 13408 members Entering Unmasked Estep Score: -1458800.875000 Penalty: 4853.687500 Iteration 40F: 3 clusters Score -1458801 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 13498 members Entering Unmasked Estep Score: -1458831.250000 Penalty: 4853.687500 Iteration 41Q: 3 clusters Score -1458831 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 13579 members Entering Unmasked Estep Score: -1458873.625000 Penalty: 4853.687500 Iteration 42Q: 3 clusters Score -1458874 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 13667 members Entering Unmasked Estep Score: -1458920.375000 Penalty: 4853.687500 Iteration 43Q: 3 clusters Score -1458920 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 13775 members Entering Unmasked Estep Score: -1458975.625000 Penalty: 4853.687500 Iteration 44Q: 3 clusters Score -1458976 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 13869 members Entering Unmasked Estep Score: -1459035.000000 Penalty: 4853.687500 Iteration 45Q: 3 clusters Score -1459035 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 13969 members Entering Unmasked Estep Score: -1459103.500000 Penalty: 4853.687500 Iteration 46Q: 3 clusters Score -1459104 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 14077 members Entering Unmasked Estep Score: -1459178.875000 Penalty: 4853.687500 Iteration 47Q: 3 clusters Score -1459179 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 14202 members Entering Unmasked Estep Score: -1459259.500000 Penalty: 4853.687500 Iteration 48Q: 3 clusters Score -1459260 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 14328 members Entering Unmasked Estep Score: -1459354.625000 Penalty: 4853.687500 Iteration 49Q: 3 clusters Score -1459355 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 14448 members Entering Unmasked Estep Score: -1459430.500000 Penalty: 4853.687500 Iteration 50Q: 3 clusters Score -1459430 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 14549 members Entering Unmasked Estep Score: -1459478.125000 Penalty: 4853.687500 Iteration 51Q: 3 clusters Score -1459478 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 14646 members Entering Unmasked Estep Score: -1459538.250000 Penalty: 4853.687500 Iteration 52Q: 3 clusters Score -1459538 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 14745 members Entering Unmasked Estep Score: -1459590.500000 Penalty: 4853.687500 Iteration 53Q: 3 clusters Score -1459590 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 14836 members Entering Unmasked Estep Score: -1459630.500000 Penalty: 4853.687500 Iteration 54Q: 3 clusters Score -1459630 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 14920 members Entering Unmasked Estep Score: -1459672.625000 Penalty: 4853.687500 Iteration 55Q: 3 clusters Score -1459673 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 14992 members Entering Unmasked Estep Score: -1459687.625000 Penalty: 4853.687500 Iteration 56Q: 3 clusters Score -1459688 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 15050 members Entering Unmasked Estep Score: -1459711.500000 Penalty: 4853.687500 Iteration 57Q: 3 clusters Score -1459712 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 15106 members Entering Unmasked Estep Score: -1459733.625000 Penalty: 4853.687500 Iteration 58Q: 3 clusters Score -1459734 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 15156 members Entering Unmasked Estep Score: -1459754.500000 Penalty: 4853.687500 Iteration 59Q: 3 clusters Score -1459754 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 15206 members Entering Unmasked Estep Score: -1459772.125000 Penalty: 4853.687500 Iteration 60F: 3 clusters Score -1459772 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 15245 members Entering Unmasked Estep Score: -1459788.625000 Penalty: 4853.687500 Iteration 61Q: 3 clusters Score -1459789 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 15271 members Entering Unmasked Estep Score: -1459801.000000 Penalty: 4853.687500 Iteration 62Q: 3 clusters Score -1459801 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 15292 members Entering Unmasked Estep Score: -1459802.500000 Penalty: 4853.687500 Iteration 63Q: 3 clusters Score -1459802 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 15322 members Entering Unmasked Estep Score: -1459809.500000 Penalty: 4853.687500 Iteration 64Q: 3 clusters Score -1459810 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 15348 members Entering Unmasked Estep Score: -1459817.875000 Penalty: 4853.687500 Iteration 65Q: 3 clusters Score -1459818 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 15377 members Entering Unmasked Estep Score: -1459825.875000 Penalty: 4853.687500 Iteration 66Q: 3 clusters Score -1459826 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 15399 members Entering Unmasked Estep Score: -1459830.375000 Penalty: 4853.687500 Iteration 67Q: 3 clusters Score -1459830 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 15417 members Entering Unmasked Estep Score: -1459834.625000 Penalty: 4853.687500 Iteration 68Q: 3 clusters Score -1459835 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 15423 members Entering Unmasked Estep Score: -1459834.625000 Penalty: 4853.687500 Iteration 69Q: 3 clusters Score -1459835 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 15431 members Entering Unmasked Estep Score: -1459834.625000 Penalty: 4853.687500 Iteration 70Q: 3 clusters Score -1459835 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 15435 members Entering Unmasked Estep Score: -1459839.625000 Penalty: 4853.687500 Iteration 71Q: 3 clusters Score -1459840 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 15440 members Entering Unmasked Estep Score: -1459842.625000 Penalty: 4853.687500 Iteration 72Q: 3 clusters Score -1459843 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 15447 members Entering Unmasked Estep Score: -1459843.875000 Penalty: 4853.687500 Iteration 73Q: 3 clusters Score -1459844 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 15453 members Entering Unmasked Estep Score: -1459846.000000 Penalty: 4853.687500 Iteration 74Q: 3 clusters Score -1459846 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 15457 members Entering Unmasked Estep Score: -1459845.750000 Penalty: 4853.687500 Iteration 75Q: 3 clusters Score -1459846 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 15464 members Entering Unmasked Estep Score: -1459845.750000 Penalty: 4853.687500 Iteration 76Q: 3 clusters Score -1459846 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 15468 members Entering Unmasked Estep Score: -1459846.375000 Penalty: 4853.687500 Iteration 77Q: 3 clusters Score -1459846 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 15470 members Entering Unmasked Estep Score: -1459845.375000 Penalty: 4853.687500 Iteration 78Q: 3 clusters Score -1459845 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 15473 members Entering Unmasked Estep Score: -1459847.750000 Penalty: 4853.687500 Iteration 79Q: 3 clusters Score -1459848 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 15479 members Entering Unmasked Estep Score: -1459846.625000 Penalty: 4853.687500 Iteration 80F: 3 clusters Score -1459847 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 15483 members Entering Unmasked Estep Score: -1459848.375000 Penalty: 4853.687500 Iteration 81Q: 3 clusters Score -1459848 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 15483 members Entering Unmasked Estep Score: -1459848.250000 Penalty: 4853.687500 Iteration 82Q: 3 clusters Score -1459848 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 15483 members Entering Unmasked Estep Score: -1459848.250000 Penalty: 4853.687500 Iteration 83F: 3 clusters Score -1459848 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (572 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Entering Unmasked Estep Score: -39248.328125 Penalty: 1574.586548 Iteration 0F: 2 clusters Score -39248.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -37763.832031 Penalty: 3149.173096 Iteration 0F: 3 clusters Score -37763.83 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -38019.121094 Penalty: 3149.173096 Iteration 1F: 3 clusters Score -38019.12 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -38145.375000 Penalty: 3149.173096 Iteration 2F: 3 clusters Score -38145.38 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -38302.671875 Penalty: 3149.173096 Iteration 3F: 3 clusters Score -38302.67 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -38424.589844 Penalty: 3149.173096 Iteration 4F: 3 clusters Score -38424.59 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -38497.613281 Penalty: 3149.173096 Iteration 5Q: 3 clusters Score -38497.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -38546.285156 Penalty: 3149.173096 Iteration 6Q: 3 clusters Score -38546.29 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -38605.429688 Penalty: 3149.173096 Iteration 7Q: 3 clusters Score -38605.43 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -38696.003906 Penalty: 3149.173096 Iteration 8Q: 3 clusters Score -38696 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -38775.863281 Penalty: 3149.173096 Iteration 9Q: 3 clusters Score -38775.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -38841.390625 Penalty: 3149.173096 Iteration 10Q: 3 clusters Score -38841.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -38861.476562 Penalty: 3149.173096 Iteration 11Q: 3 clusters Score -38861.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -38870.710938 Penalty: 3149.173096 Iteration 12Q: 3 clusters Score -38870.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -38878.992188 Penalty: 3149.173096 Iteration 13Q: 3 clusters Score -38878.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -38887.667969 Penalty: 3149.173096 Iteration 14Q: 3 clusters Score -38887.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -38889.437500 Penalty: 3149.173096 Iteration 15Q: 3 clusters Score -38889.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -38891.347656 Penalty: 3149.173096 Iteration 16Q: 3 clusters Score -38891.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -38891.347656 Penalty: 3149.173096 Iteration 17F: 3 clusters Score -38891.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7894 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7894 members Entering Unmasked Estep Score: -712044.437500 Penalty: 2225.516846 Iteration 0F: 2 clusters Score -712044.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -705745.375000 Penalty: 4451.033691 Iteration 0F: 3 clusters Score -705745.4 nChanged 3206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -707491.687500 Penalty: 4451.033691 Iteration 1F: 3 clusters Score -707491.7 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -707783.937500 Penalty: 4451.033691 Iteration 2F: 3 clusters Score -707783.9 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -707968.437500 Penalty: 4451.033691 Iteration 3F: 3 clusters Score -707968.4 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -708118.125000 Penalty: 4451.033691 Iteration 4Q: 3 clusters Score -708118.1 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -708292.187500 Penalty: 4451.033691 Iteration 5Q: 3 clusters Score -708292.2 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -708458.812500 Penalty: 4451.033691 Iteration 6Q: 3 clusters Score -708458.8 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -708607.812500 Penalty: 4451.033691 Iteration 7Q: 3 clusters Score -708607.8 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -708736.062500 Penalty: 4451.033691 Iteration 8Q: 3 clusters Score -708736.1 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -708832.375000 Penalty: 4451.033691 Iteration 9Q: 3 clusters Score -708832.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -708920.750000 Penalty: 4451.033691 Iteration 10Q: 3 clusters Score -708920.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -708996.125000 Penalty: 4451.033691 Iteration 11Q: 3 clusters Score -708996.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -709061.937500 Penalty: 4451.033691 Iteration 12Q: 3 clusters Score -709061.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -709113.000000 Penalty: 4451.033691 Iteration 13Q: 3 clusters Score -709113 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 5144 members Entering Unmasked Estep Score: -709161.250000 Penalty: 4451.033691 Iteration 14Q: 3 clusters Score -709161.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -709209.312500 Penalty: 4451.033691 Iteration 15Q: 3 clusters Score -709209.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -709265.625000 Penalty: 4451.033691 Iteration 16Q: 3 clusters Score -709265.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -709317.375000 Penalty: 4451.033691 Iteration 17Q: 3 clusters Score -709317.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 5620 members Entering Unmasked Estep Score: -709365.187500 Penalty: 4451.033691 Iteration 18Q: 3 clusters Score -709365.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -709418.500000 Penalty: 4451.033691 Iteration 19Q: 3 clusters Score -709418.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -709469.312500 Penalty: 4451.033691 Iteration 20F: 3 clusters Score -709469.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -709517.187500 Penalty: 4451.033691 Iteration 21Q: 3 clusters Score -709517.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 6076 members Entering Unmasked Estep Score: -709554.000000 Penalty: 4451.033691 Iteration 22Q: 3 clusters Score -709554 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 6190 members Entering Unmasked Estep Score: -709609.687500 Penalty: 4451.033691 Iteration 23Q: 3 clusters Score -709609.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 6292 members Entering Unmasked Estep Score: -709656.375000 Penalty: 4451.033691 Iteration 24Q: 3 clusters Score -709656.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -709703.125000 Penalty: 4451.033691 Iteration 25Q: 3 clusters Score -709703.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -709744.375000 Penalty: 4451.033691 Iteration 26Q: 3 clusters Score -709744.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 6556 members Entering Unmasked Estep Score: -709785.750000 Penalty: 4451.033691 Iteration 27Q: 3 clusters Score -709785.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 6629 members Entering Unmasked Estep Score: -709819.562500 Penalty: 4451.033691 Iteration 28Q: 3 clusters Score -709819.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 6697 members Entering Unmasked Estep Score: -709852.375000 Penalty: 4451.033691 Iteration 29Q: 3 clusters Score -709852.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -709891.562500 Penalty: 4451.033691 Iteration 30Q: 3 clusters Score -709891.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -709923.375000 Penalty: 4451.033691 Iteration 31Q: 3 clusters Score -709923.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 6890 members Entering Unmasked Estep Score: -709958.375000 Penalty: 4451.033691 Iteration 32Q: 3 clusters Score -709958.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 6954 members Entering Unmasked Estep Score: -709997.937500 Penalty: 4451.033691 Iteration 33Q: 3 clusters Score -709997.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -710032.687500 Penalty: 4451.033691 Iteration 34Q: 3 clusters Score -710032.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 7050 members Entering Unmasked Estep Score: -710068.125000 Penalty: 4451.033691 Iteration 35Q: 3 clusters Score -710068.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 7098 members Entering Unmasked Estep Score: -710099.125000 Penalty: 4451.033691 Iteration 36Q: 3 clusters Score -710099.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 7141 members Entering Unmasked Estep Score: -710131.000000 Penalty: 4451.033691 Iteration 37Q: 3 clusters Score -710131 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 7171 members Entering Unmasked Estep Score: -710148.125000 Penalty: 4451.033691 Iteration 38Q: 3 clusters Score -710148.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 7194 members Entering Unmasked Estep Score: -710163.312500 Penalty: 4451.033691 Iteration 39Q: 3 clusters Score -710163.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 7212 members Entering Unmasked Estep Score: -710172.750000 Penalty: 4451.033691 Iteration 40F: 3 clusters Score -710172.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 7230 members Entering Unmasked Estep Score: -710184.500000 Penalty: 4451.033691 Iteration 41Q: 3 clusters Score -710184.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 7239 members Entering Unmasked Estep Score: -710189.312500 Penalty: 4451.033691 Iteration 42Q: 3 clusters Score -710189.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 7251 members Entering Unmasked Estep Score: -710196.312500 Penalty: 4451.033691 Iteration 43Q: 3 clusters Score -710196.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 7257 members Entering Unmasked Estep Score: -710198.625000 Penalty: 4451.033691 Iteration 44Q: 3 clusters Score -710198.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 7264 members Entering Unmasked Estep Score: -710201.000000 Penalty: 4451.033691 Iteration 45Q: 3 clusters Score -710201 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 7267 members Entering Unmasked Estep Score: -710204.687500 Penalty: 4451.033691 Iteration 46Q: 3 clusters Score -710204.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 7273 members Entering Unmasked Estep Score: -710206.312500 Penalty: 4451.033691 Iteration 47Q: 3 clusters Score -710206.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 7275 members Entering Unmasked Estep Score: -710209.312500 Penalty: 4451.033691 Iteration 48Q: 3 clusters Score -710209.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 7282 members Entering Unmasked Estep Score: -710213.875000 Penalty: 4451.033691 Iteration 49Q: 3 clusters Score -710213.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 7290 members Entering Unmasked Estep Score: -710219.937500 Penalty: 4451.033691 Iteration 50Q: 3 clusters Score -710219.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 7300 members Entering Unmasked Estep Score: -710224.062500 Penalty: 4451.033691 Iteration 51Q: 3 clusters Score -710224.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 7304 members Entering Unmasked Estep Score: -710225.250000 Penalty: 4451.033691 Iteration 52Q: 3 clusters Score -710225.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 7308 members Entering Unmasked Estep Score: -710228.750000 Penalty: 4451.033691 Iteration 53Q: 3 clusters Score -710228.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 7313 members Entering Unmasked Estep Score: -710230.937500 Penalty: 4451.033691 Iteration 54Q: 3 clusters Score -710230.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 7316 members Entering Unmasked Estep Score: -710231.687500 Penalty: 4451.033691 Iteration 55Q: 3 clusters Score -710231.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 7321 members Entering Unmasked Estep Score: -710234.437500 Penalty: 4451.033691 Iteration 56Q: 3 clusters Score -710234.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 7322 members Entering Unmasked Estep Score: -710234.375000 Penalty: 4451.033691 Iteration 57Q: 3 clusters Score -710234.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -710235.000000 Penalty: 4451.033691 Iteration 58Q: 3 clusters Score -710235 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 7325 members Entering Unmasked Estep Score: -710234.687500 Penalty: 4451.033691 Iteration 59Q: 3 clusters Score -710234.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 7326 members Entering Unmasked Estep Score: -710235.562500 Penalty: 4451.033691 Iteration 60F: 3 clusters Score -710235.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 7327 members Entering Unmasked Estep Score: -710236.125000 Penalty: 4451.033691 Iteration 61Q: 3 clusters Score -710236.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 7327 members Entering Unmasked Estep Score: -710236.125000 Penalty: 4451.033691 Iteration 62F: 3 clusters Score -710236.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (10449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10449 members Entering Unmasked Estep Score: -955421.500000 Penalty: 2295.056885 Iteration 0F: 2 clusters Score -955421.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 5235 members Entering Unmasked Estep Score: -947520.000000 Penalty: 4590.113770 Iteration 0F: 3 clusters Score -947520 nChanged 4283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5209 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -949836.875000 Penalty: 4590.113770 Iteration 1F: 3 clusters Score -949836.9 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5169 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -950170.000000 Penalty: 4590.113770 Iteration 2F: 3 clusters Score -950170 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 5367 members Entering Unmasked Estep Score: -950442.375000 Penalty: 4590.113770 Iteration 3F: 3 clusters Score -950442.4 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -950687.375000 Penalty: 4590.113770 Iteration 4Q: 3 clusters Score -950687.4 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4714 members Mstep: Class 2 contains 5735 members Entering Unmasked Estep Score: -950939.312500 Penalty: 4590.113770 Iteration 5Q: 3 clusters Score -950939.3 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 6023 members Entering Unmasked Estep Score: -951255.812500 Penalty: 4590.113770 Iteration 6Q: 3 clusters Score -951255.8 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -951636.375000 Penalty: 4590.113770 Iteration 7F: 3 clusters Score -951636.4 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 6772 members Entering Unmasked Estep Score: -952082.437500 Penalty: 4590.113770 Iteration 8F: 3 clusters Score -952082.4 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 7206 members Entering Unmasked Estep Score: -952530.187500 Penalty: 4590.113770 Iteration 9F: 3 clusters Score -952530.2 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 7616 members Entering Unmasked Estep Score: -952920.812500 Penalty: 4590.113770 Iteration 10F: 3 clusters Score -952920.8 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 7992 members Entering Unmasked Estep Score: -953251.125000 Penalty: 4590.113770 Iteration 11Q: 3 clusters Score -953251.1 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -953492.687500 Penalty: 4590.113770 Iteration 12Q: 3 clusters Score -953492.7 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 8562 members Entering Unmasked Estep Score: -953680.437500 Penalty: 4590.113770 Iteration 13Q: 3 clusters Score -953680.4 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 8776 members Entering Unmasked Estep Score: -953816.562500 Penalty: 4590.113770 Iteration 14Q: 3 clusters Score -953816.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 8936 members Entering Unmasked Estep Score: -953909.812500 Penalty: 4590.113770 Iteration 15Q: 3 clusters Score -953909.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 9057 members Entering Unmasked Estep Score: -953975.937500 Penalty: 4590.113770 Iteration 16Q: 3 clusters Score -953975.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 9157 members Entering Unmasked Estep Score: -954031.812500 Penalty: 4590.113770 Iteration 17Q: 3 clusters Score -954031.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 9229 members Entering Unmasked Estep Score: -954065.187500 Penalty: 4590.113770 Iteration 18Q: 3 clusters Score -954065.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 9288 members Entering Unmasked Estep Score: -954091.000000 Penalty: 4590.113770 Iteration 19Q: 3 clusters Score -954091 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 9327 members Entering Unmasked Estep Score: -954106.875000 Penalty: 4590.113770 Iteration 20F: 3 clusters Score -954106.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 9364 members Entering Unmasked Estep Score: -954124.312500 Penalty: 4590.113770 Iteration 21Q: 3 clusters Score -954124.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 9397 members Entering Unmasked Estep Score: -954137.187500 Penalty: 4590.113770 Iteration 22Q: 3 clusters Score -954137.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 9417 members Entering Unmasked Estep Score: -954143.875000 Penalty: 4590.113770 Iteration 23Q: 3 clusters Score -954143.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 9431 members Entering Unmasked Estep Score: -954147.187500 Penalty: 4590.113770 Iteration 24Q: 3 clusters Score -954147.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 9447 members Entering Unmasked Estep Score: -954154.500000 Penalty: 4590.113770 Iteration 25Q: 3 clusters Score -954154.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 9458 members Entering Unmasked Estep Score: -954158.375000 Penalty: 4590.113770 Iteration 26Q: 3 clusters Score -954158.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 9463 members Entering Unmasked Estep Score: -954159.250000 Penalty: 4590.113770 Iteration 27Q: 3 clusters Score -954159.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 9464 members Entering Unmasked Estep Score: -954161.312500 Penalty: 4590.113770 Iteration 28Q: 3 clusters Score -954161.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 9464 members Entering Unmasked Estep Score: -954161.312500 Penalty: 4590.113770 Iteration 29F: 3 clusters Score -954161.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2499 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Entering Unmasked Estep Score: -218047.781250 Penalty: 1940.264282 Iteration 0F: 2 clusters Score -218047.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -215125.171875 Penalty: 3880.528564 Iteration 0F: 3 clusters Score -215125.2 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -215659.953125 Penalty: 3880.528564 Iteration 1F: 3 clusters Score -215660 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -215792.500000 Penalty: 3880.528564 Iteration 2F: 3 clusters Score -215792.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -215858.890625 Penalty: 3880.528564 Iteration 3Q: 3 clusters Score -215858.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -215896.000000 Penalty: 3880.528564 Iteration 4Q: 3 clusters Score -215896 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -215924.234375 Penalty: 3880.528564 Iteration 5Q: 3 clusters Score -215924.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -215945.156250 Penalty: 3880.528564 Iteration 6Q: 3 clusters Score -215945.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -215967.015625 Penalty: 3880.528564 Iteration 7Q: 3 clusters Score -215967 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -215984.328125 Penalty: 3880.528564 Iteration 8Q: 3 clusters Score -215984.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -216000.171875 Penalty: 3880.528564 Iteration 9Q: 3 clusters Score -216000.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -216009.765625 Penalty: 3880.528564 Iteration 10Q: 3 clusters Score -216009.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -216019.250000 Penalty: 3880.528564 Iteration 11Q: 3 clusters Score -216019.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -216028.406250 Penalty: 3880.528564 Iteration 12Q: 3 clusters Score -216028.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -216033.203125 Penalty: 3880.528564 Iteration 13Q: 3 clusters Score -216033.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -216036.265625 Penalty: 3880.528564 Iteration 14Q: 3 clusters Score -216036.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -216040.968750 Penalty: 3880.528564 Iteration 15Q: 3 clusters Score -216041 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -216043.781250 Penalty: 3880.528564 Iteration 16Q: 3 clusters Score -216043.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -216045.109375 Penalty: 3880.528564 Iteration 17Q: 3 clusters Score -216045.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -216045.109375 Penalty: 3880.528564 Iteration 18F: 3 clusters Score -216045.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1328 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Entering Unmasked Estep Score: -110578.429688 Penalty: 1783.474365 Iteration 0F: 2 clusters Score -110578.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -108362.773438 Penalty: 3566.948730 Iteration 0F: 3 clusters Score -108362.8 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -108731.835938 Penalty: 3566.948730 Iteration 1F: 3 clusters Score -108731.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -108937.390625 Penalty: 3566.948730 Iteration 2F: 3 clusters Score -108937.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -109150.656250 Penalty: 3566.948730 Iteration 3F: 3 clusters Score -109150.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -109332.039062 Penalty: 3566.948730 Iteration 4F: 3 clusters Score -109332 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -109582.437500 Penalty: 3566.948730 Iteration 5F: 3 clusters Score -109582.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -109921.718750 Penalty: 3566.948730 Iteration 6F: 3 clusters Score -109921.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -110129.828125 Penalty: 3566.948730 Iteration 7Q: 3 clusters Score -110129.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -110196.218750 Penalty: 3566.948730 Iteration 8Q: 3 clusters Score -110196.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -110235.078125 Penalty: 3566.948730 Iteration 9Q: 3 clusters Score -110235.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -110263.289062 Penalty: 3566.948730 Iteration 10Q: 3 clusters Score -110263.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -110296.375000 Penalty: 3566.948730 Iteration 11Q: 3 clusters Score -110296.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -110312.726562 Penalty: 3566.948730 Iteration 12Q: 3 clusters Score -110312.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -110329.703125 Penalty: 3566.948730 Iteration 13Q: 3 clusters Score -110329.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -110345.585938 Penalty: 3566.948730 Iteration 14Q: 3 clusters Score -110345.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -110361.421875 Penalty: 3566.948730 Iteration 15Q: 3 clusters Score -110361.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -110369.054688 Penalty: 3566.948730 Iteration 16Q: 3 clusters Score -110369.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -110380.140625 Penalty: 3566.948730 Iteration 17Q: 3 clusters Score -110380.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -110394.578125 Penalty: 3566.948730 Iteration 18Q: 3 clusters Score -110394.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -110417.484375 Penalty: 3566.948730 Iteration 19Q: 3 clusters Score -110417.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -110436.343750 Penalty: 3566.948730 Iteration 20F: 3 clusters Score -110436.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -110458.343750 Penalty: 3566.948730 Iteration 21Q: 3 clusters Score -110458.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -110471.171875 Penalty: 3566.948730 Iteration 22Q: 3 clusters Score -110471.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -110481.484375 Penalty: 3566.948730 Iteration 23Q: 3 clusters Score -110481.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -110490.953125 Penalty: 3566.948730 Iteration 24Q: 3 clusters Score -110491 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -110497.414062 Penalty: 3566.948730 Iteration 25Q: 3 clusters Score -110497.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -110502.875000 Penalty: 3566.948730 Iteration 26Q: 3 clusters Score -110502.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -110505.804688 Penalty: 3566.948730 Iteration 27Q: 3 clusters Score -110505.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -110508.460938 Penalty: 3566.948730 Iteration 28Q: 3 clusters Score -110508.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -110509.484375 Penalty: 3566.948730 Iteration 29Q: 3 clusters Score -110509.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -110509.484375 Penalty: 3566.948730 Iteration 30F: 3 clusters Score -110509.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (9047 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9047 members Entering Unmasked Estep Score: -842942.500000 Penalty: 2259.326660 Iteration 0F: 2 clusters Score -842942.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -835808.250000 Penalty: 4518.653320 Iteration 0F: 3 clusters Score -835808.2 nChanged 3737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -837804.312500 Penalty: 4518.653320 Iteration 1F: 3 clusters Score -837804.3 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -838067.250000 Penalty: 4518.653320 Iteration 2F: 3 clusters Score -838067.2 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -838218.687500 Penalty: 4518.653320 Iteration 3Q: 3 clusters Score -838218.7 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -838327.937500 Penalty: 4518.653320 Iteration 4Q: 3 clusters Score -838327.9 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -838416.187500 Penalty: 4518.653320 Iteration 5Q: 3 clusters Score -838416.2 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -838497.125000 Penalty: 4518.653320 Iteration 6Q: 3 clusters Score -838497.1 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -838561.437500 Penalty: 4518.653320 Iteration 7Q: 3 clusters Score -838561.4 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -838621.062500 Penalty: 4518.653320 Iteration 8Q: 3 clusters Score -838621.1 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -838680.312500 Penalty: 4518.653320 Iteration 9Q: 3 clusters Score -838680.3 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -838731.687500 Penalty: 4518.653320 Iteration 10Q: 3 clusters Score -838731.7 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -838786.687500 Penalty: 4518.653320 Iteration 11Q: 3 clusters Score -838786.7 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -838852.250000 Penalty: 4518.653320 Iteration 12Q: 3 clusters Score -838852.2 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -838929.187500 Penalty: 4518.653320 Iteration 13Q: 3 clusters Score -838929.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5713 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -839042.750000 Penalty: 4518.653320 Iteration 14Q: 3 clusters Score -839042.8 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -839143.062500 Penalty: 4518.653320 Iteration 15Q: 3 clusters Score -839143.1 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6109 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -839244.062500 Penalty: 4518.653320 Iteration 16Q: 3 clusters Score -839244.1 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -839349.625000 Penalty: 4518.653320 Iteration 17Q: 3 clusters Score -839349.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6542 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -839463.375000 Penalty: 4518.653320 Iteration 18Q: 3 clusters Score -839463.4 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -839591.875000 Penalty: 4518.653320 Iteration 19Q: 3 clusters Score -839591.9 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7031 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -839744.125000 Penalty: 4518.653320 Iteration 20F: 3 clusters Score -839744.1 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7290 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -839910.812500 Penalty: 4518.653320 Iteration 21Q: 3 clusters Score -839910.8 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7518 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -840077.500000 Penalty: 4518.653320 Iteration 22Q: 3 clusters Score -840077.5 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7747 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -840248.000000 Penalty: 4518.653320 Iteration 23Q: 3 clusters Score -840248 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -840396.625000 Penalty: 4518.653320 Iteration 24Q: 3 clusters Score -840396.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8095 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -840513.312500 Penalty: 4518.653320 Iteration 25Q: 3 clusters Score -840513.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8216 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -840613.125000 Penalty: 4518.653320 Iteration 26Q: 3 clusters Score -840613.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8312 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -840700.312500 Penalty: 4518.653320 Iteration 27Q: 3 clusters Score -840700.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8380 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -840753.937500 Penalty: 4518.653320 Iteration 28Q: 3 clusters Score -840753.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8418 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -840790.312500 Penalty: 4518.653320 Iteration 29Q: 3 clusters Score -840790.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8452 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -840819.562500 Penalty: 4518.653320 Iteration 30Q: 3 clusters Score -840819.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8477 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -840836.500000 Penalty: 4518.653320 Iteration 31Q: 3 clusters Score -840836.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8493 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -840846.375000 Penalty: 4518.653320 Iteration 32Q: 3 clusters Score -840846.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8501 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -840851.187500 Penalty: 4518.653320 Iteration 33Q: 3 clusters Score -840851.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8512 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -840854.500000 Penalty: 4518.653320 Iteration 34Q: 3 clusters Score -840854.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8520 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -840863.937500 Penalty: 4518.653320 Iteration 35Q: 3 clusters Score -840863.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8533 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -840876.312500 Penalty: 4518.653320 Iteration 36Q: 3 clusters Score -840876.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8548 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -840888.500000 Penalty: 4518.653320 Iteration 37Q: 3 clusters Score -840888.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8559 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -840895.875000 Penalty: 4518.653320 Iteration 38Q: 3 clusters Score -840895.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8563 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -840902.937500 Penalty: 4518.653320 Iteration 39Q: 3 clusters Score -840902.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8567 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -840903.687500 Penalty: 4518.653320 Iteration 40F: 3 clusters Score -840903.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8568 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -840906.125000 Penalty: 4518.653320 Iteration 41Q: 3 clusters Score -840906.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8568 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -840906.125000 Penalty: 4518.653320 Iteration 42F: 3 clusters Score -840906.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (8534 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8534 members Entering Unmasked Estep Score: -794264.500000 Penalty: 2244.849609 Iteration 0F: 2 clusters Score -794264.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -787507.687500 Penalty: 4489.699219 Iteration 0F: 3 clusters Score -787507.7 nChanged 3440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -789285.687500 Penalty: 4489.699219 Iteration 1F: 3 clusters Score -789285.7 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -789551.562500 Penalty: 4489.699219 Iteration 2F: 3 clusters Score -789551.6 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -789721.437500 Penalty: 4489.699219 Iteration 3F: 3 clusters Score -789721.4 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -789852.875000 Penalty: 4489.699219 Iteration 4Q: 3 clusters Score -789852.9 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -789954.125000 Penalty: 4489.699219 Iteration 5Q: 3 clusters Score -789954.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -790040.812500 Penalty: 4489.699219 Iteration 6Q: 3 clusters Score -790040.8 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -790116.812500 Penalty: 4489.699219 Iteration 7Q: 3 clusters Score -790116.8 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -790182.250000 Penalty: 4489.699219 Iteration 8Q: 3 clusters Score -790182.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -790246.562500 Penalty: 4489.699219 Iteration 9Q: 3 clusters Score -790246.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -790294.687500 Penalty: 4489.699219 Iteration 10Q: 3 clusters Score -790294.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -790340.250000 Penalty: 4489.699219 Iteration 11Q: 3 clusters Score -790340.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -790382.625000 Penalty: 4489.699219 Iteration 12Q: 3 clusters Score -790382.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -790423.937500 Penalty: 4489.699219 Iteration 13Q: 3 clusters Score -790423.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -790474.812500 Penalty: 4489.699219 Iteration 14Q: 3 clusters Score -790474.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5203 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -790522.500000 Penalty: 4489.699219 Iteration 15Q: 3 clusters Score -790522.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -790581.062500 Penalty: 4489.699219 Iteration 16Q: 3 clusters Score -790581.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -790648.500000 Penalty: 4489.699219 Iteration 17Q: 3 clusters Score -790648.5 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -790730.687500 Penalty: 4489.699219 Iteration 18Q: 3 clusters Score -790730.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -790820.187500 Penalty: 4489.699219 Iteration 19Q: 3 clusters Score -790820.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -790925.687500 Penalty: 4489.699219 Iteration 20F: 3 clusters Score -790925.7 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -791057.125000 Penalty: 4489.699219 Iteration 21Q: 3 clusters Score -791057.1 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -791196.375000 Penalty: 4489.699219 Iteration 22Q: 3 clusters Score -791196.4 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6530 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -791336.875000 Penalty: 4489.699219 Iteration 23Q: 3 clusters Score -791336.9 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -791464.687500 Penalty: 4489.699219 Iteration 24Q: 3 clusters Score -791464.7 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6913 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -791577.750000 Penalty: 4489.699219 Iteration 25Q: 3 clusters Score -791577.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7064 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -791666.187500 Penalty: 4489.699219 Iteration 26Q: 3 clusters Score -791666.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7199 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -791764.562500 Penalty: 4489.699219 Iteration 27Q: 3 clusters Score -791764.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7309 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -791843.625000 Penalty: 4489.699219 Iteration 28Q: 3 clusters Score -791843.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7415 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -791922.187500 Penalty: 4489.699219 Iteration 29Q: 3 clusters Score -791922.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7491 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -791982.937500 Penalty: 4489.699219 Iteration 30Q: 3 clusters Score -791982.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7555 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -792028.937500 Penalty: 4489.699219 Iteration 31Q: 3 clusters Score -792028.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7611 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -792071.500000 Penalty: 4489.699219 Iteration 32Q: 3 clusters Score -792071.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7668 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -792103.937500 Penalty: 4489.699219 Iteration 33Q: 3 clusters Score -792103.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7715 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -792137.062500 Penalty: 4489.699219 Iteration 34Q: 3 clusters Score -792137.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7749 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -792167.187500 Penalty: 4489.699219 Iteration 35Q: 3 clusters Score -792167.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7779 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -792193.375000 Penalty: 4489.699219 Iteration 36Q: 3 clusters Score -792193.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7806 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -792221.250000 Penalty: 4489.699219 Iteration 37Q: 3 clusters Score -792221.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7824 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -792244.187500 Penalty: 4489.699219 Iteration 38Q: 3 clusters Score -792244.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7843 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -792264.312500 Penalty: 4489.699219 Iteration 39Q: 3 clusters Score -792264.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7858 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -792279.125000 Penalty: 4489.699219 Iteration 40F: 3 clusters Score -792279.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7870 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -792289.937500 Penalty: 4489.699219 Iteration 41Q: 3 clusters Score -792289.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7879 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -792301.375000 Penalty: 4489.699219 Iteration 42Q: 3 clusters Score -792301.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -792312.062500 Penalty: 4489.699219 Iteration 43Q: 3 clusters Score -792312.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7900 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -792319.875000 Penalty: 4489.699219 Iteration 44Q: 3 clusters Score -792319.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -792330.187500 Penalty: 4489.699219 Iteration 45Q: 3 clusters Score -792330.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7925 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -792339.187500 Penalty: 4489.699219 Iteration 46Q: 3 clusters Score -792339.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7935 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -792347.187500 Penalty: 4489.699219 Iteration 47Q: 3 clusters Score -792347.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7938 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -792352.687500 Penalty: 4489.699219 Iteration 48Q: 3 clusters Score -792352.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7943 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -792358.875000 Penalty: 4489.699219 Iteration 49Q: 3 clusters Score -792358.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -792359.187500 Penalty: 4489.699219 Iteration 50Q: 3 clusters Score -792359.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -792361.625000 Penalty: 4489.699219 Iteration 51Q: 3 clusters Score -792361.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7945 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -792362.375000 Penalty: 4489.699219 Iteration 52Q: 3 clusters Score -792362.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7947 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -792363.062500 Penalty: 4489.699219 Iteration 53Q: 3 clusters Score -792363.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7948 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -792363.062500 Penalty: 4489.699219 Iteration 54Q: 3 clusters Score -792363.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7948 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -792363.062500 Penalty: 4489.699219 Iteration 55F: 3 clusters Score -792363.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Entering Unmasked Estep Score: -104399.250000 Penalty: 1771.812988 Iteration 0F: 2 clusters Score -104399.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -102297.789062 Penalty: 3543.625977 Iteration 0F: 3 clusters Score -102297.8 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -102672.101562 Penalty: 3543.625977 Iteration 1F: 3 clusters Score -102672.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -102842.898438 Penalty: 3543.625977 Iteration 2F: 3 clusters Score -102842.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -102952.078125 Penalty: 3543.625977 Iteration 3F: 3 clusters Score -102952.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -103068.429688 Penalty: 3543.625977 Iteration 4Q: 3 clusters Score -103068.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -103145.312500 Penalty: 3543.625977 Iteration 5Q: 3 clusters Score -103145.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -103236.710938 Penalty: 3543.625977 Iteration 6Q: 3 clusters Score -103236.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -103347.445312 Penalty: 3543.625977 Iteration 7Q: 3 clusters Score -103347.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -103506.750000 Penalty: 3543.625977 Iteration 8Q: 3 clusters Score -103506.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -103695.625000 Penalty: 3543.625977 Iteration 9Q: 3 clusters Score -103695.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -103903.132812 Penalty: 3543.625977 Iteration 10Q: 3 clusters Score -103903.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -104158.656250 Penalty: 3543.625977 Iteration 11Q: 3 clusters Score -104158.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -104344.054688 Penalty: 3543.625977 Iteration 12Q: 3 clusters Score -104344.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -104385.890625 Penalty: 3543.625977 Iteration 13Q: 3 clusters Score -104385.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -104411.265625 Penalty: 3543.625977 Iteration 14Q: 3 clusters Score -104411.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -104421.890625 Penalty: 3543.625977 Iteration 15Q: 3 clusters Score -104421.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -104437.015625 Penalty: 3543.625977 Iteration 16Q: 3 clusters Score -104437 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -104457.273438 Penalty: 3543.625977 Iteration 17Q: 3 clusters Score -104457.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -104469.953125 Penalty: 3543.625977 Iteration 18Q: 3 clusters Score -104470 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -104487.398438 Penalty: 3543.625977 Iteration 19Q: 3 clusters Score -104487.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -104487.476562 Penalty: 3543.625977 Iteration 20F: 3 clusters Score -104487.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -104490.492188 Penalty: 3543.625977 Iteration 21Q: 3 clusters Score -104490.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -104490.492188 Penalty: 3543.625977 Iteration 22F: 3 clusters Score -104490.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16367 members Mstep: Class 2 contains 304631 members Mstep: Class 3 contains 67346 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 12297 members Mstep: Class 6 contains 33762 members Mstep: Class 7 contains 17777 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 7894 members Mstep: Class 10 contains 10449 members Mstep: Class 11 contains 2499 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9047 members Mstep: Class 14 contains 8534 members Mstep: Class 15 contains 474 members Mstep: Class 16 contains 268871 members Mstep: Class 17 contains 7644 members Mstep: Class 18 contains 793 members Mstep: Class 19 contains 2301 members Entering Unmasked Estep Score: -68892008.000000 Penalty: 63897.066406 Splitting cluster 15 changes total score from -68893568.000000 to -68892008.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (268871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268871 members Entering Unmasked Estep Score: -24381782.000000 Penalty: 3100.492920 Iteration 0F: 2 clusters Score -2.438178e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134310 members Mstep: Class 2 contains 134561 members Entering Unmasked Estep Score: -24200694.000000 Penalty: 6200.985840 Iteration 0F: 3 clusters Score -2.420069e+07 nChanged 130426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130242 members Mstep: Class 2 contains 138629 members Entering Unmasked Estep Score: -24277996.000000 Penalty: 6200.985840 Iteration 1F: 3 clusters Score -2.4278e+07 nChanged 7286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128094 members Mstep: Class 2 contains 140777 members Entering Unmasked Estep Score: -24279558.000000 Penalty: 6200.985840 Iteration 2Q: 3 clusters Score -2.427956e+07 nChanged 8030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124806 members Mstep: Class 2 contains 144065 members Entering Unmasked Estep Score: -24281772.000000 Penalty: 6200.985840 Iteration 3Q: 3 clusters Score -2.428177e+07 nChanged 9267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119821 members Mstep: Class 2 contains 149050 members Entering Unmasked Estep Score: -24284596.000000 Penalty: 6200.985840 Iteration 4Q: 3 clusters Score -2.42846e+07 nChanged 10873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112628 members Mstep: Class 2 contains 156243 members Entering Unmasked Estep Score: -24289066.000000 Penalty: 6200.985840 Iteration 5Q: 3 clusters Score -2.428907e+07 nChanged 12901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102735 members Mstep: Class 2 contains 166136 members Entering Unmasked Estep Score: -24295594.000000 Penalty: 6200.985840 Iteration 6Q: 3 clusters Score -2.429559e+07 nChanged 15311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89470 members Mstep: Class 2 contains 179401 members Entering Unmasked Estep Score: -24305544.000000 Penalty: 6200.985840 Iteration 7F: 3 clusters Score -2.430554e+07 nChanged 17433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73333 members Mstep: Class 2 contains 195538 members Entering Unmasked Estep Score: -24318716.000000 Penalty: 6200.985840 Iteration 8F: 3 clusters Score -2.431872e+07 nChanged 17413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56700 members Mstep: Class 2 contains 212171 members Entering Unmasked Estep Score: -24333588.000000 Penalty: 6200.985840 Iteration 9F: 3 clusters Score -2.433359e+07 nChanged 15163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42153 members Mstep: Class 2 contains 226718 members Entering Unmasked Estep Score: -24346702.000000 Penalty: 6200.985840 Iteration 10F: 3 clusters Score -2.43467e+07 nChanged 11429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31146 members Mstep: Class 2 contains 237725 members Entering Unmasked Estep Score: -24356200.000000 Penalty: 6200.985840 Iteration 11Q: 3 clusters Score -2.43562e+07 nChanged 8407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22945 members Mstep: Class 2 contains 245926 members Entering Unmasked Estep Score: -24362536.000000 Penalty: 6200.985840 Iteration 12Q: 3 clusters Score -2.436254e+07 nChanged 6448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16551 members Mstep: Class 2 contains 252320 members Entering Unmasked Estep Score: -24367396.000000 Penalty: 6200.985840 Iteration 13Q: 3 clusters Score -2.43674e+07 nChanged 5026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11529 members Mstep: Class 2 contains 257342 members Entering Unmasked Estep Score: -24371006.000000 Penalty: 6200.985840 Iteration 14Q: 3 clusters Score -2.437101e+07 nChanged 3860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 261200 members Entering Unmasked Estep Score: -24373800.000000 Penalty: 6200.985840 Iteration 15Q: 3 clusters Score -2.43738e+07 nChanged 2853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 264051 members Entering Unmasked Estep Score: -24375774.000000 Penalty: 6200.985840 Iteration 16Q: 3 clusters Score -2.437577e+07 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 265989 members Entering Unmasked Estep Score: -24377186.000000 Penalty: 6200.985840 Iteration 17Q: 3 clusters Score -2.437719e+07 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 267088 members Entering Unmasked Estep Score: -24378048.000000 Penalty: 6200.985840 Iteration 18Q: 3 clusters Score -2.437805e+07 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 267678 members Entering Unmasked Estep Score: -24378500.000000 Penalty: 6200.985840 Iteration 19Q: 3 clusters Score -2.43785e+07 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 267988 members Entering Unmasked Estep Score: -24378742.000000 Penalty: 6200.985840 Iteration 20F: 3 clusters Score -2.437874e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 268129 members Entering Unmasked Estep Score: -24378834.000000 Penalty: 6200.985840 Iteration 21Q: 3 clusters Score -2.437883e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 268233 members Entering Unmasked Estep Score: -24378904.000000 Penalty: 6200.985840 Iteration 22Q: 3 clusters Score -2.43789e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 268296 members Entering Unmasked Estep Score: -24378978.000000 Penalty: 6200.985840 Iteration 23Q: 3 clusters Score -2.437898e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 268347 members Entering Unmasked Estep Score: -24379020.000000 Penalty: 6200.985840 Iteration 24Q: 3 clusters Score -2.437902e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 268370 members Entering Unmasked Estep Score: -24379054.000000 Penalty: 6200.985840 Iteration 25Q: 3 clusters Score -2.437905e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 268397 members Entering Unmasked Estep Score: -24379066.000000 Penalty: 6200.985840 Iteration 26Q: 3 clusters Score -2.437907e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 268418 members Entering Unmasked Estep Score: -24379098.000000 Penalty: 6200.985840 Iteration 27Q: 3 clusters Score -2.43791e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 268426 members Entering Unmasked Estep Score: -24379112.000000 Penalty: 6200.985840 Iteration 28Q: 3 clusters Score -2.437911e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 268432 members Entering Unmasked Estep Score: -24379116.000000 Penalty: 6200.985840 Iteration 29Q: 3 clusters Score -2.437912e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 268437 members Entering Unmasked Estep Score: -24379144.000000 Penalty: 6200.985840 Iteration 30Q: 3 clusters Score -2.437914e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 268442 members Entering Unmasked Estep Score: -24379150.000000 Penalty: 6200.985840 Iteration 31Q: 3 clusters Score -2.437915e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 268449 members Entering Unmasked Estep Score: -24379136.000000 Penalty: 6200.985840 Iteration 32Q: 3 clusters Score -2.437914e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 268452 members Entering Unmasked Estep Score: -24379152.000000 Penalty: 6200.985840 Iteration 33Q: 3 clusters Score -2.437915e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 268452 members Entering Unmasked Estep Score: -24379150.000000 Penalty: 6200.985840 Iteration 34Q: 3 clusters Score -2.437915e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 268452 members Entering Unmasked Estep Score: -24379150.000000 Penalty: 6200.985840 Iteration 35F: 3 clusters Score -2.437915e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7644 members Entering Unmasked Estep Score: -692321.437500 Penalty: 2217.535645 Iteration 0F: 2 clusters Score -692321.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -686156.625000 Penalty: 4435.071289 Iteration 0F: 3 clusters Score -686156.6 nChanged 3086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -687817.625000 Penalty: 4435.071289 Iteration 1F: 3 clusters Score -687817.6 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -688083.187500 Penalty: 4435.071289 Iteration 2F: 3 clusters Score -688083.2 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -688283.750000 Penalty: 4435.071289 Iteration 3F: 3 clusters Score -688283.8 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -688471.875000 Penalty: 4435.071289 Iteration 4Q: 3 clusters Score -688471.9 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -688716.562500 Penalty: 4435.071289 Iteration 5Q: 3 clusters Score -688716.6 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -689051.312500 Penalty: 4435.071289 Iteration 6F: 3 clusters Score -689051.3 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -689502.562500 Penalty: 4435.071289 Iteration 7F: 3 clusters Score -689502.6 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 5806 members Entering Unmasked Estep Score: -689935.875000 Penalty: 4435.071289 Iteration 8F: 3 clusters Score -689935.9 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 6128 members Entering Unmasked Estep Score: -690338.125000 Penalty: 4435.071289 Iteration 9F: 3 clusters Score -690338.1 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -690640.062500 Penalty: 4435.071289 Iteration 10Q: 3 clusters Score -690640.1 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 6531 members Entering Unmasked Estep Score: -690838.625000 Penalty: 4435.071289 Iteration 11Q: 3 clusters Score -690838.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 6637 members Entering Unmasked Estep Score: -690982.000000 Penalty: 4435.071289 Iteration 12Q: 3 clusters Score -690982 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -691062.812500 Penalty: 4435.071289 Iteration 13Q: 3 clusters Score -691062.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 6760 members Entering Unmasked Estep Score: -691107.687500 Penalty: 4435.071289 Iteration 14Q: 3 clusters Score -691107.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -691128.437500 Penalty: 4435.071289 Iteration 15Q: 3 clusters Score -691128.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -691137.500000 Penalty: 4435.071289 Iteration 16Q: 3 clusters Score -691137.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -691140.937500 Penalty: 4435.071289 Iteration 17Q: 3 clusters Score -691140.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 6814 members Entering Unmasked Estep Score: -691150.125000 Penalty: 4435.071289 Iteration 18Q: 3 clusters Score -691150.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -691156.812500 Penalty: 4435.071289 Iteration 19Q: 3 clusters Score -691156.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 6830 members Entering Unmasked Estep Score: -691160.375000 Penalty: 4435.071289 Iteration 20F: 3 clusters Score -691160.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -691163.437500 Penalty: 4435.071289 Iteration 21Q: 3 clusters Score -691163.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -691164.750000 Penalty: 4435.071289 Iteration 22Q: 3 clusters Score -691164.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 6840 members Entering Unmasked Estep Score: -691167.562500 Penalty: 4435.071289 Iteration 23Q: 3 clusters Score -691167.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -691166.875000 Penalty: 4435.071289 Iteration 24Q: 3 clusters Score -691166.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -691168.187500 Penalty: 4435.071289 Iteration 25Q: 3 clusters Score -691168.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 6841 members Entering Unmasked Estep Score: -691168.625000 Penalty: 4435.071289 Iteration 26Q: 3 clusters Score -691168.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 6841 members Entering Unmasked Estep Score: -691168.625000 Penalty: 4435.071289 Iteration 27F: 3 clusters Score -691168.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Entering Unmasked Estep Score: -205274.703125 Penalty: 1919.792480 Iteration 0F: 2 clusters Score -205274.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -202480.265625 Penalty: 3839.584961 Iteration 0F: 3 clusters Score -202480.3 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -203029.578125 Penalty: 3839.584961 Iteration 1F: 3 clusters Score -203029.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -203156.625000 Penalty: 3839.584961 Iteration 2F: 3 clusters Score -203156.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -203249.203125 Penalty: 3839.584961 Iteration 3Q: 3 clusters Score -203249.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -203326.062500 Penalty: 3839.584961 Iteration 4Q: 3 clusters Score -203326.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -203389.250000 Penalty: 3839.584961 Iteration 5Q: 3 clusters Score -203389.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -203462.921875 Penalty: 3839.584961 Iteration 6Q: 3 clusters Score -203462.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -203542.250000 Penalty: 3839.584961 Iteration 7Q: 3 clusters Score -203542.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -203638.203125 Penalty: 3839.584961 Iteration 8Q: 3 clusters Score -203638.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -203727.140625 Penalty: 3839.584961 Iteration 9Q: 3 clusters Score -203727.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -203844.796875 Penalty: 3839.584961 Iteration 10Q: 3 clusters Score -203844.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -203960.359375 Penalty: 3839.584961 Iteration 11Q: 3 clusters Score -203960.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -204086.140625 Penalty: 3839.584961 Iteration 12Q: 3 clusters Score -204086.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -204218.187500 Penalty: 3839.584961 Iteration 13Q: 3 clusters Score -204218.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -204361.000000 Penalty: 3839.584961 Iteration 14Q: 3 clusters Score -204361 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -204484.968750 Penalty: 3839.584961 Iteration 15Q: 3 clusters Score -204485 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -204563.078125 Penalty: 3839.584961 Iteration 16Q: 3 clusters Score -204563.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -204594.218750 Penalty: 3839.584961 Iteration 17Q: 3 clusters Score -204594.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -204609.156250 Penalty: 3839.584961 Iteration 18Q: 3 clusters Score -204609.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -204618.609375 Penalty: 3839.584961 Iteration 19Q: 3 clusters Score -204618.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -204622.421875 Penalty: 3839.584961 Iteration 20F: 3 clusters Score -204622.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -204623.250000 Penalty: 3839.584961 Iteration 21Q: 3 clusters Score -204623.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -204624.296875 Penalty: 3839.584961 Iteration 22Q: 3 clusters Score -204624.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -204624.296875 Penalty: 3839.584961 Iteration 23F: 3 clusters Score -204624.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16367 members Mstep: Class 2 contains 304631 members Mstep: Class 3 contains 67346 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 12297 members Mstep: Class 6 contains 33762 members Mstep: Class 7 contains 17777 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 7894 members Mstep: Class 10 contains 10449 members Mstep: Class 11 contains 2499 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9047 members Mstep: Class 14 contains 8534 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268871 members Mstep: Class 17 contains 7644 members Mstep: Class 19 contains 2301 members Entering Unmasked Estep ConsiderDeletion Score: -68893568.000000 Penalty: 60534.062500 Iteration 79Q: 19 clusters Score -6.889357e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 16365 members Mstep: Class 2 contains 304664 members Mstep: Class 3 contains 67339 members Mstep: Class 4 contains 2270 members Mstep: Class 5 contains 12297 members Mstep: Class 6 contains 33761 members Mstep: Class 7 contains 17774 members Mstep: Class 8 contains 572 members Mstep: Class 9 contains 7894 members Mstep: Class 10 contains 10567 members Mstep: Class 11 contains 2499 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9062 members Mstep: Class 14 contains 8392 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268872 members Mstep: Class 17 contains 7640 members Mstep: Class 19 contains 2291 members Entering Unmasked Estep ConsiderDeletion Score: -68893904.000000 Penalty: 60534.062500 Iteration 80F: 19 clusters Score -6.88939e+07 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 16355 members Mstep: Class 2 contains 304676 members Mstep: Class 3 contains 67330 members Mstep: Class 4 contains 2272 members Mstep: Class 5 contains 12297 members Mstep: Class 6 contains 33762 members Mstep: Class 7 contains 17777 members Mstep: Class 8 contains 590 members Mstep: Class 9 contains 7894 members Mstep: Class 10 contains 10688 members Mstep: Class 11 contains 2499 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9071 members Mstep: Class 14 contains 8267 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268876 members Mstep: Class 17 contains 7634 members Mstep: Class 19 contains 2289 members Entering Unmasked Estep ConsiderDeletion Score: -68894232.000000 Penalty: 60534.062500 Iteration 81Q: 19 clusters Score -6.889423e+07 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 16352 members Mstep: Class 2 contains 304673 members Mstep: Class 3 contains 67327 members Mstep: Class 4 contains 2277 members Mstep: Class 5 contains 12297 members Mstep: Class 6 contains 33772 members Mstep: Class 7 contains 17803 members Mstep: Class 8 contains 549 members Mstep: Class 9 contains 7894 members Mstep: Class 10 contains 10794 members Mstep: Class 11 contains 2499 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9081 members Mstep: Class 14 contains 8160 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268885 members Mstep: Class 17 contains 7633 members Mstep: Class 19 contains 2284 members Entering Unmasked Estep ConsiderDeletion Score: -68894264.000000 Penalty: 60534.062500 Iteration 82Q: 19 clusters Score -6.889426e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 16353 members Mstep: Class 2 contains 304666 members Mstep: Class 3 contains 67324 members Mstep: Class 4 contains 2279 members Mstep: Class 5 contains 12297 members Mstep: Class 6 contains 33783 members Mstep: Class 7 contains 17824 members Mstep: Class 8 contains 519 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 10904 members Mstep: Class 11 contains 2499 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9094 members Mstep: Class 14 contains 8061 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268869 members Mstep: Class 17 contains 7634 members Mstep: Class 19 contains 2281 members Entering Unmasked Estep ConsiderDeletion Score: -68894416.000000 Penalty: 60534.062500 Iteration 83Q: 19 clusters Score -6.889442e+07 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 16345 members Mstep: Class 2 contains 304658 members Mstep: Class 3 contains 67315 members Mstep: Class 4 contains 2282 members Mstep: Class 5 contains 12296 members Mstep: Class 6 contains 33789 members Mstep: Class 7 contains 17836 members Mstep: Class 8 contains 509 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 11045 members Mstep: Class 11 contains 2499 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9104 members Mstep: Class 14 contains 7942 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268858 members Mstep: Class 17 contains 7633 members Mstep: Class 19 contains 2276 members Entering Unmasked Estep ConsiderDeletion Score: -68894472.000000 Penalty: 60534.062500 Iteration 84Q: 19 clusters Score -6.889447e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 16338 members Mstep: Class 2 contains 304632 members Mstep: Class 3 contains 67302 members Mstep: Class 4 contains 2286 members Mstep: Class 5 contains 12298 members Mstep: Class 6 contains 33793 members Mstep: Class 7 contains 17843 members Mstep: Class 8 contains 503 members Mstep: Class 9 contains 7892 members Mstep: Class 10 contains 11193 members Mstep: Class 11 contains 2499 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9114 members Mstep: Class 14 contains 7834 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268845 members Mstep: Class 17 contains 7635 members Mstep: Class 19 contains 2273 members Entering Unmasked Estep ConsiderDeletion Score: -68894616.000000 Penalty: 60534.062500 Iteration 85Q: 19 clusters Score -6.889462e+07 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 16332 members Mstep: Class 2 contains 304619 members Mstep: Class 3 contains 67288 members Mstep: Class 4 contains 2287 members Mstep: Class 5 contains 12298 members Mstep: Class 6 contains 33792 members Mstep: Class 7 contains 17851 members Mstep: Class 8 contains 498 members Mstep: Class 9 contains 7892 members Mstep: Class 10 contains 11330 members Mstep: Class 11 contains 2499 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9123 members Mstep: Class 14 contains 7713 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268865 members Mstep: Class 17 contains 7632 members Mstep: Class 19 contains 2261 members Entering Unmasked Estep ConsiderDeletion Score: -68894680.000000 Penalty: 60534.062500 Iteration 86Q: 19 clusters Score -6.889468e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 16330 members Mstep: Class 2 contains 304597 members Mstep: Class 3 contains 67283 members Mstep: Class 4 contains 2288 members Mstep: Class 5 contains 12297 members Mstep: Class 6 contains 33789 members Mstep: Class 7 contains 17849 members Mstep: Class 8 contains 496 members Mstep: Class 9 contains 7892 members Mstep: Class 10 contains 11479 members Mstep: Class 11 contains 2499 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9131 members Mstep: Class 14 contains 7587 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268876 members Mstep: Class 17 contains 7633 members Mstep: Class 19 contains 2254 members Entering Unmasked Estep ConsiderDeletion Score: -68894720.000000 Penalty: 60534.062500 Iteration 87Q: 19 clusters Score -6.889472e+07 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 16326 members Mstep: Class 2 contains 304572 members Mstep: Class 3 contains 67275 members Mstep: Class 4 contains 2289 members Mstep: Class 5 contains 12296 members Mstep: Class 6 contains 33791 members Mstep: Class 7 contains 17850 members Mstep: Class 8 contains 497 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 11631 members Mstep: Class 11 contains 2499 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9138 members Mstep: Class 14 contains 7444 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268901 members Mstep: Class 17 contains 7630 members Mstep: Class 19 contains 2248 members Entering Unmasked Estep ConsiderDeletion Score: -68894832.000000 Penalty: 60534.062500 Iteration 88Q: 19 clusters Score -6.889483e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 16329 members Mstep: Class 2 contains 304549 members Mstep: Class 3 contains 67266 members Mstep: Class 4 contains 2289 members Mstep: Class 5 contains 12296 members Mstep: Class 6 contains 33789 members Mstep: Class 7 contains 17855 members Mstep: Class 8 contains 497 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 11789 members Mstep: Class 11 contains 2500 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9143 members Mstep: Class 14 contains 7283 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268927 members Mstep: Class 17 contains 7631 members Mstep: Class 19 contains 2244 members Entering Unmasked Estep ConsiderDeletion Score: -68894912.000000 Penalty: 60534.062500 Iteration 89Q: 19 clusters Score -6.889491e+07 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 16323 members Mstep: Class 2 contains 304527 members Mstep: Class 3 contains 67260 members Mstep: Class 4 contains 2290 members Mstep: Class 5 contains 12297 members Mstep: Class 6 contains 33785 members Mstep: Class 7 contains 17853 members Mstep: Class 8 contains 497 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 11951 members Mstep: Class 11 contains 2500 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9146 members Mstep: Class 14 contains 7119 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268966 members Mstep: Class 17 contains 7630 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68895000.000000 Penalty: 60534.062500 Iteration 90Q: 19 clusters Score -6.8895e+07 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 16322 members Mstep: Class 2 contains 304491 members Mstep: Class 3 contains 67252 members Mstep: Class 4 contains 2291 members Mstep: Class 5 contains 12297 members Mstep: Class 6 contains 33781 members Mstep: Class 7 contains 17854 members Mstep: Class 8 contains 496 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 12114 members Mstep: Class 11 contains 2500 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9150 members Mstep: Class 14 contains 7005 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268963 members Mstep: Class 17 contains 7629 members Mstep: Class 19 contains 2242 members Entering Unmasked Estep ConsiderDeletion Score: -68895216.000000 Penalty: 60534.062500 Iteration 91Q: 19 clusters Score -6.889522e+07 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 16329 members Mstep: Class 2 contains 304458 members Mstep: Class 3 contains 67236 members Mstep: Class 4 contains 2291 members Mstep: Class 5 contains 12297 members Mstep: Class 6 contains 33780 members Mstep: Class 7 contains 17859 members Mstep: Class 8 contains 495 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 12258 members Mstep: Class 11 contains 2502 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9152 members Mstep: Class 14 contains 6911 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268952 members Mstep: Class 17 contains 7628 members Mstep: Class 19 contains 2239 members Entering Unmasked Estep ConsiderDeletion Score: -68895336.000000 Penalty: 60534.062500 Iteration 92Q: 19 clusters Score -6.889534e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 16331 members Mstep: Class 2 contains 304413 members Mstep: Class 3 contains 67227 members Mstep: Class 4 contains 2290 members Mstep: Class 5 contains 12296 members Mstep: Class 6 contains 33780 members Mstep: Class 7 contains 17861 members Mstep: Class 8 contains 495 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 12389 members Mstep: Class 11 contains 2503 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9157 members Mstep: Class 14 contains 6832 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268946 members Mstep: Class 17 contains 7627 members Mstep: Class 19 contains 2240 members Entering Unmasked Estep ConsiderDeletion Score: -68895472.000000 Penalty: 60534.062500 Iteration 93Q: 19 clusters Score -6.889547e+07 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 16332 members Mstep: Class 2 contains 304350 members Mstep: Class 3 contains 67215 members Mstep: Class 4 contains 2292 members Mstep: Class 5 contains 12297 members Mstep: Class 6 contains 33779 members Mstep: Class 7 contains 17871 members Mstep: Class 8 contains 495 members Mstep: Class 9 contains 7892 members Mstep: Class 10 contains 12521 members Mstep: Class 11 contains 2505 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9157 members Mstep: Class 14 contains 6758 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268947 members Mstep: Class 17 contains 7627 members Mstep: Class 19 contains 2242 members Entering Unmasked Estep ConsiderDeletion Score: -68895760.000000 Penalty: 60534.062500 Iteration 94Q: 19 clusters Score -6.889576e+07 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 16335 members Mstep: Class 2 contains 304267 members Mstep: Class 3 contains 67205 members Mstep: Class 4 contains 2293 members Mstep: Class 5 contains 12298 members Mstep: Class 6 contains 33781 members Mstep: Class 7 contains 17888 members Mstep: Class 8 contains 494 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 12646 members Mstep: Class 11 contains 2505 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9160 members Mstep: Class 14 contains 6693 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268956 members Mstep: Class 17 contains 7625 members Mstep: Class 19 contains 2241 members Entering Unmasked Estep ConsiderDeletion Score: -68895824.000000 Penalty: 60534.062500 Iteration 95Q: 19 clusters Score -6.889582e+07 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 16339 members Mstep: Class 2 contains 304214 members Mstep: Class 3 contains 67196 members Mstep: Class 4 contains 2295 members Mstep: Class 5 contains 12299 members Mstep: Class 6 contains 33774 members Mstep: Class 7 contains 17894 members Mstep: Class 8 contains 493 members Mstep: Class 9 contains 7894 members Mstep: Class 10 contains 12739 members Mstep: Class 11 contains 2505 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9163 members Mstep: Class 14 contains 6645 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268968 members Mstep: Class 17 contains 7622 members Mstep: Class 19 contains 2240 members Entering Unmasked Estep ConsiderDeletion Score: -68896056.000000 Penalty: 60534.062500 Iteration 96Q: 19 clusters Score -6.889606e+07 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 16347 members Mstep: Class 2 contains 304157 members Mstep: Class 3 contains 67190 members Mstep: Class 4 contains 2295 members Mstep: Class 5 contains 12301 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 17896 members Mstep: Class 8 contains 493 members Mstep: Class 9 contains 7895 members Mstep: Class 10 contains 12823 members Mstep: Class 11 contains 2505 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9169 members Mstep: Class 14 contains 6608 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268963 members Mstep: Class 17 contains 7621 members Mstep: Class 19 contains 2242 members Entering Unmasked Estep ConsiderDeletion Score: -68896096.000000 Penalty: 60534.062500 Iteration 97Q: 19 clusters Score -6.88961e+07 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 16353 members Mstep: Class 2 contains 304104 members Mstep: Class 3 contains 67181 members Mstep: Class 4 contains 2295 members Mstep: Class 5 contains 12300 members Mstep: Class 6 contains 33772 members Mstep: Class 7 contains 17895 members Mstep: Class 8 contains 492 members Mstep: Class 9 contains 7896 members Mstep: Class 10 contains 12895 members Mstep: Class 11 contains 2505 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9173 members Mstep: Class 14 contains 6578 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268982 members Mstep: Class 17 contains 7619 members Mstep: Class 19 contains 2240 members Entering Unmasked Estep ConsiderDeletion Score: -68896296.000000 Penalty: 60534.062500 Iteration 98Q: 19 clusters Score -6.88963e+07 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 16359 members Mstep: Class 2 contains 304021 members Mstep: Class 3 contains 67174 members Mstep: Class 4 contains 2296 members Mstep: Class 5 contains 12300 members Mstep: Class 6 contains 33773 members Mstep: Class 7 contains 17893 members Mstep: Class 8 contains 492 members Mstep: Class 9 contains 7897 members Mstep: Class 10 contains 12963 members Mstep: Class 11 contains 2505 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9175 members Mstep: Class 14 contains 6571 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 268999 members Mstep: Class 17 contains 7620 members Mstep: Class 19 contains 2242 members Entering Unmasked Estep ConsiderDeletion Score: -68896352.000000 Penalty: 60534.062500 Iteration 99Q: 19 clusters Score -6.889635e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 16364 members Mstep: Class 2 contains 303919 members Mstep: Class 3 contains 67163 members Mstep: Class 4 contains 2298 members Mstep: Class 5 contains 12300 members Mstep: Class 6 contains 33772 members Mstep: Class 7 contains 17890 members Mstep: Class 8 contains 492 members Mstep: Class 9 contains 7897 members Mstep: Class 10 contains 13023 members Mstep: Class 11 contains 2505 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9179 members Mstep: Class 14 contains 6592 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269023 members Mstep: Class 17 contains 7620 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68896520.000000 Penalty: 60534.062500 Iteration 100F: 19 clusters Score -6.889652e+07 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 16358 members Mstep: Class 2 contains 303825 members Mstep: Class 3 contains 67165 members Mstep: Class 4 contains 2299 members Mstep: Class 5 contains 12300 members Mstep: Class 6 contains 33774 members Mstep: Class 7 contains 17894 members Mstep: Class 8 contains 497 members Mstep: Class 9 contains 7897 members Mstep: Class 10 contains 13077 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9182 members Mstep: Class 14 contains 6600 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269052 members Mstep: Class 17 contains 7617 members Mstep: Class 19 contains 2244 members Entering Unmasked Estep ConsiderDeletion Score: -68896768.000000 Penalty: 60534.062500 Iteration 101Q: 19 clusters Score -6.889677e+07 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16351 members Mstep: Class 2 contains 303728 members Mstep: Class 3 contains 67166 members Mstep: Class 4 contains 2303 members Mstep: Class 5 contains 12299 members Mstep: Class 6 contains 33776 members Mstep: Class 7 contains 17914 members Mstep: Class 8 contains 476 members Mstep: Class 9 contains 7897 members Mstep: Class 10 contains 13112 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9187 members Mstep: Class 14 contains 6615 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269097 members Mstep: Class 17 contains 7617 members Mstep: Class 19 contains 2244 members Entering Unmasked Estep ConsiderDeletion Score: -68896904.000000 Penalty: 60534.062500 Iteration 102Q: 19 clusters Score -6.88969e+07 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16360 members Mstep: Class 2 contains 303619 members Mstep: Class 3 contains 67164 members Mstep: Class 4 contains 2303 members Mstep: Class 5 contains 12299 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 17923 members Mstep: Class 8 contains 465 members Mstep: Class 9 contains 7897 members Mstep: Class 10 contains 13160 members Mstep: Class 11 contains 2505 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9192 members Mstep: Class 14 contains 6625 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269138 members Mstep: Class 17 contains 7617 members Mstep: Class 19 contains 2244 members Entering Unmasked Estep ConsiderDeletion Score: -68896912.000000 Penalty: 60534.062500 Iteration 103Q: 19 clusters Score -6.889691e+07 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16366 members Mstep: Class 2 contains 303502 members Mstep: Class 3 contains 67157 members Mstep: Class 4 contains 2304 members Mstep: Class 5 contains 12299 members Mstep: Class 6 contains 33774 members Mstep: Class 7 contains 17944 members Mstep: Class 8 contains 459 members Mstep: Class 9 contains 7896 members Mstep: Class 10 contains 13199 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9195 members Mstep: Class 14 contains 6681 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269146 members Mstep: Class 17 contains 7616 members Mstep: Class 19 contains 2244 members Entering Unmasked Estep ConsiderDeletion Score: -68897072.000000 Penalty: 60534.062500 Iteration 104Q: 19 clusters Score -6.889707e+07 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16374 members Mstep: Class 2 contains 303391 members Mstep: Class 3 contains 67154 members Mstep: Class 4 contains 2305 members Mstep: Class 5 contains 12301 members Mstep: Class 6 contains 33771 members Mstep: Class 7 contains 17955 members Mstep: Class 8 contains 457 members Mstep: Class 9 contains 7896 members Mstep: Class 10 contains 13232 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9191 members Mstep: Class 14 contains 6728 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269165 members Mstep: Class 17 contains 7616 members Mstep: Class 19 contains 2246 members Entering Unmasked Estep ConsiderDeletion Score: -68897024.000000 Penalty: 60534.062500 Iteration 105Q: 19 clusters Score -6.889702e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16369 members Mstep: Class 2 contains 303289 members Mstep: Class 3 contains 67158 members Mstep: Class 4 contains 2306 members Mstep: Class 5 contains 12303 members Mstep: Class 6 contains 33771 members Mstep: Class 7 contains 17959 members Mstep: Class 8 contains 456 members Mstep: Class 9 contains 7896 members Mstep: Class 10 contains 13260 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9195 members Mstep: Class 14 contains 6765 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269194 members Mstep: Class 17 contains 7616 members Mstep: Class 19 contains 2245 members Entering Unmasked Estep ConsiderDeletion Score: -68897120.000000 Penalty: 60534.062500 Iteration 106Q: 19 clusters Score -6.889712e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16369 members Mstep: Class 2 contains 303199 members Mstep: Class 3 contains 67161 members Mstep: Class 4 contains 2307 members Mstep: Class 5 contains 12303 members Mstep: Class 6 contains 33776 members Mstep: Class 7 contains 17977 members Mstep: Class 8 contains 456 members Mstep: Class 9 contains 7896 members Mstep: Class 10 contains 13272 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9198 members Mstep: Class 14 contains 6779 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269231 members Mstep: Class 17 contains 7613 members Mstep: Class 19 contains 2245 members Entering Unmasked Estep ConsiderDeletion Score: -68897192.000000 Penalty: 60534.062500 Iteration 107Q: 19 clusters Score -6.889719e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16374 members Mstep: Class 2 contains 303121 members Mstep: Class 3 contains 67161 members Mstep: Class 4 contains 2307 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33776 members Mstep: Class 7 contains 17989 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 7897 members Mstep: Class 10 contains 13281 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9199 members Mstep: Class 14 contains 6793 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269271 members Mstep: Class 17 contains 7609 members Mstep: Class 19 contains 2244 members Entering Unmasked Estep ConsiderDeletion Score: -68897168.000000 Penalty: 60534.062500 Iteration 108Q: 19 clusters Score -6.889717e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16376 members Mstep: Class 2 contains 303041 members Mstep: Class 3 contains 67165 members Mstep: Class 4 contains 2307 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33779 members Mstep: Class 7 contains 17997 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 7897 members Mstep: Class 10 contains 13286 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9200 members Mstep: Class 14 contains 6800 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269320 members Mstep: Class 17 contains 7610 members Mstep: Class 19 contains 2244 members Entering Unmasked Estep ConsiderDeletion Score: -68897168.000000 Penalty: 60534.062500 Iteration 109Q: 19 clusters Score -6.889717e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16377 members Mstep: Class 2 contains 302975 members Mstep: Class 3 contains 67166 members Mstep: Class 4 contains 2306 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33777 members Mstep: Class 7 contains 18008 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 7896 members Mstep: Class 10 contains 13288 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9203 members Mstep: Class 14 contains 6813 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269360 members Mstep: Class 17 contains 7609 members Mstep: Class 19 contains 2244 members Entering Unmasked Estep ConsiderDeletion Score: -68897232.000000 Penalty: 60534.062500 Iteration 110Q: 19 clusters Score -6.889723e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16383 members Mstep: Class 2 contains 302947 members Mstep: Class 3 contains 67161 members Mstep: Class 4 contains 2306 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33774 members Mstep: Class 7 contains 18014 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 7894 members Mstep: Class 10 contains 13288 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9205 members Mstep: Class 14 contains 6819 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269377 members Mstep: Class 17 contains 7610 members Mstep: Class 19 contains 2244 members Entering Unmasked Estep ConsiderDeletion Score: -68897296.000000 Penalty: 60534.062500 Iteration 111Q: 19 clusters Score -6.88973e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16380 members Mstep: Class 2 contains 302913 members Mstep: Class 3 contains 67159 members Mstep: Class 4 contains 2307 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33774 members Mstep: Class 7 contains 18017 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 7891 members Mstep: Class 10 contains 13288 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9206 members Mstep: Class 14 contains 6842 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269390 members Mstep: Class 17 contains 7610 members Mstep: Class 19 contains 2245 members Entering Unmasked Estep ConsiderDeletion Score: -68897280.000000 Penalty: 60534.062500 Iteration 112Q: 19 clusters Score -6.889728e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16379 members Mstep: Class 2 contains 302899 members Mstep: Class 3 contains 67156 members Mstep: Class 4 contains 2307 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33776 members Mstep: Class 7 contains 18023 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 7891 members Mstep: Class 10 contains 13290 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9207 members Mstep: Class 14 contains 6840 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269399 members Mstep: Class 17 contains 7609 members Mstep: Class 19 contains 2246 members Entering Unmasked Estep ConsiderDeletion Score: -68897280.000000 Penalty: 60534.062500 Iteration 113Q: 19 clusters Score -6.889728e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 302876 members Mstep: Class 3 contains 67156 members Mstep: Class 4 contains 2307 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33777 members Mstep: Class 7 contains 18029 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 7891 members Mstep: Class 10 contains 13290 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6845 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269408 members Mstep: Class 17 contains 7608 members Mstep: Class 19 contains 2245 members Entering Unmasked Estep ConsiderDeletion Score: -68897328.000000 Penalty: 60534.062500 Iteration 114Q: 19 clusters Score -6.889733e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16382 members Mstep: Class 2 contains 302851 members Mstep: Class 3 contains 67158 members Mstep: Class 4 contains 2307 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33777 members Mstep: Class 7 contains 18031 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 7891 members Mstep: Class 10 contains 13289 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6861 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269416 members Mstep: Class 17 contains 7607 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897288.000000 Penalty: 60534.062500 Iteration 115Q: 19 clusters Score -6.889729e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16382 members Mstep: Class 2 contains 302829 members Mstep: Class 3 contains 67164 members Mstep: Class 4 contains 2307 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33777 members Mstep: Class 7 contains 18033 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 7891 members Mstep: Class 10 contains 13291 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6868 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269421 members Mstep: Class 17 contains 7607 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897280.000000 Penalty: 60534.062500 Iteration 116Q: 19 clusters Score -6.889728e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 302818 members Mstep: Class 3 contains 67163 members Mstep: Class 4 contains 2307 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 18033 members Mstep: Class 8 contains 454 members Mstep: Class 9 contains 7891 members Mstep: Class 10 contains 13292 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9208 members Mstep: Class 14 contains 6879 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269427 members Mstep: Class 17 contains 7606 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897336.000000 Penalty: 60534.062500 Iteration 117Q: 19 clusters Score -6.889734e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 302802 members Mstep: Class 3 contains 67163 members Mstep: Class 4 contains 2307 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33774 members Mstep: Class 7 contains 18036 members Mstep: Class 8 contains 454 members Mstep: Class 9 contains 7891 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9208 members Mstep: Class 14 contains 6889 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269430 members Mstep: Class 17 contains 7606 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897288.000000 Penalty: 60534.062500 Iteration 118Q: 19 clusters Score -6.889729e+07 nChanged 29 Entering ConstructFrom: Score: -68897288.000000 Penalty: 60534.062500 Entering ConstructFrom: Trying to split cluster 1 (16381 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16381 members Entering Unmasked Estep Score: -1510037.125000 Penalty: 2406.561523 Iteration 0F: 2 clusters Score -1510037 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8273 members Mstep: Class 2 contains 8108 members Entering Unmasked Estep Score: -1498248.875000 Penalty: 4813.123047 Iteration 0F: 3 clusters Score -1498249 nChanged 7158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8461 members Mstep: Class 2 contains 7920 members Entering Unmasked Estep Score: -1502068.500000 Penalty: 4813.123047 Iteration 1F: 3 clusters Score -1502068 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8568 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -1502403.750000 Penalty: 4813.123047 Iteration 2F: 3 clusters Score -1502404 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8667 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -1502659.625000 Penalty: 4813.123047 Iteration 3Q: 3 clusters Score -1502660 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8763 members Mstep: Class 2 contains 7618 members Entering Unmasked Estep Score: -1502889.125000 Penalty: 4813.123047 Iteration 4Q: 3 clusters Score -1502889 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8870 members Mstep: Class 2 contains 7511 members Entering Unmasked Estep Score: -1503148.750000 Penalty: 4813.123047 Iteration 5Q: 3 clusters Score -1503149 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9020 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -1503415.375000 Penalty: 4813.123047 Iteration 6Q: 3 clusters Score -1503415 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9151 members Mstep: Class 2 contains 7230 members Entering Unmasked Estep Score: -1503647.625000 Penalty: 4813.123047 Iteration 7Q: 3 clusters Score -1503648 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9264 members Mstep: Class 2 contains 7117 members Entering Unmasked Estep Score: -1503858.250000 Penalty: 4813.123047 Iteration 8Q: 3 clusters Score -1503858 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9430 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -1504051.875000 Penalty: 4813.123047 Iteration 9Q: 3 clusters Score -1504052 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9626 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -1504213.875000 Penalty: 4813.123047 Iteration 10Q: 3 clusters Score -1504214 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9832 members Mstep: Class 2 contains 6549 members Entering Unmasked Estep Score: -1504365.625000 Penalty: 4813.123047 Iteration 11Q: 3 clusters Score -1504366 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10090 members Mstep: Class 2 contains 6291 members Entering Unmasked Estep Score: -1504512.125000 Penalty: 4813.123047 Iteration 12Q: 3 clusters Score -1504512 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10404 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -1504673.375000 Penalty: 4813.123047 Iteration 13Q: 3 clusters Score -1504673 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10773 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -1504845.875000 Penalty: 4813.123047 Iteration 14Q: 3 clusters Score -1504846 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11174 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -1505027.375000 Penalty: 4813.123047 Iteration 15Q: 3 clusters Score -1505027 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11610 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -1505239.625000 Penalty: 4813.123047 Iteration 16Q: 3 clusters Score -1505240 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12076 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -1505466.750000 Penalty: 4813.123047 Iteration 17Q: 3 clusters Score -1505467 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12558 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -1505715.000000 Penalty: 4813.123047 Iteration 18Q: 3 clusters Score -1505715 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13058 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -1505998.000000 Penalty: 4813.123047 Iteration 19Q: 3 clusters Score -1505998 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13574 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -1506301.625000 Penalty: 4813.123047 Iteration 20F: 3 clusters Score -1506302 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14066 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -1506608.375000 Penalty: 4813.123047 Iteration 21Q: 3 clusters Score -1506608 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14529 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -1506925.625000 Penalty: 4813.123047 Iteration 22Q: 3 clusters Score -1506926 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14887 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -1507188.875000 Penalty: 4813.123047 Iteration 23Q: 3 clusters Score -1507189 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15169 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -1507391.250000 Penalty: 4813.123047 Iteration 24Q: 3 clusters Score -1507391 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15361 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -1507522.625000 Penalty: 4813.123047 Iteration 25Q: 3 clusters Score -1507523 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15508 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -1507630.125000 Penalty: 4813.123047 Iteration 26Q: 3 clusters Score -1507630 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15618 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -1507726.375000 Penalty: 4813.123047 Iteration 27Q: 3 clusters Score -1507726 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15701 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -1507801.375000 Penalty: 4813.123047 Iteration 28Q: 3 clusters Score -1507801 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15757 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -1507842.000000 Penalty: 4813.123047 Iteration 29Q: 3 clusters Score -1507842 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15802 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -1507874.875000 Penalty: 4813.123047 Iteration 30Q: 3 clusters Score -1507875 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15829 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -1507897.000000 Penalty: 4813.123047 Iteration 31Q: 3 clusters Score -1507897 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15848 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -1507904.750000 Penalty: 4813.123047 Iteration 32Q: 3 clusters Score -1507905 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15855 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -1507908.750000 Penalty: 4813.123047 Iteration 33Q: 3 clusters Score -1507909 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15866 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -1507917.000000 Penalty: 4813.123047 Iteration 34Q: 3 clusters Score -1507917 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15876 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -1507919.375000 Penalty: 4813.123047 Iteration 35Q: 3 clusters Score -1507919 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15881 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -1507923.375000 Penalty: 4813.123047 Iteration 36Q: 3 clusters Score -1507923 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15885 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -1507926.125000 Penalty: 4813.123047 Iteration 37Q: 3 clusters Score -1507926 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15888 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -1507927.750000 Penalty: 4813.123047 Iteration 38Q: 3 clusters Score -1507928 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15892 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -1507929.375000 Penalty: 4813.123047 Iteration 39Q: 3 clusters Score -1507929 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15899 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -1507933.500000 Penalty: 4813.123047 Iteration 40F: 3 clusters Score -1507934 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15904 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -1507937.500000 Penalty: 4813.123047 Iteration 41Q: 3 clusters Score -1507938 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15907 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -1507939.500000 Penalty: 4813.123047 Iteration 42Q: 3 clusters Score -1507940 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15907 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -1507938.875000 Penalty: 4813.123047 Iteration 43Q: 3 clusters Score -1507939 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15908 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -1507939.375000 Penalty: 4813.123047 Iteration 44Q: 3 clusters Score -1507939 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15908 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -1507939.375000 Penalty: 4813.123047 Iteration 45F: 3 clusters Score -1507939 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (302793 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302793 members Entering Unmasked Estep Score: -27639600.000000 Penalty: 3129.959473 Iteration 0F: 2 clusters Score -2.76396e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151265 members Mstep: Class 2 contains 151528 members Entering Unmasked Estep Score: -27435790.000000 Penalty: 6259.918945 Iteration 0F: 3 clusters Score -2.743579e+07 nChanged 146945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148606 members Mstep: Class 2 contains 154187 members Entering Unmasked Estep Score: -27523624.000000 Penalty: 6259.918945 Iteration 1F: 3 clusters Score -2.752362e+07 nChanged 7720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145874 members Mstep: Class 2 contains 156919 members Entering Unmasked Estep Score: -27524956.000000 Penalty: 6259.918945 Iteration 2Q: 3 clusters Score -2.752496e+07 nChanged 8988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141282 members Mstep: Class 2 contains 161511 members Entering Unmasked Estep Score: -27526932.000000 Penalty: 6259.918945 Iteration 3Q: 3 clusters Score -2.752693e+07 nChanged 11476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133708 members Mstep: Class 2 contains 169085 members Entering Unmasked Estep Score: -27530558.000000 Penalty: 6259.918945 Iteration 4Q: 3 clusters Score -2.753056e+07 nChanged 15051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122083 members Mstep: Class 2 contains 180710 members Entering Unmasked Estep Score: -27537640.000000 Penalty: 6259.918945 Iteration 5Q: 3 clusters Score -2.753764e+07 nChanged 19531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105366 members Mstep: Class 2 contains 197427 members Entering Unmasked Estep Score: -27549068.000000 Penalty: 6259.918945 Iteration 6F: 3 clusters Score -2.754907e+07 nChanged 23169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84175 members Mstep: Class 2 contains 218618 members Entering Unmasked Estep Score: -27565220.000000 Penalty: 6259.918945 Iteration 7F: 3 clusters Score -2.756522e+07 nChanged 24108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61079 members Mstep: Class 2 contains 241714 members Entering Unmasked Estep Score: -27583950.000000 Penalty: 6259.918945 Iteration 8F: 3 clusters Score -2.758395e+07 nChanged 21730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39667 members Mstep: Class 2 contains 263126 members Entering Unmasked Estep Score: -27602448.000000 Penalty: 6259.918945 Iteration 9F: 3 clusters Score -2.760245e+07 nChanged 16711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23020 members Mstep: Class 2 contains 279773 members Entering Unmasked Estep Score: -27617338.000000 Penalty: 6259.918945 Iteration 10F: 3 clusters Score -2.761734e+07 nChanged 10602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12420 members Mstep: Class 2 contains 290373 members Entering Unmasked Estep Score: -27627088.000000 Penalty: 6259.918945 Iteration 11Q: 3 clusters Score -2.762709e+07 nChanged 5532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6890 members Mstep: Class 2 contains 295903 members Entering Unmasked Estep Score: -27632540.000000 Penalty: 6259.918945 Iteration 12Q: 3 clusters Score -2.763254e+07 nChanged 2247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 298070 members Entering Unmasked Estep Score: -27634822.000000 Penalty: 6259.918945 Iteration 13Q: 3 clusters Score -2.763482e+07 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 298828 members Entering Unmasked Estep Score: -27636112.000000 Penalty: 6259.918945 Iteration 14Q: 3 clusters Score -2.763611e+07 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 299125 members Entering Unmasked Estep Score: -27636722.000000 Penalty: 6259.918945 Iteration 15Q: 3 clusters Score -2.763672e+07 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 299283 members Entering Unmasked Estep Score: -27636904.000000 Penalty: 6259.918945 Iteration 16Q: 3 clusters Score -2.76369e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 299422 members Entering Unmasked Estep Score: -27636976.000000 Penalty: 6259.918945 Iteration 17Q: 3 clusters Score -2.763698e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 299538 members Entering Unmasked Estep Score: -27637040.000000 Penalty: 6259.918945 Iteration 18Q: 3 clusters Score -2.763704e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 299621 members Entering Unmasked Estep Score: -27637082.000000 Penalty: 6259.918945 Iteration 19Q: 3 clusters Score -2.763708e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 299691 members Entering Unmasked Estep Score: -27637086.000000 Penalty: 6259.918945 Iteration 20F: 3 clusters Score -2.763709e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 299736 members Entering Unmasked Estep Score: -27637130.000000 Penalty: 6259.918945 Iteration 21Q: 3 clusters Score -2.763713e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 299764 members Entering Unmasked Estep Score: -27637104.000000 Penalty: 6259.918945 Iteration 22Q: 3 clusters Score -2.76371e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 299794 members Entering Unmasked Estep Score: -27637124.000000 Penalty: 6259.918945 Iteration 23Q: 3 clusters Score -2.763712e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 299818 members Entering Unmasked Estep Score: -27637160.000000 Penalty: 6259.918945 Iteration 24Q: 3 clusters Score -2.763716e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 299845 members Entering Unmasked Estep Score: -27637168.000000 Penalty: 6259.918945 Iteration 25Q: 3 clusters Score -2.763717e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 299866 members Entering Unmasked Estep Score: -27637202.000000 Penalty: 6259.918945 Iteration 26Q: 3 clusters Score -2.76372e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 299879 members Entering Unmasked Estep Score: -27637166.000000 Penalty: 6259.918945 Iteration 27Q: 3 clusters Score -2.763717e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 299893 members Entering Unmasked Estep Score: -27637174.000000 Penalty: 6259.918945 Iteration 28Q: 3 clusters Score -2.763717e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 299904 members Entering Unmasked Estep Score: -27637192.000000 Penalty: 6259.918945 Iteration 29Q: 3 clusters Score -2.763719e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 299916 members Entering Unmasked Estep Score: -27637204.000000 Penalty: 6259.918945 Iteration 30Q: 3 clusters Score -2.76372e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 299925 members Entering Unmasked Estep Score: -27637200.000000 Penalty: 6259.918945 Iteration 31Q: 3 clusters Score -2.76372e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 299933 members Entering Unmasked Estep Score: -27637198.000000 Penalty: 6259.918945 Iteration 32Q: 3 clusters Score -2.76372e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 299939 members Entering Unmasked Estep Score: -27637196.000000 Penalty: 6259.918945 Iteration 33Q: 3 clusters Score -2.76372e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 299944 members Entering Unmasked Estep Score: -27637216.000000 Penalty: 6259.918945 Iteration 34Q: 3 clusters Score -2.763722e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 299950 members Entering Unmasked Estep Score: -27637194.000000 Penalty: 6259.918945 Iteration 35Q: 3 clusters Score -2.763719e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 299961 members Entering Unmasked Estep Score: -27637210.000000 Penalty: 6259.918945 Iteration 36Q: 3 clusters Score -2.763721e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 299965 members Entering Unmasked Estep Score: -27637230.000000 Penalty: 6259.918945 Iteration 37Q: 3 clusters Score -2.763723e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 299968 members Entering Unmasked Estep Score: -27637216.000000 Penalty: 6259.918945 Iteration 38Q: 3 clusters Score -2.763722e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 299969 members Entering Unmasked Estep Score: -27637206.000000 Penalty: 6259.918945 Iteration 39Q: 3 clusters Score -2.763721e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 299971 members Entering Unmasked Estep Score: -27637230.000000 Penalty: 6259.918945 Iteration 40F: 3 clusters Score -2.763723e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 299973 members Entering Unmasked Estep Score: -27637246.000000 Penalty: 6259.918945 Iteration 41Q: 3 clusters Score -2.763725e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 299975 members Entering Unmasked Estep Score: -27637250.000000 Penalty: 6259.918945 Iteration 42Q: 3 clusters Score -2.763725e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 299977 members Entering Unmasked Estep Score: -27637244.000000 Penalty: 6259.918945 Iteration 43Q: 3 clusters Score -2.763724e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 299979 members Entering Unmasked Estep Score: -27637242.000000 Penalty: 6259.918945 Iteration 44Q: 3 clusters Score -2.763724e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 299981 members Entering Unmasked Estep Score: -27637248.000000 Penalty: 6259.918945 Iteration 45Q: 3 clusters Score -2.763725e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 299984 members Entering Unmasked Estep Score: -27637242.000000 Penalty: 6259.918945 Iteration 46Q: 3 clusters Score -2.763724e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 299985 members Entering Unmasked Estep Score: -27637240.000000 Penalty: 6259.918945 Iteration 47Q: 3 clusters Score -2.763724e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 299985 members Entering Unmasked Estep Score: -27637240.000000 Penalty: 6259.918945 Iteration 48F: 3 clusters Score -2.763724e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (67163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67163 members Entering Unmasked Estep Score: -6048945.500000 Penalty: 2756.489746 Iteration 0F: 2 clusters Score -6048946 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33643 members Mstep: Class 2 contains 33520 members Entering Unmasked Estep Score: -6004092.500000 Penalty: 5512.979492 Iteration 0F: 3 clusters Score -6004092 nChanged 31380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33385 members Mstep: Class 2 contains 33778 members Entering Unmasked Estep Score: -6021906.000000 Penalty: 5512.979492 Iteration 1F: 3 clusters Score -6021906 nChanged 2836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33055 members Mstep: Class 2 contains 34108 members Entering Unmasked Estep Score: -6022859.500000 Penalty: 5512.979492 Iteration 2Q: 3 clusters Score -6022860 nChanged 2941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32548 members Mstep: Class 2 contains 34615 members Entering Unmasked Estep Score: -6023893.500000 Penalty: 5512.979492 Iteration 3Q: 3 clusters Score -6023894 nChanged 3249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31683 members Mstep: Class 2 contains 35480 members Entering Unmasked Estep Score: -6025144.500000 Penalty: 5512.979492 Iteration 4Q: 3 clusters Score -6025144 nChanged 3402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30603 members Mstep: Class 2 contains 36560 members Entering Unmasked Estep Score: -6026682.000000 Penalty: 5512.979492 Iteration 5F: 3 clusters Score -6026682 nChanged 3631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29250 members Mstep: Class 2 contains 37913 members Entering Unmasked Estep Score: -6028363.000000 Penalty: 5512.979492 Iteration 6F: 3 clusters Score -6028363 nChanged 3597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27709 members Mstep: Class 2 contains 39454 members Entering Unmasked Estep Score: -6030016.500000 Penalty: 5512.979492 Iteration 7F: 3 clusters Score -6030016 nChanged 3305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26054 members Mstep: Class 2 contains 41109 members Entering Unmasked Estep Score: -6031322.000000 Penalty: 5512.979492 Iteration 8Q: 3 clusters Score -6031322 nChanged 3003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24303 members Mstep: Class 2 contains 42860 members Entering Unmasked Estep Score: -6032563.500000 Penalty: 5512.979492 Iteration 9Q: 3 clusters Score -6032564 nChanged 2709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22412 members Mstep: Class 2 contains 44751 members Entering Unmasked Estep Score: -6033650.000000 Penalty: 5512.979492 Iteration 10Q: 3 clusters Score -6033650 nChanged 2560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20318 members Mstep: Class 2 contains 46845 members Entering Unmasked Estep Score: -6034813.500000 Penalty: 5512.979492 Iteration 11Q: 3 clusters Score -6034814 nChanged 2379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18113 members Mstep: Class 2 contains 49050 members Entering Unmasked Estep Score: -6035957.000000 Penalty: 5512.979492 Iteration 12Q: 3 clusters Score -6035957 nChanged 2414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15769 members Mstep: Class 2 contains 51394 members Entering Unmasked Estep Score: -6037202.000000 Penalty: 5512.979492 Iteration 13Q: 3 clusters Score -6037202 nChanged 2436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13355 members Mstep: Class 2 contains 53808 members Entering Unmasked Estep Score: -6038602.500000 Penalty: 5512.979492 Iteration 14Q: 3 clusters Score -6038602 nChanged 2317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11044 members Mstep: Class 2 contains 56119 members Entering Unmasked Estep Score: -6040046.000000 Penalty: 5512.979492 Iteration 15Q: 3 clusters Score -6040046 nChanged 2138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8910 members Mstep: Class 2 contains 58253 members Entering Unmasked Estep Score: -6041482.500000 Penalty: 5512.979492 Iteration 16Q: 3 clusters Score -6041482 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7043 members Mstep: Class 2 contains 60120 members Entering Unmasked Estep Score: -6042736.500000 Penalty: 5512.979492 Iteration 17Q: 3 clusters Score -6042736 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5523 members Mstep: Class 2 contains 61640 members Entering Unmasked Estep Score: -6043743.500000 Penalty: 5512.979492 Iteration 18Q: 3 clusters Score -6043744 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 62819 members Entering Unmasked Estep Score: -6044474.500000 Penalty: 5512.979492 Iteration 19Q: 3 clusters Score -6044474 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 63671 members Entering Unmasked Estep Score: -6044986.500000 Penalty: 5512.979492 Iteration 20F: 3 clusters Score -6044986 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 64306 members Entering Unmasked Estep Score: -6045379.500000 Penalty: 5512.979492 Iteration 21Q: 3 clusters Score -6045380 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 64796 members Entering Unmasked Estep Score: -6045668.500000 Penalty: 5512.979492 Iteration 22Q: 3 clusters Score -6045668 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 65171 members Entering Unmasked Estep Score: -6045869.500000 Penalty: 5512.979492 Iteration 23Q: 3 clusters Score -6045870 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 65452 members Entering Unmasked Estep Score: -6046013.000000 Penalty: 5512.979492 Iteration 24Q: 3 clusters Score -6046013 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 65662 members Entering Unmasked Estep Score: -6046122.500000 Penalty: 5512.979492 Iteration 25Q: 3 clusters Score -6046122 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 65828 members Entering Unmasked Estep Score: -6046224.500000 Penalty: 5512.979492 Iteration 26Q: 3 clusters Score -6046224 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 65962 members Entering Unmasked Estep Score: -6046293.000000 Penalty: 5512.979492 Iteration 27Q: 3 clusters Score -6046293 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 66078 members Entering Unmasked Estep Score: -6046353.000000 Penalty: 5512.979492 Iteration 28Q: 3 clusters Score -6046353 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 66157 members Entering Unmasked Estep Score: -6046397.500000 Penalty: 5512.979492 Iteration 29Q: 3 clusters Score -6046398 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 66220 members Entering Unmasked Estep Score: -6046420.500000 Penalty: 5512.979492 Iteration 30Q: 3 clusters Score -6046420 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 66264 members Entering Unmasked Estep Score: -6046433.000000 Penalty: 5512.979492 Iteration 31Q: 3 clusters Score -6046433 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 66298 members Entering Unmasked Estep Score: -6046455.500000 Penalty: 5512.979492 Iteration 32Q: 3 clusters Score -6046456 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 66335 members Entering Unmasked Estep Score: -6046465.500000 Penalty: 5512.979492 Iteration 33Q: 3 clusters Score -6046466 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 66359 members Entering Unmasked Estep Score: -6046468.500000 Penalty: 5512.979492 Iteration 34Q: 3 clusters Score -6046468 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 66377 members Entering Unmasked Estep Score: -6046475.500000 Penalty: 5512.979492 Iteration 35Q: 3 clusters Score -6046476 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 66388 members Entering Unmasked Estep Score: -6046478.000000 Penalty: 5512.979492 Iteration 36Q: 3 clusters Score -6046478 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 66400 members Entering Unmasked Estep Score: -6046487.000000 Penalty: 5512.979492 Iteration 37Q: 3 clusters Score -6046487 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 66411 members Entering Unmasked Estep Score: -6046507.500000 Penalty: 5512.979492 Iteration 38Q: 3 clusters Score -6046508 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 66420 members Entering Unmasked Estep Score: -6046507.000000 Penalty: 5512.979492 Iteration 39Q: 3 clusters Score -6046507 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 66432 members Entering Unmasked Estep Score: -6046519.500000 Penalty: 5512.979492 Iteration 40F: 3 clusters Score -6046520 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 66439 members Entering Unmasked Estep Score: -6046522.500000 Penalty: 5512.979492 Iteration 41Q: 3 clusters Score -6046522 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 66448 members Entering Unmasked Estep Score: -6046541.500000 Penalty: 5512.979492 Iteration 42Q: 3 clusters Score -6046542 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 66458 members Entering Unmasked Estep Score: -6046548.000000 Penalty: 5512.979492 Iteration 43Q: 3 clusters Score -6046548 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 66463 members Entering Unmasked Estep Score: -6046545.000000 Penalty: 5512.979492 Iteration 44Q: 3 clusters Score -6046545 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 66470 members Entering Unmasked Estep Score: -6046545.000000 Penalty: 5512.979492 Iteration 45Q: 3 clusters Score -6046545 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 66473 members Entering Unmasked Estep Score: -6046545.500000 Penalty: 5512.979492 Iteration 46Q: 3 clusters Score -6046546 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 66476 members Entering Unmasked Estep Score: -6046550.000000 Penalty: 5512.979492 Iteration 47Q: 3 clusters Score -6046550 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 66478 members Entering Unmasked Estep Score: -6046548.500000 Penalty: 5512.979492 Iteration 48Q: 3 clusters Score -6046548 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 66480 members Entering Unmasked Estep Score: -6046544.500000 Penalty: 5512.979492 Iteration 49Q: 3 clusters Score -6046544 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 66482 members Entering Unmasked Estep Score: -6046548.500000 Penalty: 5512.979492 Iteration 50Q: 3 clusters Score -6046548 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 66482 members Entering Unmasked Estep Score: -6046554.500000 Penalty: 5512.979492 Iteration 51Q: 3 clusters Score -6046554 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 66483 members Entering Unmasked Estep Score: -6046562.000000 Penalty: 5512.979492 Iteration 52Q: 3 clusters Score -6046562 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 66485 members Entering Unmasked Estep Score: -6046562.500000 Penalty: 5512.979492 Iteration 53Q: 3 clusters Score -6046562 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 66486 members Entering Unmasked Estep Score: -6046548.000000 Penalty: 5512.979492 Iteration 54Q: 3 clusters Score -6046548 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 66487 members Entering Unmasked Estep Score: -6046550.500000 Penalty: 5512.979492 Iteration 55Q: 3 clusters Score -6046550 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 66488 members Entering Unmasked Estep Score: -6046556.000000 Penalty: 5512.979492 Iteration 56Q: 3 clusters Score -6046556 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 66488 members Entering Unmasked Estep Score: -6046556.000000 Penalty: 5512.979492 Iteration 57F: 3 clusters Score -6046556 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2307 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Entering Unmasked Estep Score: -206393.062500 Penalty: 1920.438477 Iteration 0F: 2 clusters Score -206393.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -203604.343750 Penalty: 3840.876953 Iteration 0F: 3 clusters Score -203604.3 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -204132.281250 Penalty: 3840.876953 Iteration 1F: 3 clusters Score -204132.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -204262.265625 Penalty: 3840.876953 Iteration 2F: 3 clusters Score -204262.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -204351.421875 Penalty: 3840.876953 Iteration 3Q: 3 clusters Score -204351.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -204406.828125 Penalty: 3840.876953 Iteration 4Q: 3 clusters Score -204406.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -204459.671875 Penalty: 3840.876953 Iteration 5Q: 3 clusters Score -204459.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -204488.281250 Penalty: 3840.876953 Iteration 6Q: 3 clusters Score -204488.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -204513.359375 Penalty: 3840.876953 Iteration 7Q: 3 clusters Score -204513.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -204536.484375 Penalty: 3840.876953 Iteration 8Q: 3 clusters Score -204536.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -204557.609375 Penalty: 3840.876953 Iteration 9Q: 3 clusters Score -204557.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -204581.312500 Penalty: 3840.876953 Iteration 10Q: 3 clusters Score -204581.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -204600.890625 Penalty: 3840.876953 Iteration 11Q: 3 clusters Score -204600.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -204617.484375 Penalty: 3840.876953 Iteration 12Q: 3 clusters Score -204617.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -204637.562500 Penalty: 3840.876953 Iteration 13Q: 3 clusters Score -204637.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -204657.296875 Penalty: 3840.876953 Iteration 14Q: 3 clusters Score -204657.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -204670.562500 Penalty: 3840.876953 Iteration 15Q: 3 clusters Score -204670.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -204693.062500 Penalty: 3840.876953 Iteration 16Q: 3 clusters Score -204693.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -204713.625000 Penalty: 3840.876953 Iteration 17Q: 3 clusters Score -204713.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -204734.421875 Penalty: 3840.876953 Iteration 18Q: 3 clusters Score -204734.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -204744.375000 Penalty: 3840.876953 Iteration 19Q: 3 clusters Score -204744.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -204762.296875 Penalty: 3840.876953 Iteration 20F: 3 clusters Score -204762.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -204783.828125 Penalty: 3840.876953 Iteration 21Q: 3 clusters Score -204783.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -204803.687500 Penalty: 3840.876953 Iteration 22Q: 3 clusters Score -204803.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -204818.046875 Penalty: 3840.876953 Iteration 23Q: 3 clusters Score -204818 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -204831.703125 Penalty: 3840.876953 Iteration 24Q: 3 clusters Score -204831.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -204850.375000 Penalty: 3840.876953 Iteration 25Q: 3 clusters Score -204850.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -204862.671875 Penalty: 3840.876953 Iteration 26Q: 3 clusters Score -204862.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -204870.687500 Penalty: 3840.876953 Iteration 27Q: 3 clusters Score -204870.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -204883.203125 Penalty: 3840.876953 Iteration 28Q: 3 clusters Score -204883.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -204896.171875 Penalty: 3840.876953 Iteration 29Q: 3 clusters Score -204896.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -204904.843750 Penalty: 3840.876953 Iteration 30Q: 3 clusters Score -204904.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -204909.859375 Penalty: 3840.876953 Iteration 31Q: 3 clusters Score -204909.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -204913.859375 Penalty: 3840.876953 Iteration 32Q: 3 clusters Score -204913.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -204918.078125 Penalty: 3840.876953 Iteration 33Q: 3 clusters Score -204918.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -204921.593750 Penalty: 3840.876953 Iteration 34Q: 3 clusters Score -204921.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -204928.484375 Penalty: 3840.876953 Iteration 35Q: 3 clusters Score -204928.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -204934.359375 Penalty: 3840.876953 Iteration 36Q: 3 clusters Score -204934.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -204939.328125 Penalty: 3840.876953 Iteration 37Q: 3 clusters Score -204939.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -204944.125000 Penalty: 3840.876953 Iteration 38Q: 3 clusters Score -204944.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -204947.359375 Penalty: 3840.876953 Iteration 39Q: 3 clusters Score -204947.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -204952.609375 Penalty: 3840.876953 Iteration 40F: 3 clusters Score -204952.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -204959.984375 Penalty: 3840.876953 Iteration 41Q: 3 clusters Score -204960 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -204973.406250 Penalty: 3840.876953 Iteration 42Q: 3 clusters Score -204973.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -204980.906250 Penalty: 3840.876953 Iteration 43Q: 3 clusters Score -204980.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -204985.890625 Penalty: 3840.876953 Iteration 44Q: 3 clusters Score -204985.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -204992.312500 Penalty: 3840.876953 Iteration 45Q: 3 clusters Score -204992.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -204992.656250 Penalty: 3840.876953 Iteration 46Q: 3 clusters Score -204992.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -204992.656250 Penalty: 3840.876953 Iteration 47F: 3 clusters Score -204992.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (12305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12305 members Entering Unmasked Estep Score: -1131745.625000 Penalty: 2335.604736 Iteration 0F: 2 clusters Score -1131746 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -1122580.750000 Penalty: 4671.209473 Iteration 0F: 3 clusters Score -1122581 nChanged 5198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 5864 members Entering Unmasked Estep Score: -1125259.875000 Penalty: 4671.209473 Iteration 1F: 3 clusters Score -1125260 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 5773 members Entering Unmasked Estep Score: -1125542.375000 Penalty: 4671.209473 Iteration 2F: 3 clusters Score -1125542 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 5683 members Entering Unmasked Estep Score: -1125739.000000 Penalty: 4671.209473 Iteration 3Q: 3 clusters Score -1125739 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -1125917.750000 Penalty: 4671.209473 Iteration 4Q: 3 clusters Score -1125918 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6896 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -1126073.125000 Penalty: 4671.209473 Iteration 5Q: 3 clusters Score -1126073 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 5222 members Entering Unmasked Estep Score: -1126219.125000 Penalty: 4671.209473 Iteration 6Q: 3 clusters Score -1126219 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7296 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -1126369.625000 Penalty: 4671.209473 Iteration 7Q: 3 clusters Score -1126370 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7496 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -1126486.000000 Penalty: 4671.209473 Iteration 8Q: 3 clusters Score -1126486 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7759 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -1126650.625000 Penalty: 4671.209473 Iteration 9Q: 3 clusters Score -1126651 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8070 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -1126832.375000 Penalty: 4671.209473 Iteration 10Q: 3 clusters Score -1126832 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8436 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -1127065.750000 Penalty: 4671.209473 Iteration 11Q: 3 clusters Score -1127066 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8870 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -1127351.500000 Penalty: 4671.209473 Iteration 12Q: 3 clusters Score -1127352 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9327 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -1127679.375000 Penalty: 4671.209473 Iteration 13Q: 3 clusters Score -1127679 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9825 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -1128048.375000 Penalty: 4671.209473 Iteration 14Q: 3 clusters Score -1128048 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10280 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -1128413.375000 Penalty: 4671.209473 Iteration 15Q: 3 clusters Score -1128413 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10686 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -1128726.125000 Penalty: 4671.209473 Iteration 16Q: 3 clusters Score -1128726 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11018 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -1128973.000000 Penalty: 4671.209473 Iteration 17Q: 3 clusters Score -1128973 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11278 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -1129178.500000 Penalty: 4671.209473 Iteration 18Q: 3 clusters Score -1129178 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11483 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -1129346.500000 Penalty: 4671.209473 Iteration 19Q: 3 clusters Score -1129346 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11635 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -1129482.000000 Penalty: 4671.209473 Iteration 20F: 3 clusters Score -1129482 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11744 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -1129588.750000 Penalty: 4671.209473 Iteration 21Q: 3 clusters Score -1129589 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11820 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -1129652.125000 Penalty: 4671.209473 Iteration 22Q: 3 clusters Score -1129652 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11871 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -1129701.375000 Penalty: 4671.209473 Iteration 23Q: 3 clusters Score -1129701 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11899 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -1129724.250000 Penalty: 4671.209473 Iteration 24Q: 3 clusters Score -1129724 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11921 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -1129749.250000 Penalty: 4671.209473 Iteration 25Q: 3 clusters Score -1129749 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11935 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -1129759.250000 Penalty: 4671.209473 Iteration 26Q: 3 clusters Score -1129759 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11943 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1129766.375000 Penalty: 4671.209473 Iteration 27Q: 3 clusters Score -1129766 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11949 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -1129772.625000 Penalty: 4671.209473 Iteration 28Q: 3 clusters Score -1129773 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11949 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -1129775.250000 Penalty: 4671.209473 Iteration 29Q: 3 clusters Score -1129775 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11951 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -1129782.500000 Penalty: 4671.209473 Iteration 30Q: 3 clusters Score -1129782 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11954 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -1129782.375000 Penalty: 4671.209473 Iteration 31Q: 3 clusters Score -1129782 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11954 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -1129782.375000 Penalty: 4671.209473 Iteration 32F: 3 clusters Score -1129782 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (33774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33774 members Entering Unmasked Estep Score: -2964469.000000 Penalty: 2586.006592 Iteration 0F: 2 clusters Score -2964469 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16801 members Mstep: Class 2 contains 16973 members Entering Unmasked Estep Score: -2941490.750000 Penalty: 5172.013184 Iteration 0F: 3 clusters Score -2941491 nChanged 15328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15615 members Mstep: Class 2 contains 18159 members Entering Unmasked Estep Score: -2951049.500000 Penalty: 5172.013184 Iteration 1F: 3 clusters Score -2951050 nChanged 2607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14414 members Mstep: Class 2 contains 19360 members Entering Unmasked Estep Score: -2953513.500000 Penalty: 5172.013184 Iteration 2F: 3 clusters Score -2953514 nChanged 3281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12537 members Mstep: Class 2 contains 21237 members Entering Unmasked Estep Score: -2956279.500000 Penalty: 5172.013184 Iteration 3F: 3 clusters Score -2956280 nChanged 3143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10354 members Mstep: Class 2 contains 23420 members Entering Unmasked Estep Score: -2958773.750000 Penalty: 5172.013184 Iteration 4F: 3 clusters Score -2958774 nChanged 2537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8365 members Mstep: Class 2 contains 25409 members Entering Unmasked Estep Score: -2960731.250000 Penalty: 5172.013184 Iteration 5F: 3 clusters Score -2960731 nChanged 1869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 27032 members Entering Unmasked Estep Score: -2962088.750000 Penalty: 5172.013184 Iteration 6F: 3 clusters Score -2962089 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 28190 members Entering Unmasked Estep Score: -2962915.250000 Penalty: 5172.013184 Iteration 7Q: 3 clusters Score -2962915 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 29064 members Entering Unmasked Estep Score: -2963513.250000 Penalty: 5172.013184 Iteration 8Q: 3 clusters Score -2963513 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 29752 members Entering Unmasked Estep Score: -2963957.500000 Penalty: 5172.013184 Iteration 9Q: 3 clusters Score -2963958 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 30293 members Entering Unmasked Estep Score: -2964244.000000 Penalty: 5172.013184 Iteration 10Q: 3 clusters Score -2964244 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 30726 members Entering Unmasked Estep Score: -2964467.750000 Penalty: 5172.013184 Iteration 11Q: 3 clusters Score -2964468 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 31055 members Entering Unmasked Estep Score: -2964628.500000 Penalty: 5172.013184 Iteration 12Q: 3 clusters Score -2964628 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 31309 members Entering Unmasked Estep Score: -2964750.500000 Penalty: 5172.013184 Iteration 13Q: 3 clusters Score -2964750 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 31500 members Entering Unmasked Estep Score: -2964808.250000 Penalty: 5172.013184 Iteration 14Q: 3 clusters Score -2964808 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 31632 members Entering Unmasked Estep Score: -2964857.500000 Penalty: 5172.013184 Iteration 15Q: 3 clusters Score -2964858 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 31737 members Entering Unmasked Estep Score: -2964899.500000 Penalty: 5172.013184 Iteration 16Q: 3 clusters Score -2964900 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 31824 members Entering Unmasked Estep Score: -2964936.750000 Penalty: 5172.013184 Iteration 17Q: 3 clusters Score -2964937 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 31897 members Entering Unmasked Estep Score: -2964964.750000 Penalty: 5172.013184 Iteration 18Q: 3 clusters Score -2964965 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 31957 members Entering Unmasked Estep Score: -2964987.500000 Penalty: 5172.013184 Iteration 19Q: 3 clusters Score -2964988 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 31994 members Entering Unmasked Estep Score: -2965006.250000 Penalty: 5172.013184 Iteration 20F: 3 clusters Score -2965006 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 32019 members Entering Unmasked Estep Score: -2965018.000000 Penalty: 5172.013184 Iteration 21Q: 3 clusters Score -2965018 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 32040 members Entering Unmasked Estep Score: -2965021.500000 Penalty: 5172.013184 Iteration 22Q: 3 clusters Score -2965022 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 32055 members Entering Unmasked Estep Score: -2965036.000000 Penalty: 5172.013184 Iteration 23Q: 3 clusters Score -2965036 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 32070 members Entering Unmasked Estep Score: -2965038.250000 Penalty: 5172.013184 Iteration 24Q: 3 clusters Score -2965038 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 32078 members Entering Unmasked Estep Score: -2965037.500000 Penalty: 5172.013184 Iteration 25Q: 3 clusters Score -2965038 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 32084 members Entering Unmasked Estep Score: -2965040.000000 Penalty: 5172.013184 Iteration 26Q: 3 clusters Score -2965040 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 32093 members Entering Unmasked Estep Score: -2965050.000000 Penalty: 5172.013184 Iteration 27Q: 3 clusters Score -2965050 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 32102 members Entering Unmasked Estep Score: -2965052.000000 Penalty: 5172.013184 Iteration 28Q: 3 clusters Score -2965052 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 32115 members Entering Unmasked Estep Score: -2965058.000000 Penalty: 5172.013184 Iteration 29Q: 3 clusters Score -2965058 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 32124 members Entering Unmasked Estep Score: -2965065.000000 Penalty: 5172.013184 Iteration 30Q: 3 clusters Score -2965065 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 32136 members Entering Unmasked Estep Score: -2965078.250000 Penalty: 5172.013184 Iteration 31Q: 3 clusters Score -2965078 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 32159 members Entering Unmasked Estep Score: -2965086.500000 Penalty: 5172.013184 Iteration 32Q: 3 clusters Score -2965086 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 32177 members Entering Unmasked Estep Score: -2965108.750000 Penalty: 5172.013184 Iteration 33Q: 3 clusters Score -2965109 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 32182 members Entering Unmasked Estep Score: -2965120.500000 Penalty: 5172.013184 Iteration 34Q: 3 clusters Score -2965120 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 32190 members Entering Unmasked Estep Score: -2965127.750000 Penalty: 5172.013184 Iteration 35Q: 3 clusters Score -2965128 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 32191 members Entering Unmasked Estep Score: -2965134.250000 Penalty: 5172.013184 Iteration 36Q: 3 clusters Score -2965134 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 32188 members Entering Unmasked Estep Score: -2965138.500000 Penalty: 5172.013184 Iteration 37Q: 3 clusters Score -2965138 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 32184 members Entering Unmasked Estep Score: -2965135.250000 Penalty: 5172.013184 Iteration 38Q: 3 clusters Score -2965135 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 32187 members Entering Unmasked Estep Score: -2965134.750000 Penalty: 5172.013184 Iteration 39Q: 3 clusters Score -2965135 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 32194 members Entering Unmasked Estep Score: -2965139.750000 Penalty: 5172.013184 Iteration 40F: 3 clusters Score -2965140 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 32201 members Entering Unmasked Estep Score: -2965142.500000 Penalty: 5172.013184 Iteration 41Q: 3 clusters Score -2965142 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 32209 members Entering Unmasked Estep Score: -2965142.500000 Penalty: 5172.013184 Iteration 42Q: 3 clusters Score -2965142 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 32215 members Entering Unmasked Estep Score: -2965148.500000 Penalty: 5172.013184 Iteration 43Q: 3 clusters Score -2965148 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 32217 members Entering Unmasked Estep Score: -2965154.500000 Penalty: 5172.013184 Iteration 44Q: 3 clusters Score -2965154 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 32219 members Entering Unmasked Estep Score: -2965159.750000 Penalty: 5172.013184 Iteration 45Q: 3 clusters Score -2965160 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 32223 members Entering Unmasked Estep Score: -2965160.000000 Penalty: 5172.013184 Iteration 46Q: 3 clusters Score -2965160 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 32223 members Entering Unmasked Estep Score: -2965165.000000 Penalty: 5172.013184 Iteration 47Q: 3 clusters Score -2965165 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 32227 members Entering Unmasked Estep Score: -2965166.500000 Penalty: 5172.013184 Iteration 48Q: 3 clusters Score -2965166 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 32233 members Entering Unmasked Estep Score: -2965175.000000 Penalty: 5172.013184 Iteration 49Q: 3 clusters Score -2965175 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 32237 members Entering Unmasked Estep Score: -2965181.000000 Penalty: 5172.013184 Iteration 50Q: 3 clusters Score -2965181 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 32238 members Entering Unmasked Estep Score: -2965189.750000 Penalty: 5172.013184 Iteration 51Q: 3 clusters Score -2965190 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 32236 members Entering Unmasked Estep Score: -2965188.000000 Penalty: 5172.013184 Iteration 52Q: 3 clusters Score -2965188 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 32237 members Entering Unmasked Estep Score: -2965191.250000 Penalty: 5172.013184 Iteration 53Q: 3 clusters Score -2965191 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 32236 members Entering Unmasked Estep Score: -2965190.250000 Penalty: 5172.013184 Iteration 54Q: 3 clusters Score -2965190 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 32234 members Entering Unmasked Estep Score: -2965190.000000 Penalty: 5172.013184 Iteration 55Q: 3 clusters Score -2965190 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 32232 members Entering Unmasked Estep Score: -2965191.500000 Penalty: 5172.013184 Iteration 56Q: 3 clusters Score -2965192 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 32231 members Entering Unmasked Estep Score: -2965194.250000 Penalty: 5172.013184 Iteration 57Q: 3 clusters Score -2965194 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 32231 members Entering Unmasked Estep Score: -2965194.250000 Penalty: 5172.013184 Iteration 58F: 3 clusters Score -2965194 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 302793 members Mstep: Class 3 contains 67163 members Mstep: Class 4 contains 2307 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 1543 members Mstep: Class 7 contains 18038 members Mstep: Class 8 contains 454 members Mstep: Class 9 contains 7891 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6896 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269429 members Mstep: Class 17 contains 7606 members Mstep: Class 18 contains 32231 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep Score: -68897216.000000 Penalty: 63897.066406 Splitting cluster 6 changes total score from -68897288.000000 to -68897216.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (18038 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18038 members Entering Unmasked Estep Score: -1480944.125000 Penalty: 2430.458496 Iteration 0F: 2 clusters Score -1480944 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9181 members Mstep: Class 2 contains 8857 members Entering Unmasked Estep Score: -1468128.625000 Penalty: 4860.916992 Iteration 0F: 3 clusters Score -1468129 nChanged 7827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9830 members Mstep: Class 2 contains 8208 members Entering Unmasked Estep Score: -1472469.000000 Penalty: 4860.916992 Iteration 1F: 3 clusters Score -1472469 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10182 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -1473118.500000 Penalty: 4860.916992 Iteration 2F: 3 clusters Score -1473118 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10560 members Mstep: Class 2 contains 7478 members Entering Unmasked Estep Score: -1473884.000000 Penalty: 4860.916992 Iteration 3F: 3 clusters Score -1473884 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11030 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -1474674.500000 Penalty: 4860.916992 Iteration 4F: 3 clusters Score -1474674 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11475 members Mstep: Class 2 contains 6563 members Entering Unmasked Estep Score: -1475383.500000 Penalty: 4860.916992 Iteration 5F: 3 clusters Score -1475384 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11970 members Mstep: Class 2 contains 6068 members Entering Unmasked Estep Score: -1476046.000000 Penalty: 4860.916992 Iteration 6F: 3 clusters Score -1476046 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12428 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -1476551.875000 Penalty: 4860.916992 Iteration 7Q: 3 clusters Score -1476552 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12878 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -1476989.750000 Penalty: 4860.916992 Iteration 8Q: 3 clusters Score -1476990 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13355 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -1477413.000000 Penalty: 4860.916992 Iteration 9Q: 3 clusters Score -1477413 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13826 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -1477867.500000 Penalty: 4860.916992 Iteration 10Q: 3 clusters Score -1477868 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14244 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -1478343.875000 Penalty: 4860.916992 Iteration 11Q: 3 clusters Score -1478344 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14545 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -1478765.375000 Penalty: 4860.916992 Iteration 12Q: 3 clusters Score -1478765 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14791 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -1479123.625000 Penalty: 4860.916992 Iteration 13Q: 3 clusters Score -1479124 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14974 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -1479391.250000 Penalty: 4860.916992 Iteration 14Q: 3 clusters Score -1479391 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15123 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -1479583.750000 Penalty: 4860.916992 Iteration 15Q: 3 clusters Score -1479584 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15250 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -1479717.125000 Penalty: 4860.916992 Iteration 16Q: 3 clusters Score -1479717 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15349 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -1479807.125000 Penalty: 4860.916992 Iteration 17Q: 3 clusters Score -1479807 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15425 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -1479861.375000 Penalty: 4860.916992 Iteration 18Q: 3 clusters Score -1479861 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15484 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -1479888.375000 Penalty: 4860.916992 Iteration 19Q: 3 clusters Score -1479888 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15530 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -1479916.250000 Penalty: 4860.916992 Iteration 20F: 3 clusters Score -1479916 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15576 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -1479935.375000 Penalty: 4860.916992 Iteration 21Q: 3 clusters Score -1479935 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15614 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -1479953.125000 Penalty: 4860.916992 Iteration 22Q: 3 clusters Score -1479953 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15646 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -1479965.125000 Penalty: 4860.916992 Iteration 23Q: 3 clusters Score -1479965 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15675 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -1479985.125000 Penalty: 4860.916992 Iteration 24Q: 3 clusters Score -1479985 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15691 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -1479991.500000 Penalty: 4860.916992 Iteration 25Q: 3 clusters Score -1479992 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15708 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -1479996.250000 Penalty: 4860.916992 Iteration 26Q: 3 clusters Score -1479996 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15722 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -1480002.500000 Penalty: 4860.916992 Iteration 27Q: 3 clusters Score -1480002 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15737 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -1480005.250000 Penalty: 4860.916992 Iteration 28Q: 3 clusters Score -1480005 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15752 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -1480012.750000 Penalty: 4860.916992 Iteration 29Q: 3 clusters Score -1480013 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15763 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -1480016.375000 Penalty: 4860.916992 Iteration 30Q: 3 clusters Score -1480016 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15772 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -1480019.375000 Penalty: 4860.916992 Iteration 31Q: 3 clusters Score -1480019 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15778 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -1480022.625000 Penalty: 4860.916992 Iteration 32Q: 3 clusters Score -1480023 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15785 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -1480021.875000 Penalty: 4860.916992 Iteration 33Q: 3 clusters Score -1480022 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15791 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -1480021.875000 Penalty: 4860.916992 Iteration 34Q: 3 clusters Score -1480022 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15796 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -1480020.750000 Penalty: 4860.916992 Iteration 35Q: 3 clusters Score -1480021 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15805 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -1480023.500000 Penalty: 4860.916992 Iteration 36Q: 3 clusters Score -1480024 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15812 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -1480026.250000 Penalty: 4860.916992 Iteration 37Q: 3 clusters Score -1480026 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15813 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -1480028.250000 Penalty: 4860.916992 Iteration 38Q: 3 clusters Score -1480028 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15814 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -1480027.125000 Penalty: 4860.916992 Iteration 39Q: 3 clusters Score -1480027 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15816 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -1480027.500000 Penalty: 4860.916992 Iteration 40F: 3 clusters Score -1480028 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15817 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -1480026.000000 Penalty: 4860.916992 Iteration 41Q: 3 clusters Score -1480026 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15819 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -1480026.125000 Penalty: 4860.916992 Iteration 42Q: 3 clusters Score -1480026 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15819 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -1480026.125000 Penalty: 4860.916992 Iteration 43F: 3 clusters Score -1480026 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Entering Unmasked Estep Score: -29387.507812 Penalty: 1517.288086 Iteration 0F: 2 clusters Score -29387.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -28038.689453 Penalty: 3034.576172 Iteration 0F: 3 clusters Score -28038.69 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -28366.863281 Penalty: 3034.576172 Iteration 1F: 3 clusters Score -28366.86 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -28512.371094 Penalty: 3034.576172 Iteration 2F: 3 clusters Score -28512.37 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -28816.923828 Penalty: 3034.576172 Iteration 3F: 3 clusters Score -28816.92 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -28943.781250 Penalty: 3034.576172 Iteration 4F: 3 clusters Score -28943.78 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -29054.306641 Penalty: 3034.576172 Iteration 5Q: 3 clusters Score -29054.31 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -29120.685547 Penalty: 3034.576172 Iteration 6Q: 3 clusters Score -29120.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -29153.943359 Penalty: 3034.576172 Iteration 7Q: 3 clusters Score -29153.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -29168.343750 Penalty: 3034.576172 Iteration 8Q: 3 clusters Score -29168.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -29168.343750 Penalty: 3034.576172 Iteration 9F: 3 clusters Score -29168.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7891 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7891 members Entering Unmasked Estep Score: -711827.500000 Penalty: 2225.422607 Iteration 0F: 2 clusters Score -711827.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -705587.187500 Penalty: 4450.845215 Iteration 0F: 3 clusters Score -705587.2 nChanged 3183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -707287.687500 Penalty: 4450.845215 Iteration 1F: 3 clusters Score -707287.7 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -707544.125000 Penalty: 4450.845215 Iteration 2F: 3 clusters Score -707544.1 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -707737.125000 Penalty: 4450.845215 Iteration 3F: 3 clusters Score -707737.1 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -707882.250000 Penalty: 4450.845215 Iteration 4Q: 3 clusters Score -707882.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -708008.812500 Penalty: 4450.845215 Iteration 5Q: 3 clusters Score -708008.8 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -708147.062500 Penalty: 4450.845215 Iteration 6Q: 3 clusters Score -708147.1 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -708279.750000 Penalty: 4450.845215 Iteration 7Q: 3 clusters Score -708279.8 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5442 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -708450.062500 Penalty: 4450.845215 Iteration 8Q: 3 clusters Score -708450.1 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5726 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -708659.937500 Penalty: 4450.845215 Iteration 9Q: 3 clusters Score -708659.9 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -708873.437500 Penalty: 4450.845215 Iteration 10Q: 3 clusters Score -708873.4 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -709093.562500 Penalty: 4450.845215 Iteration 11Q: 3 clusters Score -709093.6 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -709271.062500 Penalty: 4450.845215 Iteration 12Q: 3 clusters Score -709271.1 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -709426.437500 Penalty: 4450.845215 Iteration 13Q: 3 clusters Score -709426.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6928 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -709558.687500 Penalty: 4450.845215 Iteration 14Q: 3 clusters Score -709558.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -709671.875000 Penalty: 4450.845215 Iteration 15Q: 3 clusters Score -709671.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7167 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -709754.937500 Penalty: 4450.845215 Iteration 16Q: 3 clusters Score -709754.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7259 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -709843.125000 Penalty: 4450.845215 Iteration 17Q: 3 clusters Score -709843.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -709905.187500 Penalty: 4450.845215 Iteration 18Q: 3 clusters Score -709905.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7354 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -709957.312500 Penalty: 4450.845215 Iteration 19Q: 3 clusters Score -709957.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7384 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -709988.750000 Penalty: 4450.845215 Iteration 20F: 3 clusters Score -709988.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7405 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -710007.437500 Penalty: 4450.845215 Iteration 21Q: 3 clusters Score -710007.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7420 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -710025.000000 Penalty: 4450.845215 Iteration 22Q: 3 clusters Score -710025 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7431 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -710031.812500 Penalty: 4450.845215 Iteration 23Q: 3 clusters Score -710031.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7442 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -710040.312500 Penalty: 4450.845215 Iteration 24Q: 3 clusters Score -710040.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7445 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -710044.812500 Penalty: 4450.845215 Iteration 25Q: 3 clusters Score -710044.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -710048.375000 Penalty: 4450.845215 Iteration 26Q: 3 clusters Score -710048.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7451 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -710050.687500 Penalty: 4450.845215 Iteration 27Q: 3 clusters Score -710050.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7451 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -710053.437500 Penalty: 4450.845215 Iteration 28Q: 3 clusters Score -710053.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7452 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -710059.187500 Penalty: 4450.845215 Iteration 29Q: 3 clusters Score -710059.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7459 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -710065.125000 Penalty: 4450.845215 Iteration 30Q: 3 clusters Score -710065.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -710070.375000 Penalty: 4450.845215 Iteration 31Q: 3 clusters Score -710070.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7466 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -710072.187500 Penalty: 4450.845215 Iteration 32Q: 3 clusters Score -710072.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -710071.812500 Penalty: 4450.845215 Iteration 33Q: 3 clusters Score -710071.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -710071.812500 Penalty: 4450.845215 Iteration 34F: 3 clusters Score -710071.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (13293 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13293 members Entering Unmasked Estep Score: -1217359.125000 Penalty: 2354.758301 Iteration 0F: 2 clusters Score -1217359 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 6730 members Entering Unmasked Estep Score: -1207578.500000 Penalty: 4709.516602 Iteration 0F: 3 clusters Score -1207578 nChanged 5727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 6913 members Entering Unmasked Estep Score: -1210728.125000 Penalty: 4709.516602 Iteration 1F: 3 clusters Score -1210728 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 6997 members Entering Unmasked Estep Score: -1211082.000000 Penalty: 4709.516602 Iteration 2F: 3 clusters Score -1211082 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -1211388.625000 Penalty: 4709.516602 Iteration 3Q: 3 clusters Score -1211389 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 6988 members Entering Unmasked Estep Score: -1211684.125000 Penalty: 4709.516602 Iteration 4Q: 3 clusters Score -1211684 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -1212057.500000 Penalty: 4709.516602 Iteration 5Q: 3 clusters Score -1212058 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 6798 members Entering Unmasked Estep Score: -1212497.750000 Penalty: 4709.516602 Iteration 6Q: 3 clusters Score -1212498 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6657 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -1213017.125000 Penalty: 4709.516602 Iteration 7F: 3 clusters Score -1213017 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6906 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -1213515.750000 Penalty: 4709.516602 Iteration 8F: 3 clusters Score -1213516 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -1213973.250000 Penalty: 4709.516602 Iteration 9F: 3 clusters Score -1213973 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7493 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -1214365.500000 Penalty: 4709.516602 Iteration 10F: 3 clusters Score -1214366 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7800 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -1214654.750000 Penalty: 4709.516602 Iteration 11Q: 3 clusters Score -1214655 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8089 members Mstep: Class 2 contains 5204 members Entering Unmasked Estep Score: -1214864.500000 Penalty: 4709.516602 Iteration 12Q: 3 clusters Score -1214864 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8372 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -1215036.375000 Penalty: 4709.516602 Iteration 13Q: 3 clusters Score -1215036 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8650 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -1215168.875000 Penalty: 4709.516602 Iteration 14Q: 3 clusters Score -1215169 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8899 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -1215273.000000 Penalty: 4709.516602 Iteration 15Q: 3 clusters Score -1215273 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9138 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -1215378.875000 Penalty: 4709.516602 Iteration 16Q: 3 clusters Score -1215379 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9344 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -1215454.125000 Penalty: 4709.516602 Iteration 17Q: 3 clusters Score -1215454 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9522 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -1215519.000000 Penalty: 4709.516602 Iteration 18Q: 3 clusters Score -1215519 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9691 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -1215581.375000 Penalty: 4709.516602 Iteration 19Q: 3 clusters Score -1215581 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9851 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -1215638.875000 Penalty: 4709.516602 Iteration 20F: 3 clusters Score -1215639 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9997 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -1215682.125000 Penalty: 4709.516602 Iteration 21Q: 3 clusters Score -1215682 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10136 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -1215727.250000 Penalty: 4709.516602 Iteration 22Q: 3 clusters Score -1215727 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10281 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -1215779.375000 Penalty: 4709.516602 Iteration 23Q: 3 clusters Score -1215779 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10411 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -1215817.250000 Penalty: 4709.516602 Iteration 24Q: 3 clusters Score -1215817 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10536 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -1215860.000000 Penalty: 4709.516602 Iteration 25Q: 3 clusters Score -1215860 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10677 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -1215907.250000 Penalty: 4709.516602 Iteration 26Q: 3 clusters Score -1215907 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10811 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -1215955.125000 Penalty: 4709.516602 Iteration 27Q: 3 clusters Score -1215955 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10936 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -1215994.500000 Penalty: 4709.516602 Iteration 28Q: 3 clusters Score -1215994 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11049 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -1216030.625000 Penalty: 4709.516602 Iteration 29Q: 3 clusters Score -1216031 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11159 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -1216066.000000 Penalty: 4709.516602 Iteration 30Q: 3 clusters Score -1216066 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11243 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -1216097.125000 Penalty: 4709.516602 Iteration 31Q: 3 clusters Score -1216097 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11331 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -1216122.875000 Penalty: 4709.516602 Iteration 32Q: 3 clusters Score -1216123 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11432 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -1216156.375000 Penalty: 4709.516602 Iteration 33Q: 3 clusters Score -1216156 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11519 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -1216184.125000 Penalty: 4709.516602 Iteration 34Q: 3 clusters Score -1216184 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11588 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -1216207.000000 Penalty: 4709.516602 Iteration 35Q: 3 clusters Score -1216207 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11639 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -1216222.375000 Penalty: 4709.516602 Iteration 36Q: 3 clusters Score -1216222 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11691 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -1216240.750000 Penalty: 4709.516602 Iteration 37Q: 3 clusters Score -1216241 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11731 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -1216251.375000 Penalty: 4709.516602 Iteration 38Q: 3 clusters Score -1216251 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11784 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -1216268.125000 Penalty: 4709.516602 Iteration 39Q: 3 clusters Score -1216268 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11814 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -1216278.250000 Penalty: 4709.516602 Iteration 40F: 3 clusters Score -1216278 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11847 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -1216290.625000 Penalty: 4709.516602 Iteration 41Q: 3 clusters Score -1216291 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11882 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -1216301.625000 Penalty: 4709.516602 Iteration 42Q: 3 clusters Score -1216302 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11915 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -1216310.375000 Penalty: 4709.516602 Iteration 43Q: 3 clusters Score -1216310 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11941 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -1216318.000000 Penalty: 4709.516602 Iteration 44Q: 3 clusters Score -1216318 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11965 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -1216320.750000 Penalty: 4709.516602 Iteration 45Q: 3 clusters Score -1216321 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11980 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -1216324.750000 Penalty: 4709.516602 Iteration 46Q: 3 clusters Score -1216325 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11989 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -1216327.625000 Penalty: 4709.516602 Iteration 47Q: 3 clusters Score -1216328 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11999 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1216329.750000 Penalty: 4709.516602 Iteration 48Q: 3 clusters Score -1216330 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12004 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -1216333.875000 Penalty: 4709.516602 Iteration 49Q: 3 clusters Score -1216334 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12009 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -1216334.000000 Penalty: 4709.516602 Iteration 50Q: 3 clusters Score -1216334 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12013 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -1216333.125000 Penalty: 4709.516602 Iteration 51Q: 3 clusters Score -1216333 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12017 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -1216333.500000 Penalty: 4709.516602 Iteration 52Q: 3 clusters Score -1216334 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12021 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -1216335.875000 Penalty: 4709.516602 Iteration 53Q: 3 clusters Score -1216336 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12025 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -1216338.125000 Penalty: 4709.516602 Iteration 54Q: 3 clusters Score -1216338 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12033 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -1216339.500000 Penalty: 4709.516602 Iteration 55Q: 3 clusters Score -1216340 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12035 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -1216341.000000 Penalty: 4709.516602 Iteration 56Q: 3 clusters Score -1216341 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12037 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -1216339.250000 Penalty: 4709.516602 Iteration 57Q: 3 clusters Score -1216339 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12039 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -1216341.250000 Penalty: 4709.516602 Iteration 58Q: 3 clusters Score -1216341 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12042 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -1216341.125000 Penalty: 4709.516602 Iteration 59Q: 3 clusters Score -1216341 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12049 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -1216341.250000 Penalty: 4709.516602 Iteration 60F: 3 clusters Score -1216341 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12051 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -1216343.125000 Penalty: 4709.516602 Iteration 61Q: 3 clusters Score -1216343 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12052 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -1216344.500000 Penalty: 4709.516602 Iteration 62Q: 3 clusters Score -1216344 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12055 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -1216344.125000 Penalty: 4709.516602 Iteration 63Q: 3 clusters Score -1216344 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12058 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -1216344.500000 Penalty: 4709.516602 Iteration 64Q: 3 clusters Score -1216344 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12060 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -1216347.750000 Penalty: 4709.516602 Iteration 65Q: 3 clusters Score -1216348 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12061 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -1216346.250000 Penalty: 4709.516602 Iteration 66Q: 3 clusters Score -1216346 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12061 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -1216346.250000 Penalty: 4709.516602 Iteration 67F: 3 clusters Score -1216346 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Entering Unmasked Estep Score: -218496.875000 Penalty: 1940.759888 Iteration 0F: 2 clusters Score -218496.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -215520.046875 Penalty: 3881.519775 Iteration 0F: 3 clusters Score -215520 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -216071.000000 Penalty: 3881.519775 Iteration 1F: 3 clusters Score -216071 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -216189.671875 Penalty: 3881.519775 Iteration 2F: 3 clusters Score -216189.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -216256.921875 Penalty: 3881.519775 Iteration 3Q: 3 clusters Score -216256.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -216304.937500 Penalty: 3881.519775 Iteration 4Q: 3 clusters Score -216304.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -216339.296875 Penalty: 3881.519775 Iteration 5Q: 3 clusters Score -216339.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -216360.734375 Penalty: 3881.519775 Iteration 6Q: 3 clusters Score -216360.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -216376.421875 Penalty: 3881.519775 Iteration 7Q: 3 clusters Score -216376.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -216388.718750 Penalty: 3881.519775 Iteration 8Q: 3 clusters Score -216388.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -216403.328125 Penalty: 3881.519775 Iteration 9Q: 3 clusters Score -216403.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -216415.031250 Penalty: 3881.519775 Iteration 10Q: 3 clusters Score -216415 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -216425.718750 Penalty: 3881.519775 Iteration 11Q: 3 clusters Score -216425.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -216430.796875 Penalty: 3881.519775 Iteration 12Q: 3 clusters Score -216430.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -216434.234375 Penalty: 3881.519775 Iteration 13Q: 3 clusters Score -216434.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -216437.343750 Penalty: 3881.519775 Iteration 14Q: 3 clusters Score -216437.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -216437.953125 Penalty: 3881.519775 Iteration 15Q: 3 clusters Score -216438 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -216439.734375 Penalty: 3881.519775 Iteration 16Q: 3 clusters Score -216439.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -216440.156250 Penalty: 3881.519775 Iteration 17Q: 3 clusters Score -216440.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -216441.937500 Penalty: 3881.519775 Iteration 18Q: 3 clusters Score -216441.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -216442.921875 Penalty: 3881.519775 Iteration 19Q: 3 clusters Score -216442.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -216444.796875 Penalty: 3881.519775 Iteration 20F: 3 clusters Score -216444.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -216447.031250 Penalty: 3881.519775 Iteration 21Q: 3 clusters Score -216447 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -216452.218750 Penalty: 3881.519775 Iteration 22Q: 3 clusters Score -216452.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -216459.500000 Penalty: 3881.519775 Iteration 23Q: 3 clusters Score -216459.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -216466.203125 Penalty: 3881.519775 Iteration 24Q: 3 clusters Score -216466.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -216470.484375 Penalty: 3881.519775 Iteration 25Q: 3 clusters Score -216470.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -216474.437500 Penalty: 3881.519775 Iteration 26Q: 3 clusters Score -216474.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -216476.578125 Penalty: 3881.519775 Iteration 27Q: 3 clusters Score -216476.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -216480.453125 Penalty: 3881.519775 Iteration 28Q: 3 clusters Score -216480.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -216483.437500 Penalty: 3881.519775 Iteration 29Q: 3 clusters Score -216483.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -216486.703125 Penalty: 3881.519775 Iteration 30Q: 3 clusters Score -216486.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -216490.046875 Penalty: 3881.519775 Iteration 31Q: 3 clusters Score -216490 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -216491.812500 Penalty: 3881.519775 Iteration 32Q: 3 clusters Score -216491.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -216492.546875 Penalty: 3881.519775 Iteration 33Q: 3 clusters Score -216492.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -216493.234375 Penalty: 3881.519775 Iteration 34Q: 3 clusters Score -216493.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -216494.906250 Penalty: 3881.519775 Iteration 35Q: 3 clusters Score -216494.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -216498.375000 Penalty: 3881.519775 Iteration 36Q: 3 clusters Score -216498.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -216500.453125 Penalty: 3881.519775 Iteration 37Q: 3 clusters Score -216500.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -216500.937500 Penalty: 3881.519775 Iteration 38Q: 3 clusters Score -216500.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -216501.750000 Penalty: 3881.519775 Iteration 39Q: 3 clusters Score -216501.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -216503.156250 Penalty: 3881.519775 Iteration 40F: 3 clusters Score -216503.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -216503.515625 Penalty: 3881.519775 Iteration 41Q: 3 clusters Score -216503.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -216503.515625 Penalty: 3881.519775 Iteration 42F: 3 clusters Score -216503.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1328 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Entering Unmasked Estep Score: -110578.429688 Penalty: 1783.474365 Iteration 0F: 2 clusters Score -110578.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -108428.843750 Penalty: 3566.948730 Iteration 0F: 3 clusters Score -108428.8 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -108794.320312 Penalty: 3566.948730 Iteration 1F: 3 clusters Score -108794.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -108911.625000 Penalty: 3566.948730 Iteration 2F: 3 clusters Score -108911.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -108998.679688 Penalty: 3566.948730 Iteration 3Q: 3 clusters Score -108998.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -109049.851562 Penalty: 3566.948730 Iteration 4Q: 3 clusters Score -109049.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -109103.539062 Penalty: 3566.948730 Iteration 5Q: 3 clusters Score -109103.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -109154.203125 Penalty: 3566.948730 Iteration 6Q: 3 clusters Score -109154.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -109197.593750 Penalty: 3566.948730 Iteration 7Q: 3 clusters Score -109197.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -109224.406250 Penalty: 3566.948730 Iteration 8Q: 3 clusters Score -109224.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -109271.539062 Penalty: 3566.948730 Iteration 9Q: 3 clusters Score -109271.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -109340.171875 Penalty: 3566.948730 Iteration 10Q: 3 clusters Score -109340.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -109412.195312 Penalty: 3566.948730 Iteration 11Q: 3 clusters Score -109412.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -109503.468750 Penalty: 3566.948730 Iteration 12Q: 3 clusters Score -109503.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -109726.617188 Penalty: 3566.948730 Iteration 13Q: 3 clusters Score -109726.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -109937.843750 Penalty: 3566.948730 Iteration 14Q: 3 clusters Score -109937.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -110053.421875 Penalty: 3566.948730 Iteration 15Q: 3 clusters Score -110053.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -110133.875000 Penalty: 3566.948730 Iteration 16Q: 3 clusters Score -110133.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -110219.460938 Penalty: 3566.948730 Iteration 17Q: 3 clusters Score -110219.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -110280.843750 Penalty: 3566.948730 Iteration 18Q: 3 clusters Score -110280.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -110324.710938 Penalty: 3566.948730 Iteration 19Q: 3 clusters Score -110324.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -110366.445312 Penalty: 3566.948730 Iteration 20F: 3 clusters Score -110366.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -110403.039062 Penalty: 3566.948730 Iteration 21Q: 3 clusters Score -110403 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -110418.781250 Penalty: 3566.948730 Iteration 22Q: 3 clusters Score -110418.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -110439.804688 Penalty: 3566.948730 Iteration 23Q: 3 clusters Score -110439.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -110451.687500 Penalty: 3566.948730 Iteration 24Q: 3 clusters Score -110451.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -110458.468750 Penalty: 3566.948730 Iteration 25Q: 3 clusters Score -110458.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -110466.546875 Penalty: 3566.948730 Iteration 26Q: 3 clusters Score -110466.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -110468.703125 Penalty: 3566.948730 Iteration 27Q: 3 clusters Score -110468.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -110471.210938 Penalty: 3566.948730 Iteration 28Q: 3 clusters Score -110471.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -110473.406250 Penalty: 3566.948730 Iteration 29Q: 3 clusters Score -110473.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -110473.406250 Penalty: 3566.948730 Iteration 30F: 3 clusters Score -110473.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (9209 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9209 members Entering Unmasked Estep Score: -857641.312500 Penalty: 2263.728271 Iteration 0F: 2 clusters Score -857641.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -850500.375000 Penalty: 4527.456543 Iteration 0F: 3 clusters Score -850500.4 nChanged 3785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -852546.937500 Penalty: 4527.456543 Iteration 1F: 3 clusters Score -852546.9 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -852809.562500 Penalty: 4527.456543 Iteration 2F: 3 clusters Score -852809.6 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -852984.875000 Penalty: 4527.456543 Iteration 3Q: 3 clusters Score -852984.9 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -853123.062500 Penalty: 4527.456543 Iteration 4Q: 3 clusters Score -853123.1 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -853227.937500 Penalty: 4527.456543 Iteration 5Q: 3 clusters Score -853227.9 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -853300.312500 Penalty: 4527.456543 Iteration 6Q: 3 clusters Score -853300.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -853360.437500 Penalty: 4527.456543 Iteration 7Q: 3 clusters Score -853360.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -853415.187500 Penalty: 4527.456543 Iteration 8Q: 3 clusters Score -853415.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -853478.437500 Penalty: 4527.456543 Iteration 9Q: 3 clusters Score -853478.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -853542.937500 Penalty: 4527.456543 Iteration 10Q: 3 clusters Score -853542.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -853611.000000 Penalty: 4527.456543 Iteration 11Q: 3 clusters Score -853611 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 5538 members Entering Unmasked Estep Score: -853683.437500 Penalty: 4527.456543 Iteration 12Q: 3 clusters Score -853683.4 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 5698 members Entering Unmasked Estep Score: -853760.625000 Penalty: 4527.456543 Iteration 13Q: 3 clusters Score -853760.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -853847.500000 Penalty: 4527.456543 Iteration 14Q: 3 clusters Score -853847.5 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 6057 members Entering Unmasked Estep Score: -853945.500000 Penalty: 4527.456543 Iteration 15Q: 3 clusters Score -853945.5 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -854051.875000 Penalty: 4527.456543 Iteration 16Q: 3 clusters Score -854051.9 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 6466 members Entering Unmasked Estep Score: -854166.375000 Penalty: 4527.456543 Iteration 17Q: 3 clusters Score -854166.4 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 6685 members Entering Unmasked Estep Score: -854294.375000 Penalty: 4527.456543 Iteration 18Q: 3 clusters Score -854294.4 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 6921 members Entering Unmasked Estep Score: -854436.875000 Penalty: 4527.456543 Iteration 19Q: 3 clusters Score -854436.9 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 7157 members Entering Unmasked Estep Score: -854579.312500 Penalty: 4527.456543 Iteration 20F: 3 clusters Score -854579.3 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 7385 members Entering Unmasked Estep Score: -854721.125000 Penalty: 4527.456543 Iteration 21Q: 3 clusters Score -854721.1 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -854861.250000 Penalty: 4527.456543 Iteration 22Q: 3 clusters Score -854861.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 7818 members Entering Unmasked Estep Score: -854993.125000 Penalty: 4527.456543 Iteration 23Q: 3 clusters Score -854993.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 7987 members Entering Unmasked Estep Score: -855107.812500 Penalty: 4527.456543 Iteration 24Q: 3 clusters Score -855107.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 8119 members Entering Unmasked Estep Score: -855188.812500 Penalty: 4527.456543 Iteration 25Q: 3 clusters Score -855188.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 8219 members Entering Unmasked Estep Score: -855246.687500 Penalty: 4527.456543 Iteration 26Q: 3 clusters Score -855246.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 8292 members Entering Unmasked Estep Score: -855300.312500 Penalty: 4527.456543 Iteration 27Q: 3 clusters Score -855300.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 8361 members Entering Unmasked Estep Score: -855349.500000 Penalty: 4527.456543 Iteration 28Q: 3 clusters Score -855349.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 8434 members Entering Unmasked Estep Score: -855400.500000 Penalty: 4527.456543 Iteration 29Q: 3 clusters Score -855400.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 8481 members Entering Unmasked Estep Score: -855439.625000 Penalty: 4527.456543 Iteration 30Q: 3 clusters Score -855439.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 8527 members Entering Unmasked Estep Score: -855476.250000 Penalty: 4527.456543 Iteration 31Q: 3 clusters Score -855476.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 8553 members Entering Unmasked Estep Score: -855505.875000 Penalty: 4527.456543 Iteration 32Q: 3 clusters Score -855505.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 8577 members Entering Unmasked Estep Score: -855526.187500 Penalty: 4527.456543 Iteration 33Q: 3 clusters Score -855526.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 8602 members Entering Unmasked Estep Score: -855546.187500 Penalty: 4527.456543 Iteration 34Q: 3 clusters Score -855546.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 8621 members Entering Unmasked Estep Score: -855561.812500 Penalty: 4527.456543 Iteration 35Q: 3 clusters Score -855561.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 8636 members Entering Unmasked Estep Score: -855577.312500 Penalty: 4527.456543 Iteration 36Q: 3 clusters Score -855577.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 8652 members Entering Unmasked Estep Score: -855591.562500 Penalty: 4527.456543 Iteration 37Q: 3 clusters Score -855591.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 8666 members Entering Unmasked Estep Score: -855606.125000 Penalty: 4527.456543 Iteration 38Q: 3 clusters Score -855606.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -855621.750000 Penalty: 4527.456543 Iteration 39Q: 3 clusters Score -855621.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 8693 members Entering Unmasked Estep Score: -855634.750000 Penalty: 4527.456543 Iteration 40F: 3 clusters Score -855634.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 8699 members Entering Unmasked Estep Score: -855639.312500 Penalty: 4527.456543 Iteration 41Q: 3 clusters Score -855639.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 8706 members Entering Unmasked Estep Score: -855650.312500 Penalty: 4527.456543 Iteration 42Q: 3 clusters Score -855650.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 8712 members Entering Unmasked Estep Score: -855651.875000 Penalty: 4527.456543 Iteration 43Q: 3 clusters Score -855651.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 8717 members Entering Unmasked Estep Score: -855656.875000 Penalty: 4527.456543 Iteration 44Q: 3 clusters Score -855656.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 8719 members Entering Unmasked Estep Score: -855658.500000 Penalty: 4527.456543 Iteration 45Q: 3 clusters Score -855658.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 8722 members Entering Unmasked Estep Score: -855661.187500 Penalty: 4527.456543 Iteration 46Q: 3 clusters Score -855661.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 8723 members Entering Unmasked Estep Score: -855663.687500 Penalty: 4527.456543 Iteration 47Q: 3 clusters Score -855663.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 8724 members Entering Unmasked Estep Score: -855664.125000 Penalty: 4527.456543 Iteration 48Q: 3 clusters Score -855664.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 8724 members Entering Unmasked Estep Score: -855664.125000 Penalty: 4527.456543 Iteration 49F: 3 clusters Score -855664.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (6896 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6896 members Entering Unmasked Estep Score: -645033.437500 Penalty: 2191.996826 Iteration 0F: 2 clusters Score -645033.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -639324.937500 Penalty: 4383.993652 Iteration 0F: 3 clusters Score -639324.9 nChanged 2727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -640812.312500 Penalty: 4383.993652 Iteration 1F: 3 clusters Score -640812.3 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -641111.875000 Penalty: 4383.993652 Iteration 2F: 3 clusters Score -641111.9 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -641318.687500 Penalty: 4383.993652 Iteration 3F: 3 clusters Score -641318.7 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -641490.187500 Penalty: 4383.993652 Iteration 4Q: 3 clusters Score -641490.2 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -641659.687500 Penalty: 4383.993652 Iteration 5Q: 3 clusters Score -641659.7 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -641801.062500 Penalty: 4383.993652 Iteration 6Q: 3 clusters Score -641801.1 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -641948.437500 Penalty: 4383.993652 Iteration 7Q: 3 clusters Score -641948.4 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -642097.937500 Penalty: 4383.993652 Iteration 8Q: 3 clusters Score -642097.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -642221.562500 Penalty: 4383.993652 Iteration 9Q: 3 clusters Score -642221.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -642331.437500 Penalty: 4383.993652 Iteration 10Q: 3 clusters Score -642331.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -642458.312500 Penalty: 4383.993652 Iteration 11Q: 3 clusters Score -642458.3 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -642578.187500 Penalty: 4383.993652 Iteration 12Q: 3 clusters Score -642578.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -642650.687500 Penalty: 4383.993652 Iteration 13Q: 3 clusters Score -642650.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 5411 members Entering Unmasked Estep Score: -642712.937500 Penalty: 4383.993652 Iteration 14Q: 3 clusters Score -642712.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 5463 members Entering Unmasked Estep Score: -642755.437500 Penalty: 4383.993652 Iteration 15Q: 3 clusters Score -642755.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -642791.562500 Penalty: 4383.993652 Iteration 16Q: 3 clusters Score -642791.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -642822.687500 Penalty: 4383.993652 Iteration 17Q: 3 clusters Score -642822.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 5585 members Entering Unmasked Estep Score: -642848.937500 Penalty: 4383.993652 Iteration 18Q: 3 clusters Score -642848.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -642880.750000 Penalty: 4383.993652 Iteration 19Q: 3 clusters Score -642880.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -642906.562500 Penalty: 4383.993652 Iteration 20F: 3 clusters Score -642906.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 5692 members Entering Unmasked Estep Score: -642935.562500 Penalty: 4383.993652 Iteration 21Q: 3 clusters Score -642935.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -642957.250000 Penalty: 4383.993652 Iteration 22Q: 3 clusters Score -642957.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 5741 members Entering Unmasked Estep Score: -642969.875000 Penalty: 4383.993652 Iteration 23Q: 3 clusters Score -642969.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -642978.875000 Penalty: 4383.993652 Iteration 24Q: 3 clusters Score -642978.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -642987.500000 Penalty: 4383.993652 Iteration 25Q: 3 clusters Score -642987.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -642992.562500 Penalty: 4383.993652 Iteration 26Q: 3 clusters Score -642992.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -642994.687500 Penalty: 4383.993652 Iteration 27Q: 3 clusters Score -642994.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 5793 members Entering Unmasked Estep Score: -642999.500000 Penalty: 4383.993652 Iteration 28Q: 3 clusters Score -642999.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -643002.750000 Penalty: 4383.993652 Iteration 29Q: 3 clusters Score -643002.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 5806 members Entering Unmasked Estep Score: -643005.625000 Penalty: 4383.993652 Iteration 30Q: 3 clusters Score -643005.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 5812 members Entering Unmasked Estep Score: -643007.875000 Penalty: 4383.993652 Iteration 31Q: 3 clusters Score -643007.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 5815 members Entering Unmasked Estep Score: -643010.750000 Penalty: 4383.993652 Iteration 32Q: 3 clusters Score -643010.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -643011.000000 Penalty: 4383.993652 Iteration 33Q: 3 clusters Score -643011 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -643012.625000 Penalty: 4383.993652 Iteration 34Q: 3 clusters Score -643012.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -643013.375000 Penalty: 4383.993652 Iteration 35Q: 3 clusters Score -643013.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -643014.312500 Penalty: 4383.993652 Iteration 36Q: 3 clusters Score -643014.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -643014.000000 Penalty: 4383.993652 Iteration 37Q: 3 clusters Score -643014 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -643015.500000 Penalty: 4383.993652 Iteration 38Q: 3 clusters Score -643015.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -643015.500000 Penalty: 4383.993652 Iteration 39F: 3 clusters Score -643015.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Entering Unmasked Estep Score: -104399.250000 Penalty: 1771.812988 Iteration 0F: 2 clusters Score -104399.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -102350.445312 Penalty: 3543.625977 Iteration 0F: 3 clusters Score -102350.4 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -102728.367188 Penalty: 3543.625977 Iteration 1F: 3 clusters Score -102728.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -102840.507812 Penalty: 3543.625977 Iteration 2F: 3 clusters Score -102840.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -102906.031250 Penalty: 3543.625977 Iteration 3Q: 3 clusters Score -102906 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -102972.257812 Penalty: 3543.625977 Iteration 4Q: 3 clusters Score -102972.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -103071.296875 Penalty: 3543.625977 Iteration 5Q: 3 clusters Score -103071.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -103183.804688 Penalty: 3543.625977 Iteration 6Q: 3 clusters Score -103183.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -103246.546875 Penalty: 3543.625977 Iteration 7Q: 3 clusters Score -103246.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -103295.890625 Penalty: 3543.625977 Iteration 8Q: 3 clusters Score -103295.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -103342.960938 Penalty: 3543.625977 Iteration 9Q: 3 clusters Score -103343 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -103402.242188 Penalty: 3543.625977 Iteration 10Q: 3 clusters Score -103402.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -103458.445312 Penalty: 3543.625977 Iteration 11Q: 3 clusters Score -103458.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -103501.265625 Penalty: 3543.625977 Iteration 12Q: 3 clusters Score -103501.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -103553.148438 Penalty: 3543.625977 Iteration 13Q: 3 clusters Score -103553.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -103587.734375 Penalty: 3543.625977 Iteration 14Q: 3 clusters Score -103587.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -103608.054688 Penalty: 3543.625977 Iteration 15Q: 3 clusters Score -103608.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -103623.515625 Penalty: 3543.625977 Iteration 16Q: 3 clusters Score -103623.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -103634.812500 Penalty: 3543.625977 Iteration 17Q: 3 clusters Score -103634.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -103640.093750 Penalty: 3543.625977 Iteration 18Q: 3 clusters Score -103640.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -103641.554688 Penalty: 3543.625977 Iteration 19Q: 3 clusters Score -103641.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -103642.414062 Penalty: 3543.625977 Iteration 20F: 3 clusters Score -103642.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -103643.273438 Penalty: 3543.625977 Iteration 21Q: 3 clusters Score -103643.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -103643.968750 Penalty: 3543.625977 Iteration 22Q: 3 clusters Score -103644 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -103643.968750 Penalty: 3543.625977 Iteration 23F: 3 clusters Score -103644 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (269429 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269429 members Entering Unmasked Estep Score: -24432212.000000 Penalty: 3101.006836 Iteration 0F: 2 clusters Score -2.443221e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134550 members Mstep: Class 2 contains 134879 members Entering Unmasked Estep Score: -24251280.000000 Penalty: 6202.013672 Iteration 0F: 3 clusters Score -2.425128e+07 nChanged 129896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130812 members Mstep: Class 2 contains 138617 members Entering Unmasked Estep Score: -24327744.000000 Penalty: 6202.013672 Iteration 1F: 3 clusters Score -2.432774e+07 nChanged 6676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128048 members Mstep: Class 2 contains 141381 members Entering Unmasked Estep Score: -24328850.000000 Penalty: 6202.013672 Iteration 2Q: 3 clusters Score -2.432885e+07 nChanged 7589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123797 members Mstep: Class 2 contains 145632 members Entering Unmasked Estep Score: -24330586.000000 Penalty: 6202.013672 Iteration 3Q: 3 clusters Score -2.433059e+07 nChanged 9216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117197 members Mstep: Class 2 contains 152232 members Entering Unmasked Estep Score: -24333532.000000 Penalty: 6202.013672 Iteration 4Q: 3 clusters Score -2.433353e+07 nChanged 12031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107186 members Mstep: Class 2 contains 162243 members Entering Unmasked Estep Score: -24338672.000000 Penalty: 6202.013672 Iteration 5Q: 3 clusters Score -2.433867e+07 nChanged 15713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92755 members Mstep: Class 2 contains 176674 members Entering Unmasked Estep Score: -24347630.000000 Penalty: 6202.013672 Iteration 6F: 3 clusters Score -2.434763e+07 nChanged 19761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73654 members Mstep: Class 2 contains 195775 members Entering Unmasked Estep Score: -24362042.000000 Penalty: 6202.013672 Iteration 7F: 3 clusters Score -2.436204e+07 nChanged 22269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51605 members Mstep: Class 2 contains 217824 members Entering Unmasked Estep Score: -24381352.000000 Penalty: 6202.013672 Iteration 8F: 3 clusters Score -2.438135e+07 nChanged 20738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30911 members Mstep: Class 2 contains 238518 members Entering Unmasked Estep Score: -24400662.000000 Penalty: 6202.013672 Iteration 9F: 3 clusters Score -2.440066e+07 nChanged 15345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15568 members Mstep: Class 2 contains 253861 members Entering Unmasked Estep Score: -24415096.000000 Penalty: 6202.013672 Iteration 10F: 3 clusters Score -2.44151e+07 nChanged 8816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6754 members Mstep: Class 2 contains 262675 members Entering Unmasked Estep Score: -24423484.000000 Penalty: 6202.013672 Iteration 11Q: 3 clusters Score -2.442348e+07 nChanged 4099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 266774 members Entering Unmasked Estep Score: -24427116.000000 Penalty: 6202.013672 Iteration 12Q: 3 clusters Score -2.442712e+07 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 268307 members Entering Unmasked Estep Score: -24428520.000000 Penalty: 6202.013672 Iteration 13Q: 3 clusters Score -2.442852e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 268805 members Entering Unmasked Estep Score: -24429034.000000 Penalty: 6202.013672 Iteration 14Q: 3 clusters Score -2.442903e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 268974 members Entering Unmasked Estep Score: -24429234.000000 Penalty: 6202.013672 Iteration 15Q: 3 clusters Score -2.442923e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 269037 members Entering Unmasked Estep Score: -24429324.000000 Penalty: 6202.013672 Iteration 16Q: 3 clusters Score -2.442932e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 269064 members Entering Unmasked Estep Score: -24429364.000000 Penalty: 6202.013672 Iteration 17Q: 3 clusters Score -2.442936e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 269081 members Entering Unmasked Estep Score: -24429424.000000 Penalty: 6202.013672 Iteration 18Q: 3 clusters Score -2.442942e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 269094 members Entering Unmasked Estep Score: -24429450.000000 Penalty: 6202.013672 Iteration 19Q: 3 clusters Score -2.442945e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 269104 members Entering Unmasked Estep Score: -24429470.000000 Penalty: 6202.013672 Iteration 20F: 3 clusters Score -2.442947e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 269113 members Entering Unmasked Estep Score: -24429454.000000 Penalty: 6202.013672 Iteration 21Q: 3 clusters Score -2.442945e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 269118 members Entering Unmasked Estep Score: -24429456.000000 Penalty: 6202.013672 Iteration 22Q: 3 clusters Score -2.442946e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 269120 members Entering Unmasked Estep Score: -24429470.000000 Penalty: 6202.013672 Iteration 23Q: 3 clusters Score -2.442947e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 269121 members Entering Unmasked Estep Score: -24429458.000000 Penalty: 6202.013672 Iteration 24Q: 3 clusters Score -2.442946e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 269120 members Entering Unmasked Estep Score: -24429464.000000 Penalty: 6202.013672 Iteration 25Q: 3 clusters Score -2.442946e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 269120 members Entering Unmasked Estep Score: -24429464.000000 Penalty: 6202.013672 Iteration 26F: 3 clusters Score -2.442946e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7606 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7606 members Entering Unmasked Estep Score: -689128.312500 Penalty: 2216.299561 Iteration 0F: 2 clusters Score -689128.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -682974.000000 Penalty: 4432.599121 Iteration 0F: 3 clusters Score -682974 nChanged 3017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -684676.750000 Penalty: 4432.599121 Iteration 1F: 3 clusters Score -684676.8 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -685024.937500 Penalty: 4432.599121 Iteration 2F: 3 clusters Score -685024.9 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -685358.125000 Penalty: 4432.599121 Iteration 3F: 3 clusters Score -685358.1 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -685674.062500 Penalty: 4432.599121 Iteration 4F: 3 clusters Score -685674.1 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -685932.187500 Penalty: 4432.599121 Iteration 5F: 3 clusters Score -685932.2 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -686149.375000 Penalty: 4432.599121 Iteration 6Q: 3 clusters Score -686149.4 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -686327.125000 Penalty: 4432.599121 Iteration 7Q: 3 clusters Score -686327.1 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -686516.812500 Penalty: 4432.599121 Iteration 8Q: 3 clusters Score -686516.8 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -686674.937500 Penalty: 4432.599121 Iteration 9Q: 3 clusters Score -686674.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -686817.687500 Penalty: 4432.599121 Iteration 10Q: 3 clusters Score -686817.7 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -686944.812500 Penalty: 4432.599121 Iteration 11Q: 3 clusters Score -686944.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -687058.437500 Penalty: 4432.599121 Iteration 12Q: 3 clusters Score -687058.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -687140.500000 Penalty: 4432.599121 Iteration 13Q: 3 clusters Score -687140.5 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -687206.250000 Penalty: 4432.599121 Iteration 14Q: 3 clusters Score -687206.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -687276.000000 Penalty: 4432.599121 Iteration 15Q: 3 clusters Score -687276 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -687336.875000 Penalty: 4432.599121 Iteration 16Q: 3 clusters Score -687336.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -687382.500000 Penalty: 4432.599121 Iteration 17Q: 3 clusters Score -687382.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -687417.500000 Penalty: 4432.599121 Iteration 18Q: 3 clusters Score -687417.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -687449.625000 Penalty: 4432.599121 Iteration 19Q: 3 clusters Score -687449.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -687481.312500 Penalty: 4432.599121 Iteration 20F: 3 clusters Score -687481.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -687513.250000 Penalty: 4432.599121 Iteration 21Q: 3 clusters Score -687513.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -687539.750000 Penalty: 4432.599121 Iteration 22Q: 3 clusters Score -687539.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -687559.000000 Penalty: 4432.599121 Iteration 23Q: 3 clusters Score -687559 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -687570.375000 Penalty: 4432.599121 Iteration 24Q: 3 clusters Score -687570.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -687581.250000 Penalty: 4432.599121 Iteration 25Q: 3 clusters Score -687581.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -687592.125000 Penalty: 4432.599121 Iteration 26Q: 3 clusters Score -687592.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -687603.687500 Penalty: 4432.599121 Iteration 27Q: 3 clusters Score -687603.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -687611.000000 Penalty: 4432.599121 Iteration 28Q: 3 clusters Score -687611 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -687616.812500 Penalty: 4432.599121 Iteration 29Q: 3 clusters Score -687616.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5583 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -687621.812500 Penalty: 4432.599121 Iteration 30Q: 3 clusters Score -687621.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -687624.687500 Penalty: 4432.599121 Iteration 31Q: 3 clusters Score -687624.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -687630.125000 Penalty: 4432.599121 Iteration 32Q: 3 clusters Score -687630.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -687638.000000 Penalty: 4432.599121 Iteration 33Q: 3 clusters Score -687638 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -687643.250000 Penalty: 4432.599121 Iteration 34Q: 3 clusters Score -687643.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -687650.250000 Penalty: 4432.599121 Iteration 35Q: 3 clusters Score -687650.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -687656.812500 Penalty: 4432.599121 Iteration 36Q: 3 clusters Score -687656.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5712 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -687661.437500 Penalty: 4432.599121 Iteration 37Q: 3 clusters Score -687661.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5731 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -687667.125000 Penalty: 4432.599121 Iteration 38Q: 3 clusters Score -687667.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5753 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -687676.562500 Penalty: 4432.599121 Iteration 39Q: 3 clusters Score -687676.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -687683.750000 Penalty: 4432.599121 Iteration 40F: 3 clusters Score -687683.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -687688.125000 Penalty: 4432.599121 Iteration 41Q: 3 clusters Score -687688.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5791 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -687690.625000 Penalty: 4432.599121 Iteration 42Q: 3 clusters Score -687690.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -687696.625000 Penalty: 4432.599121 Iteration 43Q: 3 clusters Score -687696.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -687698.187500 Penalty: 4432.599121 Iteration 44Q: 3 clusters Score -687698.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -687703.125000 Penalty: 4432.599121 Iteration 45Q: 3 clusters Score -687703.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5834 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -687708.687500 Penalty: 4432.599121 Iteration 46Q: 3 clusters Score -687708.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -687715.750000 Penalty: 4432.599121 Iteration 47Q: 3 clusters Score -687715.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -687724.812500 Penalty: 4432.599121 Iteration 48Q: 3 clusters Score -687724.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -687735.187500 Penalty: 4432.599121 Iteration 49Q: 3 clusters Score -687735.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -687741.875000 Penalty: 4432.599121 Iteration 50Q: 3 clusters Score -687741.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -687754.187500 Penalty: 4432.599121 Iteration 51Q: 3 clusters Score -687754.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -687761.187500 Penalty: 4432.599121 Iteration 52Q: 3 clusters Score -687761.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -687772.875000 Penalty: 4432.599121 Iteration 53Q: 3 clusters Score -687772.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5994 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -687779.500000 Penalty: 4432.599121 Iteration 54Q: 3 clusters Score -687779.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -687785.250000 Penalty: 4432.599121 Iteration 55Q: 3 clusters Score -687785.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6021 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -687784.937500 Penalty: 4432.599121 Iteration 56Q: 3 clusters Score -687784.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6033 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -687790.187500 Penalty: 4432.599121 Iteration 57Q: 3 clusters Score -687790.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6053 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -687800.062500 Penalty: 4432.599121 Iteration 58Q: 3 clusters Score -687800.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6071 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -687808.937500 Penalty: 4432.599121 Iteration 59Q: 3 clusters Score -687808.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6090 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -687814.687500 Penalty: 4432.599121 Iteration 60F: 3 clusters Score -687814.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -687818.750000 Penalty: 4432.599121 Iteration 61Q: 3 clusters Score -687818.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -687826.625000 Penalty: 4432.599121 Iteration 62Q: 3 clusters Score -687826.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6130 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -687827.187500 Penalty: 4432.599121 Iteration 63Q: 3 clusters Score -687827.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -687830.125000 Penalty: 4432.599121 Iteration 64Q: 3 clusters Score -687830.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6145 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -687832.562500 Penalty: 4432.599121 Iteration 65Q: 3 clusters Score -687832.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -687834.437500 Penalty: 4432.599121 Iteration 66Q: 3 clusters Score -687834.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6157 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -687835.562500 Penalty: 4432.599121 Iteration 67Q: 3 clusters Score -687835.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -687836.750000 Penalty: 4432.599121 Iteration 68Q: 3 clusters Score -687836.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6167 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -687838.500000 Penalty: 4432.599121 Iteration 69Q: 3 clusters Score -687838.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -687840.437500 Penalty: 4432.599121 Iteration 70Q: 3 clusters Score -687840.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6173 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -687840.187500 Penalty: 4432.599121 Iteration 71Q: 3 clusters Score -687840.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6176 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -687842.812500 Penalty: 4432.599121 Iteration 72Q: 3 clusters Score -687842.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -687844.562500 Penalty: 4432.599121 Iteration 73Q: 3 clusters Score -687844.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -687848.062500 Penalty: 4432.599121 Iteration 74Q: 3 clusters Score -687848.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -687852.375000 Penalty: 4432.599121 Iteration 75Q: 3 clusters Score -687852.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -687859.750000 Penalty: 4432.599121 Iteration 76Q: 3 clusters Score -687859.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -687863.562500 Penalty: 4432.599121 Iteration 77Q: 3 clusters Score -687863.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6233 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -687869.062500 Penalty: 4432.599121 Iteration 78Q: 3 clusters Score -687869.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6244 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -687871.437500 Penalty: 4432.599121 Iteration 79Q: 3 clusters Score -687871.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6254 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -687875.000000 Penalty: 4432.599121 Iteration 80F: 3 clusters Score -687875 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6262 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -687879.187500 Penalty: 4432.599121 Iteration 81Q: 3 clusters Score -687879.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -687882.062500 Penalty: 4432.599121 Iteration 82Q: 3 clusters Score -687882.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6282 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -687885.500000 Penalty: 4432.599121 Iteration 83Q: 3 clusters Score -687885.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6285 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -687884.500000 Penalty: 4432.599121 Iteration 84Q: 3 clusters Score -687884.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -687885.437500 Penalty: 4432.599121 Iteration 85Q: 3 clusters Score -687885.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -687885.437500 Penalty: 4432.599121 Iteration 86F: 3 clusters Score -687885.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Entering Unmasked Estep Score: -200169.515625 Penalty: 1913.461182 Iteration 0F: 2 clusters Score -200169.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -197381.531250 Penalty: 3826.922363 Iteration 0F: 3 clusters Score -197381.5 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -197884.687500 Penalty: 3826.922363 Iteration 1F: 3 clusters Score -197884.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -198022.000000 Penalty: 3826.922363 Iteration 2F: 3 clusters Score -198022 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -198095.453125 Penalty: 3826.922363 Iteration 3Q: 3 clusters Score -198095.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -198142.046875 Penalty: 3826.922363 Iteration 4Q: 3 clusters Score -198142 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -198168.578125 Penalty: 3826.922363 Iteration 5Q: 3 clusters Score -198168.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -198183.687500 Penalty: 3826.922363 Iteration 6Q: 3 clusters Score -198183.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -198203.843750 Penalty: 3826.922363 Iteration 7Q: 3 clusters Score -198203.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -198217.671875 Penalty: 3826.922363 Iteration 8Q: 3 clusters Score -198217.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -198233.187500 Penalty: 3826.922363 Iteration 9Q: 3 clusters Score -198233.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -198242.515625 Penalty: 3826.922363 Iteration 10Q: 3 clusters Score -198242.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -198252.234375 Penalty: 3826.922363 Iteration 11Q: 3 clusters Score -198252.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -198262.203125 Penalty: 3826.922363 Iteration 12Q: 3 clusters Score -198262.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -198270.890625 Penalty: 3826.922363 Iteration 13Q: 3 clusters Score -198270.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -198279.406250 Penalty: 3826.922363 Iteration 14Q: 3 clusters Score -198279.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -198283.453125 Penalty: 3826.922363 Iteration 15Q: 3 clusters Score -198283.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -198287.968750 Penalty: 3826.922363 Iteration 16Q: 3 clusters Score -198288 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -198289.843750 Penalty: 3826.922363 Iteration 17Q: 3 clusters Score -198289.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -198293.000000 Penalty: 3826.922363 Iteration 18Q: 3 clusters Score -198293 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -198295.906250 Penalty: 3826.922363 Iteration 19Q: 3 clusters Score -198295.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -198300.312500 Penalty: 3826.922363 Iteration 20F: 3 clusters Score -198300.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -198301.562500 Penalty: 3826.922363 Iteration 21Q: 3 clusters Score -198301.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -198303.093750 Penalty: 3826.922363 Iteration 22Q: 3 clusters Score -198303.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -198305.203125 Penalty: 3826.922363 Iteration 23Q: 3 clusters Score -198305.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -198305.671875 Penalty: 3826.922363 Iteration 24Q: 3 clusters Score -198305.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -198306.062500 Penalty: 3826.922363 Iteration 25Q: 3 clusters Score -198306.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -198308.109375 Penalty: 3826.922363 Iteration 26Q: 3 clusters Score -198308.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -198311.328125 Penalty: 3826.922363 Iteration 27Q: 3 clusters Score -198311.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -198313.406250 Penalty: 3826.922363 Iteration 28Q: 3 clusters Score -198313.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -198314.765625 Penalty: 3826.922363 Iteration 29Q: 3 clusters Score -198314.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -198319.750000 Penalty: 3826.922363 Iteration 30Q: 3 clusters Score -198319.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -198325.765625 Penalty: 3826.922363 Iteration 31Q: 3 clusters Score -198325.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -198330.109375 Penalty: 3826.922363 Iteration 32Q: 3 clusters Score -198330.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -198334.796875 Penalty: 3826.922363 Iteration 33Q: 3 clusters Score -198334.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -198336.593750 Penalty: 3826.922363 Iteration 34Q: 3 clusters Score -198336.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -198338.156250 Penalty: 3826.922363 Iteration 35Q: 3 clusters Score -198338.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -198338.921875 Penalty: 3826.922363 Iteration 36Q: 3 clusters Score -198338.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -198339.734375 Penalty: 3826.922363 Iteration 37Q: 3 clusters Score -198339.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -198340.375000 Penalty: 3826.922363 Iteration 38Q: 3 clusters Score -198340.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -198340.609375 Penalty: 3826.922363 Iteration 39Q: 3 clusters Score -198340.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -198340.609375 Penalty: 3826.922363 Iteration 40F: 3 clusters Score -198340.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 302793 members Mstep: Class 3 contains 67163 members Mstep: Class 4 contains 2307 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33774 members Mstep: Class 7 contains 18038 members Mstep: Class 8 contains 454 members Mstep: Class 9 contains 7891 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6896 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269429 members Mstep: Class 17 contains 7606 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897240.000000 Penalty: 60534.062500 Iteration 119Q: 19 clusters Score -6.889724e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 302785 members Mstep: Class 3 contains 67161 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33774 members Mstep: Class 7 contains 18040 members Mstep: Class 8 contains 454 members Mstep: Class 9 contains 7891 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6900 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269432 members Mstep: Class 17 contains 7606 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897304.000000 Penalty: 60534.062500 Iteration 120F: 19 clusters Score -6.88973e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 302779 members Mstep: Class 3 contains 67160 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33773 members Mstep: Class 7 contains 18043 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 7891 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6900 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269436 members Mstep: Class 17 contains 7607 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897328.000000 Penalty: 60534.062500 Iteration 121Q: 19 clusters Score -6.889733e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 302771 members Mstep: Class 3 contains 67161 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33773 members Mstep: Class 7 contains 18048 members Mstep: Class 8 contains 456 members Mstep: Class 9 contains 7892 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6903 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269434 members Mstep: Class 17 contains 7607 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897296.000000 Penalty: 60534.062500 Iteration 122Q: 19 clusters Score -6.88973e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 302762 members Mstep: Class 3 contains 67161 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33774 members Mstep: Class 7 contains 18051 members Mstep: Class 8 contains 455 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6905 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269438 members Mstep: Class 17 contains 7607 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897368.000000 Penalty: 60534.062500 Iteration 123Q: 19 clusters Score -6.889737e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 302762 members Mstep: Class 3 contains 67161 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 18054 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6905 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269438 members Mstep: Class 17 contains 7607 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897352.000000 Penalty: 60534.062500 Iteration 124Q: 19 clusters Score -6.889735e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 302757 members Mstep: Class 3 contains 67156 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 18058 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6910 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269439 members Mstep: Class 17 contains 7607 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897392.000000 Penalty: 60534.062500 Iteration 125Q: 19 clusters Score -6.889739e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 302753 members Mstep: Class 3 contains 67152 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 18062 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6914 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269439 members Mstep: Class 17 contains 7607 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897304.000000 Penalty: 60534.062500 Iteration 126Q: 19 clusters Score -6.88973e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 302752 members Mstep: Class 3 contains 67152 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 18063 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6918 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269437 members Mstep: Class 17 contains 7605 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897376.000000 Penalty: 60534.062500 Iteration 127Q: 19 clusters Score -6.889738e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16382 members Mstep: Class 2 contains 302749 members Mstep: Class 3 contains 67150 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 18065 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6919 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269439 members Mstep: Class 17 contains 7604 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897352.000000 Penalty: 60534.062500 Iteration 128Q: 19 clusters Score -6.889735e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 302745 members Mstep: Class 3 contains 67149 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 18066 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6926 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269438 members Mstep: Class 17 contains 7603 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897288.000000 Penalty: 60534.062500 Iteration 129Q: 19 clusters Score -6.889729e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 302741 members Mstep: Class 3 contains 67148 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 18067 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6931 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269437 members Mstep: Class 17 contains 7603 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897272.000000 Penalty: 60534.062500 Iteration 130Q: 19 clusters Score -6.889727e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 302735 members Mstep: Class 3 contains 67148 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 18069 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6934 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269439 members Mstep: Class 17 contains 7602 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897280.000000 Penalty: 60534.062500 Iteration 131Q: 19 clusters Score -6.889728e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16380 members Mstep: Class 2 contains 302727 members Mstep: Class 3 contains 67149 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 18072 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6935 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269444 members Mstep: Class 17 contains 7601 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897328.000000 Penalty: 60534.062500 Iteration 132Q: 19 clusters Score -6.889733e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16377 members Mstep: Class 2 contains 302719 members Mstep: Class 3 contains 67150 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 18073 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6937 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269451 members Mstep: Class 17 contains 7601 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897328.000000 Penalty: 60534.062500 Iteration 133Q: 19 clusters Score -6.889733e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16373 members Mstep: Class 2 contains 302705 members Mstep: Class 3 contains 67149 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 18077 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6940 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269463 members Mstep: Class 17 contains 7601 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897328.000000 Penalty: 60534.062500 Iteration 134Q: 19 clusters Score -6.889733e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16374 members Mstep: Class 2 contains 302692 members Mstep: Class 3 contains 67150 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 18079 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6943 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269469 members Mstep: Class 17 contains 7601 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897344.000000 Penalty: 60534.062500 Iteration 135Q: 19 clusters Score -6.889734e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16373 members Mstep: Class 2 contains 302683 members Mstep: Class 3 contains 67151 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 18080 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6949 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269471 members Mstep: Class 17 contains 7601 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897384.000000 Penalty: 60534.062500 Iteration 136Q: 19 clusters Score -6.889738e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16372 members Mstep: Class 2 contains 302670 members Mstep: Class 3 contains 67152 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 18084 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6955 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269474 members Mstep: Class 17 contains 7601 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897368.000000 Penalty: 60534.062500 Iteration 137Q: 19 clusters Score -6.889737e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16371 members Mstep: Class 2 contains 302659 members Mstep: Class 3 contains 67153 members Mstep: Class 4 contains 2309 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 18090 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6959 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269474 members Mstep: Class 17 contains 7601 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897296.000000 Penalty: 60534.062500 Iteration 138Q: 19 clusters Score -6.88973e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16371 members Mstep: Class 2 contains 302651 members Mstep: Class 3 contains 67152 members Mstep: Class 4 contains 2311 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 18095 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13293 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9208 members Mstep: Class 14 contains 6961 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269475 members Mstep: Class 17 contains 7601 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897320.000000 Penalty: 60534.062500 Iteration 139Q: 19 clusters Score -6.889732e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16369 members Mstep: Class 2 contains 302640 members Mstep: Class 3 contains 67151 members Mstep: Class 4 contains 2313 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33774 members Mstep: Class 7 contains 18099 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13294 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9208 members Mstep: Class 14 contains 6965 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269479 members Mstep: Class 17 contains 7601 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897288.000000 Penalty: 60534.062500 Iteration 140F: 19 clusters Score -6.889729e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16365 members Mstep: Class 2 contains 302631 members Mstep: Class 3 contains 67149 members Mstep: Class 4 contains 2317 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33774 members Mstep: Class 7 contains 18103 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13294 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9208 members Mstep: Class 14 contains 6966 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269485 members Mstep: Class 17 contains 7601 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897328.000000 Penalty: 60534.062500 Iteration 141Q: 19 clusters Score -6.889733e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16356 members Mstep: Class 2 contains 302627 members Mstep: Class 3 contains 67147 members Mstep: Class 4 contains 2320 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33775 members Mstep: Class 7 contains 18107 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13294 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9208 members Mstep: Class 14 contains 6967 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269491 members Mstep: Class 17 contains 7601 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897288.000000 Penalty: 60534.062500 Iteration 142Q: 19 clusters Score -6.889729e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16352 members Mstep: Class 2 contains 302620 members Mstep: Class 3 contains 67144 members Mstep: Class 4 contains 2322 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33776 members Mstep: Class 7 contains 18109 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13294 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9208 members Mstep: Class 14 contains 6971 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269496 members Mstep: Class 17 contains 7601 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897368.000000 Penalty: 60534.062500 Iteration 143Q: 19 clusters Score -6.889737e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16350 members Mstep: Class 2 contains 302614 members Mstep: Class 3 contains 67143 members Mstep: Class 4 contains 2322 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33776 members Mstep: Class 7 contains 18111 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13295 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9208 members Mstep: Class 14 contains 6975 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269498 members Mstep: Class 17 contains 7601 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897352.000000 Penalty: 60534.062500 Iteration 144Q: 19 clusters Score -6.889735e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16347 members Mstep: Class 2 contains 302613 members Mstep: Class 3 contains 67143 members Mstep: Class 4 contains 2323 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33776 members Mstep: Class 7 contains 18111 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13296 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9208 members Mstep: Class 14 contains 6976 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269500 members Mstep: Class 17 contains 7600 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897328.000000 Penalty: 60534.062500 Iteration 145Q: 19 clusters Score -6.889733e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16343 members Mstep: Class 2 contains 302615 members Mstep: Class 3 contains 67140 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33776 members Mstep: Class 7 contains 18115 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13295 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9208 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269503 members Mstep: Class 17 contains 7597 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897360.000000 Penalty: 60534.062500 Iteration 146Q: 19 clusters Score -6.889736e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16343 members Mstep: Class 2 contains 302608 members Mstep: Class 3 contains 67139 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12305 members Mstep: Class 6 contains 33776 members Mstep: Class 7 contains 18118 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13295 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9208 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269509 members Mstep: Class 17 contains 7596 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897320.000000 Penalty: 60534.062500 Iteration 147Q: 19 clusters Score -6.889732e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16343 members Mstep: Class 2 contains 302601 members Mstep: Class 3 contains 67138 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33776 members Mstep: Class 7 contains 18120 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13294 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9208 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269515 members Mstep: Class 17 contains 7596 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897336.000000 Penalty: 60534.062500 Iteration 148Q: 19 clusters Score -6.889734e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 302602 members Mstep: Class 3 contains 67138 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33776 members Mstep: Class 7 contains 18117 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13295 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9208 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269515 members Mstep: Class 17 contains 7596 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897320.000000 Penalty: 60534.062500 Iteration 149Q: 19 clusters Score -6.889732e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 302603 members Mstep: Class 3 contains 67138 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33776 members Mstep: Class 7 contains 18115 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13295 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9208 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269516 members Mstep: Class 17 contains 7596 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897344.000000 Penalty: 60534.062500 Iteration 150Q: 19 clusters Score -6.889734e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 302601 members Mstep: Class 3 contains 67135 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33776 members Mstep: Class 7 contains 18119 members Mstep: Class 8 contains 451 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13295 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9208 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269518 members Mstep: Class 17 contains 7595 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897344.000000 Penalty: 60534.062500 Iteration 151Q: 19 clusters Score -6.889734e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 302602 members Mstep: Class 3 contains 67135 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33776 members Mstep: Class 7 contains 18121 members Mstep: Class 8 contains 450 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13295 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9208 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269516 members Mstep: Class 17 contains 7595 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897344.000000 Penalty: 60534.062500 Iteration 152Q: 19 clusters Score -6.889734e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 302603 members Mstep: Class 3 contains 67135 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33777 members Mstep: Class 7 contains 18116 members Mstep: Class 8 contains 448 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269518 members Mstep: Class 17 contains 7595 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897320.000000 Penalty: 60534.062500 Iteration 153Q: 19 clusters Score -6.889732e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 302602 members Mstep: Class 3 contains 67135 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33778 members Mstep: Class 7 contains 18116 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9209 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269520 members Mstep: Class 17 contains 7595 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897304.000000 Penalty: 60534.062500 Iteration 154Q: 19 clusters Score -6.88973e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 302602 members Mstep: Class 3 contains 67134 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33778 members Mstep: Class 7 contains 18118 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9211 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269517 members Mstep: Class 17 contains 7595 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897312.000000 Penalty: 60534.062500 Iteration 155Q: 19 clusters Score -6.889731e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 302603 members Mstep: Class 3 contains 67133 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33778 members Mstep: Class 7 contains 18118 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9213 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269515 members Mstep: Class 17 contains 7595 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897320.000000 Penalty: 60534.062500 Iteration 156Q: 19 clusters Score -6.889732e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 302605 members Mstep: Class 3 contains 67132 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33778 members Mstep: Class 7 contains 18117 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9212 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269516 members Mstep: Class 17 contains 7595 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897304.000000 Penalty: 60534.062500 Iteration 157Q: 19 clusters Score -6.88973e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 302605 members Mstep: Class 3 contains 67131 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33778 members Mstep: Class 7 contains 18118 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9211 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269517 members Mstep: Class 17 contains 7595 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897304.000000 Penalty: 60534.062500 Iteration 158Q: 19 clusters Score -6.88973e+07 nChanged 2 Entering ConstructFrom: Score: -68897304.000000 Penalty: 60534.062500 Entering ConstructFrom: Trying to split cluster 1 (16344 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16344 members Entering Unmasked Estep Score: -1506633.875000 Penalty: 2406.000732 Iteration 0F: 2 clusters Score -1506634 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8126 members Mstep: Class 2 contains 8218 members Entering Unmasked Estep Score: -1494930.000000 Penalty: 4812.001465 Iteration 0F: 3 clusters Score -1494930 nChanged 7042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8054 members Mstep: Class 2 contains 8290 members Entering Unmasked Estep Score: -1498616.625000 Penalty: 4812.001465 Iteration 1F: 3 clusters Score -1498617 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8012 members Mstep: Class 2 contains 8332 members Entering Unmasked Estep Score: -1498967.625000 Penalty: 4812.001465 Iteration 2F: 3 clusters Score -1498968 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7950 members Mstep: Class 2 contains 8394 members Entering Unmasked Estep Score: -1499244.250000 Penalty: 4812.001465 Iteration 3Q: 3 clusters Score -1499244 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 8457 members Entering Unmasked Estep Score: -1499462.375000 Penalty: 4812.001465 Iteration 4Q: 3 clusters Score -1499462 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7801 members Mstep: Class 2 contains 8543 members Entering Unmasked Estep Score: -1499692.250000 Penalty: 4812.001465 Iteration 5Q: 3 clusters Score -1499692 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 8638 members Entering Unmasked Estep Score: -1499942.625000 Penalty: 4812.001465 Iteration 6Q: 3 clusters Score -1499943 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7616 members Mstep: Class 2 contains 8728 members Entering Unmasked Estep Score: -1500183.000000 Penalty: 4812.001465 Iteration 7Q: 3 clusters Score -1500183 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 8866 members Entering Unmasked Estep Score: -1500431.875000 Penalty: 4812.001465 Iteration 8Q: 3 clusters Score -1500432 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 9089 members Entering Unmasked Estep Score: -1500748.000000 Penalty: 4812.001465 Iteration 9Q: 3 clusters Score -1500748 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 9354 members Entering Unmasked Estep Score: -1501132.000000 Penalty: 4812.001465 Iteration 10Q: 3 clusters Score -1501132 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6697 members Mstep: Class 2 contains 9647 members Entering Unmasked Estep Score: -1501552.375000 Penalty: 4812.001465 Iteration 11Q: 3 clusters Score -1501552 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6393 members Mstep: Class 2 contains 9951 members Entering Unmasked Estep Score: -1502042.625000 Penalty: 4812.001465 Iteration 12Q: 3 clusters Score -1502043 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 10276 members Entering Unmasked Estep Score: -1502704.750000 Penalty: 4812.001465 Iteration 13Q: 3 clusters Score -1502705 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 10568 members Entering Unmasked Estep Score: -1503410.750000 Penalty: 4812.001465 Iteration 14Q: 3 clusters Score -1503411 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 10742 members Entering Unmasked Estep Score: -1503886.000000 Penalty: 4812.001465 Iteration 15Q: 3 clusters Score -1503886 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 10842 members Entering Unmasked Estep Score: -1504173.375000 Penalty: 4812.001465 Iteration 16Q: 3 clusters Score -1504173 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 10875 members Entering Unmasked Estep Score: -1504319.375000 Penalty: 4812.001465 Iteration 17Q: 3 clusters Score -1504319 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 10858 members Entering Unmasked Estep Score: -1504404.750000 Penalty: 4812.001465 Iteration 18Q: 3 clusters Score -1504405 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5509 members Mstep: Class 2 contains 10835 members Entering Unmasked Estep Score: -1504454.750000 Penalty: 4812.001465 Iteration 19Q: 3 clusters Score -1504455 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5545 members Mstep: Class 2 contains 10799 members Entering Unmasked Estep Score: -1504483.000000 Penalty: 4812.001465 Iteration 20F: 3 clusters Score -1504483 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5583 members Mstep: Class 2 contains 10761 members Entering Unmasked Estep Score: -1504510.750000 Penalty: 4812.001465 Iteration 21Q: 3 clusters Score -1504511 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 10708 members Entering Unmasked Estep Score: -1504533.750000 Penalty: 4812.001465 Iteration 22Q: 3 clusters Score -1504534 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 10660 members Entering Unmasked Estep Score: -1504561.875000 Penalty: 4812.001465 Iteration 23Q: 3 clusters Score -1504562 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5747 members Mstep: Class 2 contains 10597 members Entering Unmasked Estep Score: -1504590.000000 Penalty: 4812.001465 Iteration 24Q: 3 clusters Score -1504590 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 10545 members Entering Unmasked Estep Score: -1504610.000000 Penalty: 4812.001465 Iteration 25Q: 3 clusters Score -1504610 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 10488 members Entering Unmasked Estep Score: -1504629.375000 Penalty: 4812.001465 Iteration 26Q: 3 clusters Score -1504629 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5911 members Mstep: Class 2 contains 10433 members Entering Unmasked Estep Score: -1504655.125000 Penalty: 4812.001465 Iteration 27Q: 3 clusters Score -1504655 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 10374 members Entering Unmasked Estep Score: -1504678.375000 Penalty: 4812.001465 Iteration 28Q: 3 clusters Score -1504678 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Mstep: Class 2 contains 10308 members Entering Unmasked Estep Score: -1504696.250000 Penalty: 4812.001465 Iteration 29Q: 3 clusters Score -1504696 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6090 members Mstep: Class 2 contains 10254 members Entering Unmasked Estep Score: -1504709.000000 Penalty: 4812.001465 Iteration 30Q: 3 clusters Score -1504709 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 10210 members Entering Unmasked Estep Score: -1504717.125000 Penalty: 4812.001465 Iteration 31Q: 3 clusters Score -1504717 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6168 members Mstep: Class 2 contains 10176 members Entering Unmasked Estep Score: -1504723.750000 Penalty: 4812.001465 Iteration 32Q: 3 clusters Score -1504724 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 10144 members Entering Unmasked Estep Score: -1504728.250000 Penalty: 4812.001465 Iteration 33Q: 3 clusters Score -1504728 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 10115 members Entering Unmasked Estep Score: -1504731.625000 Penalty: 4812.001465 Iteration 34Q: 3 clusters Score -1504732 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6250 members Mstep: Class 2 contains 10094 members Entering Unmasked Estep Score: -1504739.875000 Penalty: 4812.001465 Iteration 35Q: 3 clusters Score -1504740 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6276 members Mstep: Class 2 contains 10068 members Entering Unmasked Estep Score: -1504738.750000 Penalty: 4812.001465 Iteration 36Q: 3 clusters Score -1504739 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 10045 members Entering Unmasked Estep Score: -1504746.125000 Penalty: 4812.001465 Iteration 37Q: 3 clusters Score -1504746 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6330 members Mstep: Class 2 contains 10014 members Entering Unmasked Estep Score: -1504754.500000 Penalty: 4812.001465 Iteration 38Q: 3 clusters Score -1504754 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 9983 members Entering Unmasked Estep Score: -1504764.500000 Penalty: 4812.001465 Iteration 39Q: 3 clusters Score -1504764 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6396 members Mstep: Class 2 contains 9948 members Entering Unmasked Estep Score: -1504773.875000 Penalty: 4812.001465 Iteration 40F: 3 clusters Score -1504774 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 9912 members Entering Unmasked Estep Score: -1504776.625000 Penalty: 4812.001465 Iteration 41Q: 3 clusters Score -1504777 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 9881 members Entering Unmasked Estep Score: -1504786.625000 Penalty: 4812.001465 Iteration 42Q: 3 clusters Score -1504787 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 9838 members Entering Unmasked Estep Score: -1504797.750000 Penalty: 4812.001465 Iteration 43Q: 3 clusters Score -1504798 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 9797 members Entering Unmasked Estep Score: -1504811.875000 Penalty: 4812.001465 Iteration 44Q: 3 clusters Score -1504812 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 9765 members Entering Unmasked Estep Score: -1504811.750000 Penalty: 4812.001465 Iteration 45Q: 3 clusters Score -1504812 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6605 members Mstep: Class 2 contains 9739 members Entering Unmasked Estep Score: -1504819.625000 Penalty: 4812.001465 Iteration 46Q: 3 clusters Score -1504820 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 9712 members Entering Unmasked Estep Score: -1504820.500000 Penalty: 4812.001465 Iteration 47Q: 3 clusters Score -1504820 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 9680 members Entering Unmasked Estep Score: -1504833.750000 Penalty: 4812.001465 Iteration 48Q: 3 clusters Score -1504834 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6696 members Mstep: Class 2 contains 9648 members Entering Unmasked Estep Score: -1504835.875000 Penalty: 4812.001465 Iteration 49Q: 3 clusters Score -1504836 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 9613 members Entering Unmasked Estep Score: -1504846.125000 Penalty: 4812.001465 Iteration 50Q: 3 clusters Score -1504846 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 9569 members Entering Unmasked Estep Score: -1504859.125000 Penalty: 4812.001465 Iteration 51Q: 3 clusters Score -1504859 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 9511 members Entering Unmasked Estep Score: -1504873.000000 Penalty: 4812.001465 Iteration 52Q: 3 clusters Score -1504873 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6903 members Mstep: Class 2 contains 9441 members Entering Unmasked Estep Score: -1504899.000000 Penalty: 4812.001465 Iteration 53Q: 3 clusters Score -1504899 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6991 members Mstep: Class 2 contains 9353 members Entering Unmasked Estep Score: -1504924.750000 Penalty: 4812.001465 Iteration 54Q: 3 clusters Score -1504925 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7079 members Mstep: Class 2 contains 9265 members Entering Unmasked Estep Score: -1504954.500000 Penalty: 4812.001465 Iteration 55Q: 3 clusters Score -1504954 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7186 members Mstep: Class 2 contains 9158 members Entering Unmasked Estep Score: -1505002.875000 Penalty: 4812.001465 Iteration 56Q: 3 clusters Score -1505003 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7334 members Mstep: Class 2 contains 9010 members Entering Unmasked Estep Score: -1505067.500000 Penalty: 4812.001465 Iteration 57Q: 3 clusters Score -1505068 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7491 members Mstep: Class 2 contains 8853 members Entering Unmasked Estep Score: -1505149.500000 Penalty: 4812.001465 Iteration 58Q: 3 clusters Score -1505150 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7654 members Mstep: Class 2 contains 8690 members Entering Unmasked Estep Score: -1505213.500000 Penalty: 4812.001465 Iteration 59Q: 3 clusters Score -1505214 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7815 members Mstep: Class 2 contains 8529 members Entering Unmasked Estep Score: -1505299.375000 Penalty: 4812.001465 Iteration 60F: 3 clusters Score -1505299 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7978 members Mstep: Class 2 contains 8366 members Entering Unmasked Estep Score: -1505373.250000 Penalty: 4812.001465 Iteration 61Q: 3 clusters Score -1505373 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8154 members Mstep: Class 2 contains 8190 members Entering Unmasked Estep Score: -1505452.750000 Penalty: 4812.001465 Iteration 62Q: 3 clusters Score -1505453 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8345 members Mstep: Class 2 contains 7999 members Entering Unmasked Estep Score: -1505533.250000 Penalty: 4812.001465 Iteration 63Q: 3 clusters Score -1505533 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8561 members Mstep: Class 2 contains 7783 members Entering Unmasked Estep Score: -1505635.750000 Penalty: 4812.001465 Iteration 64Q: 3 clusters Score -1505636 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8779 members Mstep: Class 2 contains 7565 members Entering Unmasked Estep Score: -1505733.000000 Penalty: 4812.001465 Iteration 65Q: 3 clusters Score -1505733 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8984 members Mstep: Class 2 contains 7360 members Entering Unmasked Estep Score: -1505816.500000 Penalty: 4812.001465 Iteration 66Q: 3 clusters Score -1505816 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9146 members Mstep: Class 2 contains 7198 members Entering Unmasked Estep Score: -1505869.125000 Penalty: 4812.001465 Iteration 67Q: 3 clusters Score -1505869 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9288 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -1505912.125000 Penalty: 4812.001465 Iteration 68Q: 3 clusters Score -1505912 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9419 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -1505957.250000 Penalty: 4812.001465 Iteration 69Q: 3 clusters Score -1505957 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9531 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -1505982.250000 Penalty: 4812.001465 Iteration 70Q: 3 clusters Score -1505982 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9637 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -1506009.375000 Penalty: 4812.001465 Iteration 71Q: 3 clusters Score -1506009 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9719 members Mstep: Class 2 contains 6625 members Entering Unmasked Estep Score: -1506025.500000 Penalty: 4812.001465 Iteration 72Q: 3 clusters Score -1506026 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9791 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -1506044.000000 Penalty: 4812.001465 Iteration 73Q: 3 clusters Score -1506044 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9845 members Mstep: Class 2 contains 6499 members Entering Unmasked Estep Score: -1506059.000000 Penalty: 4812.001465 Iteration 74Q: 3 clusters Score -1506059 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9885 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -1506061.625000 Penalty: 4812.001465 Iteration 75Q: 3 clusters Score -1506062 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9918 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -1506065.375000 Penalty: 4812.001465 Iteration 76Q: 3 clusters Score -1506065 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9945 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -1506066.250000 Penalty: 4812.001465 Iteration 77Q: 3 clusters Score -1506066 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9971 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -1506073.250000 Penalty: 4812.001465 Iteration 78Q: 3 clusters Score -1506073 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9991 members Mstep: Class 2 contains 6353 members Entering Unmasked Estep Score: -1506080.250000 Penalty: 4812.001465 Iteration 79Q: 3 clusters Score -1506080 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10005 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -1506084.000000 Penalty: 4812.001465 Iteration 80F: 3 clusters Score -1506084 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10019 members Mstep: Class 2 contains 6325 members Entering Unmasked Estep Score: -1506086.500000 Penalty: 4812.001465 Iteration 81Q: 3 clusters Score -1506086 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10033 members Mstep: Class 2 contains 6311 members Entering Unmasked Estep Score: -1506086.625000 Penalty: 4812.001465 Iteration 82Q: 3 clusters Score -1506087 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10044 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -1506088.125000 Penalty: 4812.001465 Iteration 83Q: 3 clusters Score -1506088 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10053 members Mstep: Class 2 contains 6291 members Entering Unmasked Estep Score: -1506088.125000 Penalty: 4812.001465 Iteration 84Q: 3 clusters Score -1506088 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10057 members Mstep: Class 2 contains 6287 members Entering Unmasked Estep Score: -1506086.000000 Penalty: 4812.001465 Iteration 85Q: 3 clusters Score -1506086 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10060 members Mstep: Class 2 contains 6284 members Entering Unmasked Estep Score: -1506085.625000 Penalty: 4812.001465 Iteration 86Q: 3 clusters Score -1506086 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10063 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -1506084.750000 Penalty: 4812.001465 Iteration 87Q: 3 clusters Score -1506085 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10066 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -1506084.625000 Penalty: 4812.001465 Iteration 88Q: 3 clusters Score -1506085 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10069 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -1506083.375000 Penalty: 4812.001465 Iteration 89Q: 3 clusters Score -1506083 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10071 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -1506082.250000 Penalty: 4812.001465 Iteration 90Q: 3 clusters Score -1506082 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10071 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -1506082.250000 Penalty: 4812.001465 Iteration 91F: 3 clusters Score -1506082 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (302604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302604 members Entering Unmasked Estep Score: -27622720.000000 Penalty: 3129.804688 Iteration 0F: 2 clusters Score -2.762272e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151713 members Mstep: Class 2 contains 150891 members Entering Unmasked Estep Score: -27419448.000000 Penalty: 6259.609375 Iteration 0F: 3 clusters Score -2.741945e+07 nChanged 146483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161536 members Mstep: Class 2 contains 141068 members Entering Unmasked Estep Score: -27507430.000000 Penalty: 6259.609375 Iteration 1F: 3 clusters Score -2.750743e+07 nChanged 10346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168694 members Mstep: Class 2 contains 133910 members Entering Unmasked Estep Score: -27510166.000000 Penalty: 6259.609375 Iteration 2Q: 3 clusters Score -2.751017e+07 nChanged 13150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179760 members Mstep: Class 2 contains 122844 members Entering Unmasked Estep Score: -27515296.000000 Penalty: 6259.609375 Iteration 3Q: 3 clusters Score -2.75153e+07 nChanged 17774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196296 members Mstep: Class 2 contains 106308 members Entering Unmasked Estep Score: -27524716.000000 Penalty: 6259.609375 Iteration 4F: 3 clusters Score -2.752472e+07 nChanged 23384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219164 members Mstep: Class 2 contains 83440 members Entering Unmasked Estep Score: -27541320.000000 Penalty: 6259.609375 Iteration 5F: 3 clusters Score -2.754132e+07 nChanged 27448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246436 members Mstep: Class 2 contains 56168 members Entering Unmasked Estep Score: -27565482.000000 Penalty: 6259.609375 Iteration 6F: 3 clusters Score -2.756548e+07 nChanged 26166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272556 members Mstep: Class 2 contains 30048 members Entering Unmasked Estep Score: -27591554.000000 Penalty: 6259.609375 Iteration 7F: 3 clusters Score -2.759155e+07 nChanged 17839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290395 members Mstep: Class 2 contains 12209 members Entering Unmasked Estep Score: -27608934.000000 Penalty: 6259.609375 Iteration 8F: 3 clusters Score -2.760893e+07 nChanged 8191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298582 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -27616318.000000 Penalty: 6259.609375 Iteration 9Q: 3 clusters Score -2.761632e+07 nChanged 2720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301292 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -27618880.000000 Penalty: 6259.609375 Iteration 10Q: 3 clusters Score -2.761888e+07 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301994 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -27619666.000000 Penalty: 6259.609375 Iteration 11Q: 3 clusters Score -2.761967e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302163 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -27619920.000000 Penalty: 6259.609375 Iteration 12Q: 3 clusters Score -2.761992e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302204 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -27620052.000000 Penalty: 6259.609375 Iteration 13Q: 3 clusters Score -2.762005e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302223 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -27620106.000000 Penalty: 6259.609375 Iteration 14Q: 3 clusters Score -2.762011e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302235 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -27620132.000000 Penalty: 6259.609375 Iteration 15Q: 3 clusters Score -2.762013e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302239 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -27620162.000000 Penalty: 6259.609375 Iteration 16Q: 3 clusters Score -2.762016e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302243 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -27620176.000000 Penalty: 6259.609375 Iteration 17Q: 3 clusters Score -2.762018e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302243 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -27620180.000000 Penalty: 6259.609375 Iteration 18Q: 3 clusters Score -2.762018e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302240 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -27620200.000000 Penalty: 6259.609375 Iteration 19Q: 3 clusters Score -2.76202e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302240 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -27620212.000000 Penalty: 6259.609375 Iteration 20F: 3 clusters Score -2.762021e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302236 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -27620208.000000 Penalty: 6259.609375 Iteration 21Q: 3 clusters Score -2.762021e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302235 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -27620218.000000 Penalty: 6259.609375 Iteration 22Q: 3 clusters Score -2.762022e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302233 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -27620228.000000 Penalty: 6259.609375 Iteration 23Q: 3 clusters Score -2.762023e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302234 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -27620230.000000 Penalty: 6259.609375 Iteration 24Q: 3 clusters Score -2.762023e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302232 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -27620232.000000 Penalty: 6259.609375 Iteration 25Q: 3 clusters Score -2.762023e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302231 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -27620234.000000 Penalty: 6259.609375 Iteration 26Q: 3 clusters Score -2.762023e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302231 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -27620234.000000 Penalty: 6259.609375 Iteration 27F: 3 clusters Score -2.762023e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (67130 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67130 members Entering Unmasked Estep Score: -6046483.500000 Penalty: 2756.367920 Iteration 0F: 2 clusters Score -6046484 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33787 members Mstep: Class 2 contains 33343 members Entering Unmasked Estep Score: -6001574.000000 Penalty: 5512.735840 Iteration 0F: 3 clusters Score -6001574 nChanged 31416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36473 members Mstep: Class 2 contains 30657 members Entering Unmasked Estep Score: -6019536.500000 Penalty: 5512.735840 Iteration 1F: 3 clusters Score -6019536 nChanged 3019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38122 members Mstep: Class 2 contains 29008 members Entering Unmasked Estep Score: -6020567.000000 Penalty: 5512.735840 Iteration 2Q: 3 clusters Score -6020567 nChanged 3307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40529 members Mstep: Class 2 contains 26601 members Entering Unmasked Estep Score: -6021921.500000 Penalty: 5512.735840 Iteration 3Q: 3 clusters Score -6021922 nChanged 3951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43988 members Mstep: Class 2 contains 23142 members Entering Unmasked Estep Score: -6024134.500000 Penalty: 5512.735840 Iteration 4F: 3 clusters Score -6024134 nChanged 4863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48537 members Mstep: Class 2 contains 18593 members Entering Unmasked Estep Score: -6027645.000000 Penalty: 5512.735840 Iteration 5F: 3 clusters Score -6027645 nChanged 5554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53897 members Mstep: Class 2 contains 13233 members Entering Unmasked Estep Score: -6032529.500000 Penalty: 5512.735840 Iteration 6F: 3 clusters Score -6032530 nChanged 5165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58952 members Mstep: Class 2 contains 8178 members Entering Unmasked Estep Score: -6037490.000000 Penalty: 5512.735840 Iteration 7F: 3 clusters Score -6037490 nChanged 3758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62662 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -6041079.500000 Penalty: 5512.735840 Iteration 8F: 3 clusters Score -6041080 nChanged 2075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64713 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -6042930.500000 Penalty: 5512.735840 Iteration 9Q: 3 clusters Score -6042930 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65682 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -6043715.500000 Penalty: 5512.735840 Iteration 10Q: 3 clusters Score -6043716 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66109 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -6044066.500000 Penalty: 5512.735840 Iteration 11Q: 3 clusters Score -6044066 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66298 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -6044235.000000 Penalty: 5512.735840 Iteration 12Q: 3 clusters Score -6044235 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66384 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -6044310.500000 Penalty: 5512.735840 Iteration 13Q: 3 clusters Score -6044310 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66440 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -6044358.500000 Penalty: 5512.735840 Iteration 14Q: 3 clusters Score -6044358 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66472 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -6044393.500000 Penalty: 5512.735840 Iteration 15Q: 3 clusters Score -6044394 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66490 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -6044408.000000 Penalty: 5512.735840 Iteration 16Q: 3 clusters Score -6044408 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66507 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -6044414.000000 Penalty: 5512.735840 Iteration 17Q: 3 clusters Score -6044414 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66514 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -6044431.000000 Penalty: 5512.735840 Iteration 18Q: 3 clusters Score -6044431 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66520 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -6044444.000000 Penalty: 5512.735840 Iteration 19Q: 3 clusters Score -6044444 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66529 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -6044445.000000 Penalty: 5512.735840 Iteration 20F: 3 clusters Score -6044445 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66534 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -6044446.000000 Penalty: 5512.735840 Iteration 21Q: 3 clusters Score -6044446 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66537 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -6044458.500000 Penalty: 5512.735840 Iteration 22Q: 3 clusters Score -6044458 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66539 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -6044457.500000 Penalty: 5512.735840 Iteration 23Q: 3 clusters Score -6044458 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66540 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -6044458.500000 Penalty: 5512.735840 Iteration 24Q: 3 clusters Score -6044458 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66541 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -6044457.000000 Penalty: 5512.735840 Iteration 25Q: 3 clusters Score -6044457 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66541 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -6044457.000000 Penalty: 5512.735840 Iteration 26F: 3 clusters Score -6044457 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Entering Unmasked Estep Score: -207950.546875 Penalty: 1922.259277 Iteration 0F: 2 clusters Score -207950.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -205116.937500 Penalty: 3844.518555 Iteration 0F: 3 clusters Score -205116.9 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -205661.062500 Penalty: 3844.518555 Iteration 1F: 3 clusters Score -205661.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -205814.968750 Penalty: 3844.518555 Iteration 2F: 3 clusters Score -205815 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -205893.156250 Penalty: 3844.518555 Iteration 3Q: 3 clusters Score -205893.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -205929.375000 Penalty: 3844.518555 Iteration 4Q: 3 clusters Score -205929.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -205962.703125 Penalty: 3844.518555 Iteration 5Q: 3 clusters Score -205962.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -205998.171875 Penalty: 3844.518555 Iteration 6Q: 3 clusters Score -205998.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -206028.703125 Penalty: 3844.518555 Iteration 7Q: 3 clusters Score -206028.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -206052.875000 Penalty: 3844.518555 Iteration 8Q: 3 clusters Score -206052.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -206087.875000 Penalty: 3844.518555 Iteration 9Q: 3 clusters Score -206087.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -206122.187500 Penalty: 3844.518555 Iteration 10Q: 3 clusters Score -206122.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -206161.687500 Penalty: 3844.518555 Iteration 11Q: 3 clusters Score -206161.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -206192.390625 Penalty: 3844.518555 Iteration 12Q: 3 clusters Score -206192.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -206222.265625 Penalty: 3844.518555 Iteration 13Q: 3 clusters Score -206222.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -206259.296875 Penalty: 3844.518555 Iteration 14Q: 3 clusters Score -206259.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -206290.703125 Penalty: 3844.518555 Iteration 15Q: 3 clusters Score -206290.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -206333.250000 Penalty: 3844.518555 Iteration 16Q: 3 clusters Score -206333.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -206383.546875 Penalty: 3844.518555 Iteration 17Q: 3 clusters Score -206383.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -206426.203125 Penalty: 3844.518555 Iteration 18Q: 3 clusters Score -206426.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -206463.546875 Penalty: 3844.518555 Iteration 19Q: 3 clusters Score -206463.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -206499.406250 Penalty: 3844.518555 Iteration 20F: 3 clusters Score -206499.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -206526.906250 Penalty: 3844.518555 Iteration 21Q: 3 clusters Score -206526.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -206549.796875 Penalty: 3844.518555 Iteration 22Q: 3 clusters Score -206549.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -206568.468750 Penalty: 3844.518555 Iteration 23Q: 3 clusters Score -206568.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -206581.328125 Penalty: 3844.518555 Iteration 24Q: 3 clusters Score -206581.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -206590.812500 Penalty: 3844.518555 Iteration 25Q: 3 clusters Score -206590.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -206596.687500 Penalty: 3844.518555 Iteration 26Q: 3 clusters Score -206596.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -206602.125000 Penalty: 3844.518555 Iteration 27Q: 3 clusters Score -206602.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -206608.281250 Penalty: 3844.518555 Iteration 28Q: 3 clusters Score -206608.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -206612.140625 Penalty: 3844.518555 Iteration 29Q: 3 clusters Score -206612.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -206616.468750 Penalty: 3844.518555 Iteration 30Q: 3 clusters Score -206616.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -206618.703125 Penalty: 3844.518555 Iteration 31Q: 3 clusters Score -206618.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -206620.265625 Penalty: 3844.518555 Iteration 32Q: 3 clusters Score -206620.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -206620.265625 Penalty: 3844.518555 Iteration 33F: 3 clusters Score -206620.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (12306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12306 members Entering Unmasked Estep Score: -1131841.250000 Penalty: 2335.624756 Iteration 0F: 2 clusters Score -1131841 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 6049 members Entering Unmasked Estep Score: -1122654.875000 Penalty: 4671.249512 Iteration 0F: 3 clusters Score -1122655 nChanged 5259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -1125386.375000 Penalty: 4671.249512 Iteration 1F: 3 clusters Score -1125386 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6941 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -1125743.500000 Penalty: 4671.249512 Iteration 2F: 3 clusters Score -1125744 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -1126046.250000 Penalty: 4671.249512 Iteration 3F: 3 clusters Score -1126046 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -1126369.250000 Penalty: 4671.249512 Iteration 4Q: 3 clusters Score -1126369 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8283 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -1126749.875000 Penalty: 4671.249512 Iteration 5F: 3 clusters Score -1126750 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8888 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -1127208.250000 Penalty: 4671.249512 Iteration 6F: 3 clusters Score -1127208 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9529 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -1127735.250000 Penalty: 4671.249512 Iteration 7F: 3 clusters Score -1127735 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10148 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -1128289.500000 Penalty: 4671.249512 Iteration 8F: 3 clusters Score -1128290 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10713 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -1128794.250000 Penalty: 4671.249512 Iteration 9Q: 3 clusters Score -1128794 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11148 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -1129198.125000 Penalty: 4671.249512 Iteration 10Q: 3 clusters Score -1129198 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11458 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -1129478.750000 Penalty: 4671.249512 Iteration 11Q: 3 clusters Score -1129479 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11633 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -1129640.000000 Penalty: 4671.249512 Iteration 12Q: 3 clusters Score -1129640 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11729 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -1129719.875000 Penalty: 4671.249512 Iteration 13Q: 3 clusters Score -1129720 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11789 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -1129765.625000 Penalty: 4671.249512 Iteration 14Q: 3 clusters Score -1129766 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11821 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -1129800.750000 Penalty: 4671.249512 Iteration 15Q: 3 clusters Score -1129801 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11843 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -1129818.375000 Penalty: 4671.249512 Iteration 16Q: 3 clusters Score -1129818 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11864 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -1129839.500000 Penalty: 4671.249512 Iteration 17Q: 3 clusters Score -1129840 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11880 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -1129854.500000 Penalty: 4671.249512 Iteration 18Q: 3 clusters Score -1129854 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11893 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -1129863.125000 Penalty: 4671.249512 Iteration 19Q: 3 clusters Score -1129863 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11895 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -1129867.250000 Penalty: 4671.249512 Iteration 20F: 3 clusters Score -1129867 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11896 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -1129872.000000 Penalty: 4671.249512 Iteration 21Q: 3 clusters Score -1129872 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11898 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -1129872.625000 Penalty: 4671.249512 Iteration 22Q: 3 clusters Score -1129873 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11898 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -1129872.625000 Penalty: 4671.249512 Iteration 23F: 3 clusters Score -1129873 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (33778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33778 members Entering Unmasked Estep Score: -2964772.500000 Penalty: 2586.036133 Iteration 0F: 2 clusters Score -2964772 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16973 members Mstep: Class 2 contains 16805 members Entering Unmasked Estep Score: -2941669.750000 Penalty: 5172.072266 Iteration 0F: 3 clusters Score -2941670 nChanged 15328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17693 members Mstep: Class 2 contains 16085 members Entering Unmasked Estep Score: -2950065.250000 Penalty: 5172.072266 Iteration 1F: 3 clusters Score -2950065 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18293 members Mstep: Class 2 contains 15485 members Entering Unmasked Estep Score: -2951048.250000 Penalty: 5172.072266 Iteration 2F: 3 clusters Score -2951048 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19280 members Mstep: Class 2 contains 14498 members Entering Unmasked Estep Score: -2952642.500000 Penalty: 5172.072266 Iteration 3F: 3 clusters Score -2952642 nChanged 2640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20830 members Mstep: Class 2 contains 12948 members Entering Unmasked Estep Score: -2954836.500000 Penalty: 5172.072266 Iteration 4F: 3 clusters Score -2954836 nChanged 3117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23057 members Mstep: Class 2 contains 10721 members Entering Unmasked Estep Score: -2957434.500000 Penalty: 5172.072266 Iteration 5F: 3 clusters Score -2957434 nChanged 3018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25579 members Mstep: Class 2 contains 8199 members Entering Unmasked Estep Score: -2960130.500000 Penalty: 5172.072266 Iteration 6F: 3 clusters Score -2960130 nChanged 2507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27804 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -2962346.500000 Penalty: 5172.072266 Iteration 7F: 3 clusters Score -2962346 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29318 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -2963776.000000 Penalty: 5172.072266 Iteration 8Q: 3 clusters Score -2963776 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30232 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -2964614.250000 Penalty: 5172.072266 Iteration 9Q: 3 clusters Score -2964614 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30752 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -2964972.750000 Penalty: 5172.072266 Iteration 10Q: 3 clusters Score -2964973 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31064 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -2965116.000000 Penalty: 5172.072266 Iteration 11Q: 3 clusters Score -2965116 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31264 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -2965188.250000 Penalty: 5172.072266 Iteration 12Q: 3 clusters Score -2965188 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31407 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -2965242.750000 Penalty: 5172.072266 Iteration 13Q: 3 clusters Score -2965243 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31528 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -2965274.500000 Penalty: 5172.072266 Iteration 14Q: 3 clusters Score -2965274 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31633 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -2965295.000000 Penalty: 5172.072266 Iteration 15Q: 3 clusters Score -2965295 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31705 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -2965312.250000 Penalty: 5172.072266 Iteration 16Q: 3 clusters Score -2965312 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31761 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -2965329.250000 Penalty: 5172.072266 Iteration 17Q: 3 clusters Score -2965329 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31816 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -2965348.750000 Penalty: 5172.072266 Iteration 18Q: 3 clusters Score -2965349 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31856 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -2965365.000000 Penalty: 5172.072266 Iteration 19Q: 3 clusters Score -2965365 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31894 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -2965374.500000 Penalty: 5172.072266 Iteration 20F: 3 clusters Score -2965374 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31927 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -2965406.750000 Penalty: 5172.072266 Iteration 21Q: 3 clusters Score -2965407 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31959 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -2965426.250000 Penalty: 5172.072266 Iteration 22Q: 3 clusters Score -2965426 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31989 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -2965455.750000 Penalty: 5172.072266 Iteration 23Q: 3 clusters Score -2965456 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32019 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -2965487.500000 Penalty: 5172.072266 Iteration 24Q: 3 clusters Score -2965488 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32049 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -2965505.000000 Penalty: 5172.072266 Iteration 25Q: 3 clusters Score -2965505 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32070 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -2965506.000000 Penalty: 5172.072266 Iteration 26Q: 3 clusters Score -2965506 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32084 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -2965507.250000 Penalty: 5172.072266 Iteration 27Q: 3 clusters Score -2965507 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32089 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -2965506.000000 Penalty: 5172.072266 Iteration 28Q: 3 clusters Score -2965506 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32091 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -2965506.250000 Penalty: 5172.072266 Iteration 29Q: 3 clusters Score -2965506 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32090 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -2965505.500000 Penalty: 5172.072266 Iteration 30Q: 3 clusters Score -2965506 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32090 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -2965508.000000 Penalty: 5172.072266 Iteration 31Q: 3 clusters Score -2965508 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32091 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -2965511.000000 Penalty: 5172.072266 Iteration 32Q: 3 clusters Score -2965511 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32090 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -2965509.000000 Penalty: 5172.072266 Iteration 33Q: 3 clusters Score -2965509 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32089 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -2965510.250000 Penalty: 5172.072266 Iteration 34Q: 3 clusters Score -2965510 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32090 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -2965512.500000 Penalty: 5172.072266 Iteration 35Q: 3 clusters Score -2965512 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32092 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -2965515.000000 Penalty: 5172.072266 Iteration 36Q: 3 clusters Score -2965515 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32096 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -2965518.750000 Penalty: 5172.072266 Iteration 37Q: 3 clusters Score -2965519 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32099 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -2965517.750000 Penalty: 5172.072266 Iteration 38Q: 3 clusters Score -2965518 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32100 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -2965515.500000 Penalty: 5172.072266 Iteration 39Q: 3 clusters Score -2965516 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32100 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -2965515.500000 Penalty: 5172.072266 Iteration 40F: 3 clusters Score -2965516 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 302604 members Mstep: Class 3 contains 67130 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 32100 members Mstep: Class 7 contains 18120 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9211 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269517 members Mstep: Class 17 contains 7595 members Mstep: Class 18 contains 1678 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep Score: -68897280.000000 Penalty: 63897.066406 Splitting cluster 6 changes total score from -68897304.000000 to -68897280.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (18120 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18120 members Entering Unmasked Estep Score: -1487511.750000 Penalty: 2431.583252 Iteration 0F: 2 clusters Score -1487512 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8901 members Mstep: Class 2 contains 9219 members Entering Unmasked Estep Score: -1474686.500000 Penalty: 4863.166504 Iteration 0F: 3 clusters Score -1474686 nChanged 7913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 10062 members Entering Unmasked Estep Score: -1479345.750000 Penalty: 4863.166504 Iteration 1F: 3 clusters Score -1479346 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7458 members Mstep: Class 2 contains 10662 members Entering Unmasked Estep Score: -1480436.125000 Penalty: 4863.166504 Iteration 2F: 3 clusters Score -1480436 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6685 members Mstep: Class 2 contains 11435 members Entering Unmasked Estep Score: -1481710.750000 Penalty: 4863.166504 Iteration 3F: 3 clusters Score -1481711 nChanged 1441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 12166 members Entering Unmasked Estep Score: -1482915.250000 Penalty: 4863.166504 Iteration 4F: 3 clusters Score -1482915 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 12850 members Entering Unmasked Estep Score: -1483854.875000 Penalty: 4863.166504 Iteration 5F: 3 clusters Score -1483855 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 13478 members Entering Unmasked Estep Score: -1484536.750000 Penalty: 4863.166504 Iteration 6F: 3 clusters Score -1484537 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 13998 members Entering Unmasked Estep Score: -1484997.875000 Penalty: 4863.166504 Iteration 7Q: 3 clusters Score -1484998 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 14453 members Entering Unmasked Estep Score: -1485352.250000 Penalty: 4863.166504 Iteration 8Q: 3 clusters Score -1485352 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 14811 members Entering Unmasked Estep Score: -1485587.750000 Penalty: 4863.166504 Iteration 9Q: 3 clusters Score -1485588 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 15092 members Entering Unmasked Estep Score: -1485739.500000 Penalty: 4863.166504 Iteration 10Q: 3 clusters Score -1485740 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 15291 members Entering Unmasked Estep Score: -1485834.125000 Penalty: 4863.166504 Iteration 11Q: 3 clusters Score -1485834 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 15463 members Entering Unmasked Estep Score: -1485912.000000 Penalty: 4863.166504 Iteration 12Q: 3 clusters Score -1485912 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 15605 members Entering Unmasked Estep Score: -1485978.500000 Penalty: 4863.166504 Iteration 13Q: 3 clusters Score -1485978 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 15751 members Entering Unmasked Estep Score: -1486039.000000 Penalty: 4863.166504 Iteration 14Q: 3 clusters Score -1486039 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 15874 members Entering Unmasked Estep Score: -1486087.875000 Penalty: 4863.166504 Iteration 15Q: 3 clusters Score -1486088 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 15968 members Entering Unmasked Estep Score: -1486125.875000 Penalty: 4863.166504 Iteration 16Q: 3 clusters Score -1486126 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 16045 members Entering Unmasked Estep Score: -1486146.750000 Penalty: 4863.166504 Iteration 17Q: 3 clusters Score -1486147 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 16087 members Entering Unmasked Estep Score: -1486162.500000 Penalty: 4863.166504 Iteration 18Q: 3 clusters Score -1486162 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 16131 members Entering Unmasked Estep Score: -1486180.125000 Penalty: 4863.166504 Iteration 19Q: 3 clusters Score -1486180 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 16172 members Entering Unmasked Estep Score: -1486194.000000 Penalty: 4863.166504 Iteration 20F: 3 clusters Score -1486194 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 16205 members Entering Unmasked Estep Score: -1486202.375000 Penalty: 4863.166504 Iteration 21Q: 3 clusters Score -1486202 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 16232 members Entering Unmasked Estep Score: -1486214.125000 Penalty: 4863.166504 Iteration 22Q: 3 clusters Score -1486214 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 16257 members Entering Unmasked Estep Score: -1486224.625000 Penalty: 4863.166504 Iteration 23Q: 3 clusters Score -1486225 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 16281 members Entering Unmasked Estep Score: -1486229.125000 Penalty: 4863.166504 Iteration 24Q: 3 clusters Score -1486229 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 16302 members Entering Unmasked Estep Score: -1486233.875000 Penalty: 4863.166504 Iteration 25Q: 3 clusters Score -1486234 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 16313 members Entering Unmasked Estep Score: -1486237.750000 Penalty: 4863.166504 Iteration 26Q: 3 clusters Score -1486238 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 16326 members Entering Unmasked Estep Score: -1486239.250000 Penalty: 4863.166504 Iteration 27Q: 3 clusters Score -1486239 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 16337 members Entering Unmasked Estep Score: -1486244.250000 Penalty: 4863.166504 Iteration 28Q: 3 clusters Score -1486244 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 16346 members Entering Unmasked Estep Score: -1486244.375000 Penalty: 4863.166504 Iteration 29Q: 3 clusters Score -1486244 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 16356 members Entering Unmasked Estep Score: -1486246.625000 Penalty: 4863.166504 Iteration 30Q: 3 clusters Score -1486247 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 16365 members Entering Unmasked Estep Score: -1486250.875000 Penalty: 4863.166504 Iteration 31Q: 3 clusters Score -1486251 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 16371 members Entering Unmasked Estep Score: -1486250.875000 Penalty: 4863.166504 Iteration 32Q: 3 clusters Score -1486251 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 16375 members Entering Unmasked Estep Score: -1486248.625000 Penalty: 4863.166504 Iteration 33Q: 3 clusters Score -1486249 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 16379 members Entering Unmasked Estep Score: -1486252.375000 Penalty: 4863.166504 Iteration 34Q: 3 clusters Score -1486252 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 16381 members Entering Unmasked Estep Score: -1486257.125000 Penalty: 4863.166504 Iteration 35Q: 3 clusters Score -1486257 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 16383 members Entering Unmasked Estep Score: -1486258.250000 Penalty: 4863.166504 Iteration 36Q: 3 clusters Score -1486258 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 16388 members Entering Unmasked Estep Score: -1486260.375000 Penalty: 4863.166504 Iteration 37Q: 3 clusters Score -1486260 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 16395 members Entering Unmasked Estep Score: -1486263.750000 Penalty: 4863.166504 Iteration 38Q: 3 clusters Score -1486264 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 16402 members Entering Unmasked Estep Score: -1486262.125000 Penalty: 4863.166504 Iteration 39Q: 3 clusters Score -1486262 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 16406 members Entering Unmasked Estep Score: -1486262.625000 Penalty: 4863.166504 Iteration 40F: 3 clusters Score -1486263 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 16410 members Entering Unmasked Estep Score: -1486263.625000 Penalty: 4863.166504 Iteration 41Q: 3 clusters Score -1486264 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 16412 members Entering Unmasked Estep Score: -1486260.875000 Penalty: 4863.166504 Iteration 42Q: 3 clusters Score -1486261 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 16416 members Entering Unmasked Estep Score: -1486267.125000 Penalty: 4863.166504 Iteration 43Q: 3 clusters Score -1486267 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 16419 members Entering Unmasked Estep Score: -1486267.125000 Penalty: 4863.166504 Iteration 44Q: 3 clusters Score -1486267 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 16425 members Entering Unmasked Estep Score: -1486268.875000 Penalty: 4863.166504 Iteration 45Q: 3 clusters Score -1486269 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 16430 members Entering Unmasked Estep Score: -1486268.000000 Penalty: 4863.166504 Iteration 46Q: 3 clusters Score -1486268 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 16436 members Entering Unmasked Estep Score: -1486272.250000 Penalty: 4863.166504 Iteration 47Q: 3 clusters Score -1486272 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 16441 members Entering Unmasked Estep Score: -1486271.375000 Penalty: 4863.166504 Iteration 48Q: 3 clusters Score -1486271 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 16445 members Entering Unmasked Estep Score: -1486271.250000 Penalty: 4863.166504 Iteration 49Q: 3 clusters Score -1486271 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 16447 members Entering Unmasked Estep Score: -1486269.625000 Penalty: 4863.166504 Iteration 50Q: 3 clusters Score -1486270 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 16449 members Entering Unmasked Estep Score: -1486269.750000 Penalty: 4863.166504 Iteration 51Q: 3 clusters Score -1486270 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 16450 members Entering Unmasked Estep Score: -1486272.125000 Penalty: 4863.166504 Iteration 52Q: 3 clusters Score -1486272 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 16450 members Entering Unmasked Estep Score: -1486272.125000 Penalty: 4863.166504 Iteration 53F: 3 clusters Score -1486272 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Entering Unmasked Estep Score: -28656.542969 Penalty: 1512.879150 Iteration 0F: 2 clusters Score -28656.54 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 234 members Entering Unmasked Estep Score: -27354.021484 Penalty: 3025.758301 Iteration 0F: 3 clusters Score -27354.02 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -27524.562500 Penalty: 3025.758301 Iteration 1F: 3 clusters Score -27524.56 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -27598.656250 Penalty: 3025.758301 Iteration 2F: 3 clusters Score -27598.66 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -27638.847656 Penalty: 3025.758301 Iteration 3Q: 3 clusters Score -27638.85 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -27683.687500 Penalty: 3025.758301 Iteration 4Q: 3 clusters Score -27683.69 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -27765.714844 Penalty: 3025.758301 Iteration 5Q: 3 clusters Score -27765.71 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -27868.677734 Penalty: 3025.758301 Iteration 6F: 3 clusters Score -27868.68 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -27927.154297 Penalty: 3025.758301 Iteration 7Q: 3 clusters Score -27927.15 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -28027.150391 Penalty: 3025.758301 Iteration 8Q: 3 clusters Score -28027.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -28092.308594 Penalty: 3025.758301 Iteration 9Q: 3 clusters Score -28092.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -28154.367188 Penalty: 3025.758301 Iteration 10Q: 3 clusters Score -28154.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -28182.226562 Penalty: 3025.758301 Iteration 11Q: 3 clusters Score -28182.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -28207.984375 Penalty: 3025.758301 Iteration 12Q: 3 clusters Score -28207.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -28215.005859 Penalty: 3025.758301 Iteration 13Q: 3 clusters Score -28215.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -28217.169922 Penalty: 3025.758301 Iteration 14Q: 3 clusters Score -28217.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -28223.326172 Penalty: 3025.758301 Iteration 15Q: 3 clusters Score -28223.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -28226.576172 Penalty: 3025.758301 Iteration 16Q: 3 clusters Score -28226.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -28226.718750 Penalty: 3025.758301 Iteration 17F: 3 clusters Score -28226.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -28248.781250 Penalty: 3025.758301 Iteration 18Q: 3 clusters Score -28248.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -28248.781250 Penalty: 3025.758301 Iteration 19F: 3 clusters Score -28248.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7893 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7893 members Entering Unmasked Estep Score: -712006.875000 Penalty: 2225.485596 Iteration 0F: 2 clusters Score -712006.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -705630.625000 Penalty: 4450.971191 Iteration 0F: 3 clusters Score -705630.6 nChanged 3189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -707456.125000 Penalty: 4450.971191 Iteration 1F: 3 clusters Score -707456.1 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -707824.500000 Penalty: 4450.971191 Iteration 2F: 3 clusters Score -707824.5 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -708134.437500 Penalty: 4450.971191 Iteration 3F: 3 clusters Score -708134.4 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -708398.937500 Penalty: 4450.971191 Iteration 4F: 3 clusters Score -708398.9 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -708650.562500 Penalty: 4450.971191 Iteration 5F: 3 clusters Score -708650.6 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 5151 members Entering Unmasked Estep Score: -708868.625000 Penalty: 4450.971191 Iteration 6Q: 3 clusters Score -708868.6 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 5374 members Entering Unmasked Estep Score: -709030.687500 Penalty: 4450.971191 Iteration 7Q: 3 clusters Score -709030.7 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -709179.250000 Penalty: 4450.971191 Iteration 8Q: 3 clusters Score -709179.2 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -709293.750000 Penalty: 4450.971191 Iteration 9Q: 3 clusters Score -709293.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 5959 members Entering Unmasked Estep Score: -709387.187500 Penalty: 4450.971191 Iteration 10Q: 3 clusters Score -709387.2 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 6120 members Entering Unmasked Estep Score: -709485.500000 Penalty: 4450.971191 Iteration 11Q: 3 clusters Score -709485.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -709585.375000 Penalty: 4450.971191 Iteration 12Q: 3 clusters Score -709585.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -709665.250000 Penalty: 4450.971191 Iteration 13Q: 3 clusters Score -709665.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 6546 members Entering Unmasked Estep Score: -709732.625000 Penalty: 4450.971191 Iteration 14Q: 3 clusters Score -709732.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 6657 members Entering Unmasked Estep Score: -709801.062500 Penalty: 4450.971191 Iteration 15Q: 3 clusters Score -709801.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 6763 members Entering Unmasked Estep Score: -709873.125000 Penalty: 4450.971191 Iteration 16Q: 3 clusters Score -709873.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -709940.625000 Penalty: 4450.971191 Iteration 17Q: 3 clusters Score -709940.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 6949 members Entering Unmasked Estep Score: -709988.875000 Penalty: 4450.971191 Iteration 18Q: 3 clusters Score -709988.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 7020 members Entering Unmasked Estep Score: -710030.125000 Penalty: 4450.971191 Iteration 19Q: 3 clusters Score -710030.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -710065.875000 Penalty: 4450.971191 Iteration 20F: 3 clusters Score -710065.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 7117 members Entering Unmasked Estep Score: -710094.250000 Penalty: 4450.971191 Iteration 21Q: 3 clusters Score -710094.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 7159 members Entering Unmasked Estep Score: -710116.562500 Penalty: 4450.971191 Iteration 22Q: 3 clusters Score -710116.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -710131.437500 Penalty: 4450.971191 Iteration 23Q: 3 clusters Score -710131.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 7206 members Entering Unmasked Estep Score: -710149.750000 Penalty: 4450.971191 Iteration 24Q: 3 clusters Score -710149.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -710162.375000 Penalty: 4450.971191 Iteration 25Q: 3 clusters Score -710162.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -710172.812500 Penalty: 4450.971191 Iteration 26Q: 3 clusters Score -710172.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 7256 members Entering Unmasked Estep Score: -710178.187500 Penalty: 4450.971191 Iteration 27Q: 3 clusters Score -710178.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 7264 members Entering Unmasked Estep Score: -710184.062500 Penalty: 4450.971191 Iteration 28Q: 3 clusters Score -710184.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 7273 members Entering Unmasked Estep Score: -710188.000000 Penalty: 4450.971191 Iteration 29Q: 3 clusters Score -710188 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 7282 members Entering Unmasked Estep Score: -710193.187500 Penalty: 4450.971191 Iteration 30Q: 3 clusters Score -710193.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 7289 members Entering Unmasked Estep Score: -710197.750000 Penalty: 4450.971191 Iteration 31Q: 3 clusters Score -710197.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 7295 members Entering Unmasked Estep Score: -710201.125000 Penalty: 4450.971191 Iteration 32Q: 3 clusters Score -710201.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 7303 members Entering Unmasked Estep Score: -710203.937500 Penalty: 4450.971191 Iteration 33Q: 3 clusters Score -710203.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 7309 members Entering Unmasked Estep Score: -710210.625000 Penalty: 4450.971191 Iteration 34Q: 3 clusters Score -710210.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 7318 members Entering Unmasked Estep Score: -710216.437500 Penalty: 4450.971191 Iteration 35Q: 3 clusters Score -710216.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 7329 members Entering Unmasked Estep Score: -710223.250000 Penalty: 4450.971191 Iteration 36Q: 3 clusters Score -710223.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 7334 members Entering Unmasked Estep Score: -710225.125000 Penalty: 4450.971191 Iteration 37Q: 3 clusters Score -710225.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -710226.625000 Penalty: 4450.971191 Iteration 38Q: 3 clusters Score -710226.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 7340 members Entering Unmasked Estep Score: -710229.437500 Penalty: 4450.971191 Iteration 39Q: 3 clusters Score -710229.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 7342 members Entering Unmasked Estep Score: -710230.375000 Penalty: 4450.971191 Iteration 40F: 3 clusters Score -710230.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -710231.812500 Penalty: 4450.971191 Iteration 41Q: 3 clusters Score -710231.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 7345 members Entering Unmasked Estep Score: -710231.062500 Penalty: 4450.971191 Iteration 42Q: 3 clusters Score -710231.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 7345 members Entering Unmasked Estep Score: -710231.062500 Penalty: 4450.971191 Iteration 43F: 3 clusters Score -710231.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (13297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13297 members Entering Unmasked Estep Score: -1217712.375000 Penalty: 2354.832764 Iteration 0F: 2 clusters Score -1217712 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 6632 members Entering Unmasked Estep Score: -1207936.250000 Penalty: 4709.665527 Iteration 0F: 3 clusters Score -1207936 nChanged 5659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6786 members Mstep: Class 2 contains 6511 members Entering Unmasked Estep Score: -1210933.625000 Penalty: 4709.665527 Iteration 1F: 3 clusters Score -1210934 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6905 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -1211476.375000 Penalty: 4709.665527 Iteration 2F: 3 clusters Score -1211476 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7168 members Mstep: Class 2 contains 6129 members Entering Unmasked Estep Score: -1212164.000000 Penalty: 4709.665527 Iteration 3F: 3 clusters Score -1212164 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7561 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -1213021.625000 Penalty: 4709.665527 Iteration 4F: 3 clusters Score -1213022 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8124 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -1213980.250000 Penalty: 4709.665527 Iteration 5F: 3 clusters Score -1213980 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8715 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -1214754.375000 Penalty: 4709.665527 Iteration 6F: 3 clusters Score -1214754 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9245 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -1215287.000000 Penalty: 4709.665527 Iteration 7F: 3 clusters Score -1215287 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9705 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -1215671.625000 Penalty: 4709.665527 Iteration 8Q: 3 clusters Score -1215672 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10093 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -1215941.000000 Penalty: 4709.665527 Iteration 9Q: 3 clusters Score -1215941 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10395 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -1216122.000000 Penalty: 4709.665527 Iteration 10Q: 3 clusters Score -1216122 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10605 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -1216213.500000 Penalty: 4709.665527 Iteration 11Q: 3 clusters Score -1216214 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10760 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -1216274.750000 Penalty: 4709.665527 Iteration 12Q: 3 clusters Score -1216275 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10908 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -1216327.625000 Penalty: 4709.665527 Iteration 13Q: 3 clusters Score -1216328 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11044 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -1216374.625000 Penalty: 4709.665527 Iteration 14Q: 3 clusters Score -1216375 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11171 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1216416.125000 Penalty: 4709.665527 Iteration 15Q: 3 clusters Score -1216416 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11281 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -1216457.875000 Penalty: 4709.665527 Iteration 16Q: 3 clusters Score -1216458 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11390 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -1216496.000000 Penalty: 4709.665527 Iteration 17Q: 3 clusters Score -1216496 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11488 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -1216533.125000 Penalty: 4709.665527 Iteration 18Q: 3 clusters Score -1216533 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11569 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -1216555.500000 Penalty: 4709.665527 Iteration 19Q: 3 clusters Score -1216556 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11639 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -1216581.250000 Penalty: 4709.665527 Iteration 20F: 3 clusters Score -1216581 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11697 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -1216599.250000 Penalty: 4709.665527 Iteration 21Q: 3 clusters Score -1216599 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11741 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -1216610.625000 Penalty: 4709.665527 Iteration 22Q: 3 clusters Score -1216611 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11791 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -1216628.500000 Penalty: 4709.665527 Iteration 23Q: 3 clusters Score -1216628 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11824 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -1216636.250000 Penalty: 4709.665527 Iteration 24Q: 3 clusters Score -1216636 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11853 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -1216645.500000 Penalty: 4709.665527 Iteration 25Q: 3 clusters Score -1216646 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11881 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -1216650.625000 Penalty: 4709.665527 Iteration 26Q: 3 clusters Score -1216651 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11916 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -1216661.875000 Penalty: 4709.665527 Iteration 27Q: 3 clusters Score -1216662 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11942 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -1216673.500000 Penalty: 4709.665527 Iteration 28Q: 3 clusters Score -1216674 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11961 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -1216678.875000 Penalty: 4709.665527 Iteration 29Q: 3 clusters Score -1216679 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11978 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -1216683.750000 Penalty: 4709.665527 Iteration 30Q: 3 clusters Score -1216684 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12002 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -1216687.750000 Penalty: 4709.665527 Iteration 31Q: 3 clusters Score -1216688 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12019 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -1216689.000000 Penalty: 4709.665527 Iteration 32Q: 3 clusters Score -1216689 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12034 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -1216692.125000 Penalty: 4709.665527 Iteration 33Q: 3 clusters Score -1216692 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12043 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -1216696.500000 Penalty: 4709.665527 Iteration 34Q: 3 clusters Score -1216696 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12053 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -1216702.375000 Penalty: 4709.665527 Iteration 35Q: 3 clusters Score -1216702 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12056 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -1216703.625000 Penalty: 4709.665527 Iteration 36Q: 3 clusters Score -1216704 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12059 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -1216704.125000 Penalty: 4709.665527 Iteration 37Q: 3 clusters Score -1216704 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12059 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -1216704.125000 Penalty: 4709.665527 Iteration 38F: 3 clusters Score -1216704 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Entering Unmasked Estep Score: -218496.875000 Penalty: 1940.759888 Iteration 0F: 2 clusters Score -218496.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -215545.890625 Penalty: 3881.519775 Iteration 0F: 3 clusters Score -215545.9 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -216076.328125 Penalty: 3881.519775 Iteration 1F: 3 clusters Score -216076.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -216195.375000 Penalty: 3881.519775 Iteration 2F: 3 clusters Score -216195.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -216265.125000 Penalty: 3881.519775 Iteration 3Q: 3 clusters Score -216265.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -216324.640625 Penalty: 3881.519775 Iteration 4Q: 3 clusters Score -216324.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -216367.468750 Penalty: 3881.519775 Iteration 5Q: 3 clusters Score -216367.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -216401.921875 Penalty: 3881.519775 Iteration 6Q: 3 clusters Score -216401.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -216422.718750 Penalty: 3881.519775 Iteration 7Q: 3 clusters Score -216422.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -216441.703125 Penalty: 3881.519775 Iteration 8Q: 3 clusters Score -216441.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -216454.890625 Penalty: 3881.519775 Iteration 9Q: 3 clusters Score -216454.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -216466.031250 Penalty: 3881.519775 Iteration 10Q: 3 clusters Score -216466 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -216473.968750 Penalty: 3881.519775 Iteration 11Q: 3 clusters Score -216474 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -216480.828125 Penalty: 3881.519775 Iteration 12Q: 3 clusters Score -216480.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -216486.578125 Penalty: 3881.519775 Iteration 13Q: 3 clusters Score -216486.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -216490.140625 Penalty: 3881.519775 Iteration 14Q: 3 clusters Score -216490.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -216493.640625 Penalty: 3881.519775 Iteration 15Q: 3 clusters Score -216493.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -216495.937500 Penalty: 3881.519775 Iteration 16Q: 3 clusters Score -216495.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -216496.921875 Penalty: 3881.519775 Iteration 17Q: 3 clusters Score -216496.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -216497.875000 Penalty: 3881.519775 Iteration 18Q: 3 clusters Score -216497.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -216500.109375 Penalty: 3881.519775 Iteration 19Q: 3 clusters Score -216500.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -216502.625000 Penalty: 3881.519775 Iteration 20F: 3 clusters Score -216502.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -216504.015625 Penalty: 3881.519775 Iteration 21Q: 3 clusters Score -216504 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -216505.734375 Penalty: 3881.519775 Iteration 22Q: 3 clusters Score -216505.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -216509.218750 Penalty: 3881.519775 Iteration 23Q: 3 clusters Score -216509.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -216509.515625 Penalty: 3881.519775 Iteration 24Q: 3 clusters Score -216509.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -216509.515625 Penalty: 3881.519775 Iteration 25F: 3 clusters Score -216509.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1328 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Entering Unmasked Estep Score: -110578.429688 Penalty: 1783.474365 Iteration 0F: 2 clusters Score -110578.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -108432.906250 Penalty: 3566.948730 Iteration 0F: 3 clusters Score -108432.9 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -108803.664062 Penalty: 3566.948730 Iteration 1F: 3 clusters Score -108803.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -108905.312500 Penalty: 3566.948730 Iteration 2F: 3 clusters Score -108905.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -108976.593750 Penalty: 3566.948730 Iteration 3Q: 3 clusters Score -108976.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -109020.843750 Penalty: 3566.948730 Iteration 4Q: 3 clusters Score -109020.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -109056.015625 Penalty: 3566.948730 Iteration 5Q: 3 clusters Score -109056 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -109081.625000 Penalty: 3566.948730 Iteration 6Q: 3 clusters Score -109081.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -109122.882812 Penalty: 3566.948730 Iteration 7Q: 3 clusters Score -109122.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -109176.593750 Penalty: 3566.948730 Iteration 8Q: 3 clusters Score -109176.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -109231.484375 Penalty: 3566.948730 Iteration 9Q: 3 clusters Score -109231.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -109323.718750 Penalty: 3566.948730 Iteration 10Q: 3 clusters Score -109323.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -109512.265625 Penalty: 3566.948730 Iteration 11Q: 3 clusters Score -109512.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -109752.539062 Penalty: 3566.948730 Iteration 12Q: 3 clusters Score -109752.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -109975.304688 Penalty: 3566.948730 Iteration 13Q: 3 clusters Score -109975.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -110104.648438 Penalty: 3566.948730 Iteration 14Q: 3 clusters Score -110104.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -110197.585938 Penalty: 3566.948730 Iteration 15Q: 3 clusters Score -110197.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -110255.390625 Penalty: 3566.948730 Iteration 16Q: 3 clusters Score -110255.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -110280.531250 Penalty: 3566.948730 Iteration 17Q: 3 clusters Score -110280.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -110303.648438 Penalty: 3566.948730 Iteration 18Q: 3 clusters Score -110303.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -110324.453125 Penalty: 3566.948730 Iteration 19Q: 3 clusters Score -110324.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -110342.101562 Penalty: 3566.948730 Iteration 20F: 3 clusters Score -110342.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -110368.945312 Penalty: 3566.948730 Iteration 21Q: 3 clusters Score -110368.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -110377.843750 Penalty: 3566.948730 Iteration 22Q: 3 clusters Score -110377.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -110380.742188 Penalty: 3566.948730 Iteration 23Q: 3 clusters Score -110380.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -110383.281250 Penalty: 3566.948730 Iteration 24Q: 3 clusters Score -110383.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -110384.898438 Penalty: 3566.948730 Iteration 25Q: 3 clusters Score -110384.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -110385.906250 Penalty: 3566.948730 Iteration 26Q: 3 clusters Score -110385.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -110387.632812 Penalty: 3566.948730 Iteration 27Q: 3 clusters Score -110387.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -110388.164062 Penalty: 3566.948730 Iteration 28Q: 3 clusters Score -110388.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -110389.765625 Penalty: 3566.948730 Iteration 29Q: 3 clusters Score -110389.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -110391.992188 Penalty: 3566.948730 Iteration 30Q: 3 clusters Score -110392 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -110392.453125 Penalty: 3566.948730 Iteration 31Q: 3 clusters Score -110392.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -110392.453125 Penalty: 3566.948730 Iteration 32F: 3 clusters Score -110392.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (9211 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9211 members Entering Unmasked Estep Score: -857846.312500 Penalty: 2263.782227 Iteration 0F: 2 clusters Score -857846.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -850657.875000 Penalty: 4527.564453 Iteration 0F: 3 clusters Score -850657.9 nChanged 3802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -852677.062500 Penalty: 4527.564453 Iteration 1F: 3 clusters Score -852677.1 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -852912.812500 Penalty: 4527.564453 Iteration 2F: 3 clusters Score -852912.8 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -853052.187500 Penalty: 4527.564453 Iteration 3Q: 3 clusters Score -853052.2 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -853156.875000 Penalty: 4527.564453 Iteration 4Q: 3 clusters Score -853156.9 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -853248.500000 Penalty: 4527.564453 Iteration 5Q: 3 clusters Score -853248.5 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -853321.250000 Penalty: 4527.564453 Iteration 6Q: 3 clusters Score -853321.2 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -853377.812500 Penalty: 4527.564453 Iteration 7Q: 3 clusters Score -853377.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -853424.625000 Penalty: 4527.564453 Iteration 8Q: 3 clusters Score -853424.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -853466.187500 Penalty: 4527.564453 Iteration 9Q: 3 clusters Score -853466.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -853508.500000 Penalty: 4527.564453 Iteration 10Q: 3 clusters Score -853508.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -853553.750000 Penalty: 4527.564453 Iteration 11Q: 3 clusters Score -853553.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -853598.812500 Penalty: 4527.564453 Iteration 12Q: 3 clusters Score -853598.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 4588 members Entering Unmasked Estep Score: -853630.500000 Penalty: 4527.564453 Iteration 13Q: 3 clusters Score -853630.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -853668.062500 Penalty: 4527.564453 Iteration 14Q: 3 clusters Score -853668.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -853697.500000 Penalty: 4527.564453 Iteration 15Q: 3 clusters Score -853697.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -853733.062500 Penalty: 4527.564453 Iteration 16Q: 3 clusters Score -853733.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -853767.687500 Penalty: 4527.564453 Iteration 17Q: 3 clusters Score -853767.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -853813.375000 Penalty: 4527.564453 Iteration 18Q: 3 clusters Score -853813.4 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -853860.687500 Penalty: 4527.564453 Iteration 19Q: 3 clusters Score -853860.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -853902.562500 Penalty: 4527.564453 Iteration 20F: 3 clusters Score -853902.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 5012 members Entering Unmasked Estep Score: -853936.125000 Penalty: 4527.564453 Iteration 21Q: 3 clusters Score -853936.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -853981.750000 Penalty: 4527.564453 Iteration 22Q: 3 clusters Score -853981.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -854026.062500 Penalty: 4527.564453 Iteration 23Q: 3 clusters Score -854026.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 5230 members Entering Unmasked Estep Score: -854082.312500 Penalty: 4527.564453 Iteration 24Q: 3 clusters Score -854082.3 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -854155.812500 Penalty: 4527.564453 Iteration 25Q: 3 clusters Score -854155.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 5441 members Entering Unmasked Estep Score: -854236.125000 Penalty: 4527.564453 Iteration 26Q: 3 clusters Score -854236.1 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -854317.312500 Penalty: 4527.564453 Iteration 27Q: 3 clusters Score -854317.3 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 5680 members Entering Unmasked Estep Score: -854419.562500 Penalty: 4527.564453 Iteration 28Q: 3 clusters Score -854419.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -854524.187500 Penalty: 4527.564453 Iteration 29Q: 3 clusters Score -854524.2 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -854628.625000 Penalty: 4527.564453 Iteration 30Q: 3 clusters Score -854628.6 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -854727.812500 Penalty: 4527.564453 Iteration 31Q: 3 clusters Score -854727.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 6156 members Entering Unmasked Estep Score: -854846.312500 Penalty: 4527.564453 Iteration 32Q: 3 clusters Score -854846.3 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -854954.562500 Penalty: 4527.564453 Iteration 33Q: 3 clusters Score -854954.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 6398 members Entering Unmasked Estep Score: -855055.562500 Penalty: 4527.564453 Iteration 34Q: 3 clusters Score -855055.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 6489 members Entering Unmasked Estep Score: -855124.062500 Penalty: 4527.564453 Iteration 35Q: 3 clusters Score -855124.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 6576 members Entering Unmasked Estep Score: -855179.875000 Penalty: 4527.564453 Iteration 36Q: 3 clusters Score -855179.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -855239.250000 Penalty: 4527.564453 Iteration 37Q: 3 clusters Score -855239.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -855286.937500 Penalty: 4527.564453 Iteration 38Q: 3 clusters Score -855286.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -855327.375000 Penalty: 4527.564453 Iteration 39Q: 3 clusters Score -855327.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 6871 members Entering Unmasked Estep Score: -855358.625000 Penalty: 4527.564453 Iteration 40F: 3 clusters Score -855358.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 6934 members Entering Unmasked Estep Score: -855385.437500 Penalty: 4527.564453 Iteration 41Q: 3 clusters Score -855385.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -855417.687500 Penalty: 4527.564453 Iteration 42Q: 3 clusters Score -855417.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 7069 members Entering Unmasked Estep Score: -855447.437500 Penalty: 4527.564453 Iteration 43Q: 3 clusters Score -855447.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -855470.375000 Penalty: 4527.564453 Iteration 44Q: 3 clusters Score -855470.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 7153 members Entering Unmasked Estep Score: -855484.750000 Penalty: 4527.564453 Iteration 45Q: 3 clusters Score -855484.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 7191 members Entering Unmasked Estep Score: -855500.125000 Penalty: 4527.564453 Iteration 46Q: 3 clusters Score -855500.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 7220 members Entering Unmasked Estep Score: -855510.250000 Penalty: 4527.564453 Iteration 47Q: 3 clusters Score -855510.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 7259 members Entering Unmasked Estep Score: -855526.875000 Penalty: 4527.564453 Iteration 48Q: 3 clusters Score -855526.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 7289 members Entering Unmasked Estep Score: -855537.937500 Penalty: 4527.564453 Iteration 49Q: 3 clusters Score -855537.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 7323 members Entering Unmasked Estep Score: -855549.937500 Penalty: 4527.564453 Iteration 50Q: 3 clusters Score -855549.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 7354 members Entering Unmasked Estep Score: -855562.437500 Penalty: 4527.564453 Iteration 51Q: 3 clusters Score -855562.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -855568.187500 Penalty: 4527.564453 Iteration 52Q: 3 clusters Score -855568.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 7397 members Entering Unmasked Estep Score: -855573.687500 Penalty: 4527.564453 Iteration 53Q: 3 clusters Score -855573.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -855582.875000 Penalty: 4527.564453 Iteration 54Q: 3 clusters Score -855582.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 7438 members Entering Unmasked Estep Score: -855591.750000 Penalty: 4527.564453 Iteration 55Q: 3 clusters Score -855591.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 7462 members Entering Unmasked Estep Score: -855600.625000 Penalty: 4527.564453 Iteration 56Q: 3 clusters Score -855600.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -855609.812500 Penalty: 4527.564453 Iteration 57Q: 3 clusters Score -855609.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 7502 members Entering Unmasked Estep Score: -855614.750000 Penalty: 4527.564453 Iteration 58Q: 3 clusters Score -855614.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 7518 members Entering Unmasked Estep Score: -855620.062500 Penalty: 4527.564453 Iteration 59Q: 3 clusters Score -855620.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 7535 members Entering Unmasked Estep Score: -855626.312500 Penalty: 4527.564453 Iteration 60F: 3 clusters Score -855626.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 7553 members Entering Unmasked Estep Score: -855631.562500 Penalty: 4527.564453 Iteration 61Q: 3 clusters Score -855631.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 7570 members Entering Unmasked Estep Score: -855635.312500 Penalty: 4527.564453 Iteration 62Q: 3 clusters Score -855635.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 7584 members Entering Unmasked Estep Score: -855642.000000 Penalty: 4527.564453 Iteration 63Q: 3 clusters Score -855642 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 7599 members Entering Unmasked Estep Score: -855650.937500 Penalty: 4527.564453 Iteration 64Q: 3 clusters Score -855650.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 7611 members Entering Unmasked Estep Score: -855651.937500 Penalty: 4527.564453 Iteration 65Q: 3 clusters Score -855651.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 7622 members Entering Unmasked Estep Score: -855657.062500 Penalty: 4527.564453 Iteration 66Q: 3 clusters Score -855657.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 7633 members Entering Unmasked Estep Score: -855659.562500 Penalty: 4527.564453 Iteration 67Q: 3 clusters Score -855659.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 7644 members Entering Unmasked Estep Score: -855662.750000 Penalty: 4527.564453 Iteration 68Q: 3 clusters Score -855662.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 7655 members Entering Unmasked Estep Score: -855663.750000 Penalty: 4527.564453 Iteration 69Q: 3 clusters Score -855663.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 7660 members Entering Unmasked Estep Score: -855664.125000 Penalty: 4527.564453 Iteration 70Q: 3 clusters Score -855664.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 7664 members Entering Unmasked Estep Score: -855665.125000 Penalty: 4527.564453 Iteration 71Q: 3 clusters Score -855665.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 7670 members Entering Unmasked Estep Score: -855669.437500 Penalty: 4527.564453 Iteration 72Q: 3 clusters Score -855669.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 7678 members Entering Unmasked Estep Score: -855671.062500 Penalty: 4527.564453 Iteration 73Q: 3 clusters Score -855671.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 7692 members Entering Unmasked Estep Score: -855677.125000 Penalty: 4527.564453 Iteration 74Q: 3 clusters Score -855677.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 7706 members Entering Unmasked Estep Score: -855679.250000 Penalty: 4527.564453 Iteration 75Q: 3 clusters Score -855679.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -855683.500000 Penalty: 4527.564453 Iteration 76Q: 3 clusters Score -855683.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 7723 members Entering Unmasked Estep Score: -855686.250000 Penalty: 4527.564453 Iteration 77Q: 3 clusters Score -855686.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 7735 members Entering Unmasked Estep Score: -855687.062500 Penalty: 4527.564453 Iteration 78Q: 3 clusters Score -855687.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 7747 members Entering Unmasked Estep Score: -855692.750000 Penalty: 4527.564453 Iteration 79Q: 3 clusters Score -855692.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 7755 members Entering Unmasked Estep Score: -855694.562500 Penalty: 4527.564453 Iteration 80F: 3 clusters Score -855694.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 7766 members Entering Unmasked Estep Score: -855699.562500 Penalty: 4527.564453 Iteration 81Q: 3 clusters Score -855699.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 7774 members Entering Unmasked Estep Score: -855699.500000 Penalty: 4527.564453 Iteration 82Q: 3 clusters Score -855699.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 7777 members Entering Unmasked Estep Score: -855700.875000 Penalty: 4527.564453 Iteration 83Q: 3 clusters Score -855700.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 7782 members Entering Unmasked Estep Score: -855702.125000 Penalty: 4527.564453 Iteration 84Q: 3 clusters Score -855702.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 7789 members Entering Unmasked Estep Score: -855704.062500 Penalty: 4527.564453 Iteration 85Q: 3 clusters Score -855704.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -855706.187500 Penalty: 4527.564453 Iteration 86Q: 3 clusters Score -855706.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -855707.812500 Penalty: 4527.564453 Iteration 87Q: 3 clusters Score -855707.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -855707.812500 Penalty: 4527.564453 Iteration 88F: 3 clusters Score -855707.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (6977 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Entering Unmasked Estep Score: -652734.250000 Penalty: 2194.892822 Iteration 0F: 2 clusters Score -652734.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -646974.687500 Penalty: 4389.785645 Iteration 0F: 3 clusters Score -646974.7 nChanged 2780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -648479.937500 Penalty: 4389.785645 Iteration 1F: 3 clusters Score -648479.9 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -648719.312500 Penalty: 4389.785645 Iteration 2F: 3 clusters Score -648719.3 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -648864.125000 Penalty: 4389.785645 Iteration 3Q: 3 clusters Score -648864.1 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -648954.625000 Penalty: 4389.785645 Iteration 4Q: 3 clusters Score -648954.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -649025.625000 Penalty: 4389.785645 Iteration 5Q: 3 clusters Score -649025.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -649090.250000 Penalty: 4389.785645 Iteration 6Q: 3 clusters Score -649090.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -649142.937500 Penalty: 4389.785645 Iteration 7Q: 3 clusters Score -649142.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -649194.187500 Penalty: 4389.785645 Iteration 8Q: 3 clusters Score -649194.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -649243.687500 Penalty: 4389.785645 Iteration 9Q: 3 clusters Score -649243.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -649289.875000 Penalty: 4389.785645 Iteration 10Q: 3 clusters Score -649289.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -649329.250000 Penalty: 4389.785645 Iteration 11Q: 3 clusters Score -649329.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -649365.062500 Penalty: 4389.785645 Iteration 12Q: 3 clusters Score -649365.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -649403.562500 Penalty: 4389.785645 Iteration 13Q: 3 clusters Score -649403.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -649442.562500 Penalty: 4389.785645 Iteration 14Q: 3 clusters Score -649442.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -649485.187500 Penalty: 4389.785645 Iteration 15Q: 3 clusters Score -649485.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -649537.750000 Penalty: 4389.785645 Iteration 16Q: 3 clusters Score -649537.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -649591.500000 Penalty: 4389.785645 Iteration 17Q: 3 clusters Score -649591.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -649660.000000 Penalty: 4389.785645 Iteration 18Q: 3 clusters Score -649660 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -649739.000000 Penalty: 4389.785645 Iteration 19Q: 3 clusters Score -649739 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -649820.750000 Penalty: 4389.785645 Iteration 20F: 3 clusters Score -649820.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 5230 members Entering Unmasked Estep Score: -649911.687500 Penalty: 4389.785645 Iteration 21Q: 3 clusters Score -649911.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 5394 members Entering Unmasked Estep Score: -650021.312500 Penalty: 4389.785645 Iteration 22Q: 3 clusters Score -650021.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 5545 members Entering Unmasked Estep Score: -650122.250000 Penalty: 4389.785645 Iteration 23Q: 3 clusters Score -650122.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -650224.625000 Penalty: 4389.785645 Iteration 24Q: 3 clusters Score -650224.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -650314.937500 Penalty: 4389.785645 Iteration 25Q: 3 clusters Score -650314.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -650380.562500 Penalty: 4389.785645 Iteration 26Q: 3 clusters Score -650380.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -650426.062500 Penalty: 4389.785645 Iteration 27Q: 3 clusters Score -650426.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 6050 members Entering Unmasked Estep Score: -650474.187500 Penalty: 4389.785645 Iteration 28Q: 3 clusters Score -650474.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -650528.625000 Penalty: 4389.785645 Iteration 29Q: 3 clusters Score -650528.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 6173 members Entering Unmasked Estep Score: -650580.125000 Penalty: 4389.785645 Iteration 30Q: 3 clusters Score -650580.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 6219 members Entering Unmasked Estep Score: -650613.187500 Penalty: 4389.785645 Iteration 31Q: 3 clusters Score -650613.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -650643.375000 Penalty: 4389.785645 Iteration 32Q: 3 clusters Score -650643.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 6280 members Entering Unmasked Estep Score: -650669.625000 Penalty: 4389.785645 Iteration 33Q: 3 clusters Score -650669.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 6308 members Entering Unmasked Estep Score: -650699.187500 Penalty: 4389.785645 Iteration 34Q: 3 clusters Score -650699.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 6342 members Entering Unmasked Estep Score: -650729.187500 Penalty: 4389.785645 Iteration 35Q: 3 clusters Score -650729.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -650748.562500 Penalty: 4389.785645 Iteration 36Q: 3 clusters Score -650748.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -650766.375000 Penalty: 4389.785645 Iteration 37Q: 3 clusters Score -650766.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 6388 members Entering Unmasked Estep Score: -650774.500000 Penalty: 4389.785645 Iteration 38Q: 3 clusters Score -650774.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 6398 members Entering Unmasked Estep Score: -650783.000000 Penalty: 4389.785645 Iteration 39Q: 3 clusters Score -650783 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 6402 members Entering Unmasked Estep Score: -650786.500000 Penalty: 4389.785645 Iteration 40F: 3 clusters Score -650786.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -650790.625000 Penalty: 4389.785645 Iteration 41Q: 3 clusters Score -650790.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 6411 members Entering Unmasked Estep Score: -650795.937500 Penalty: 4389.785645 Iteration 42Q: 3 clusters Score -650795.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -650802.000000 Penalty: 4389.785645 Iteration 43Q: 3 clusters Score -650802 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -650807.500000 Penalty: 4389.785645 Iteration 44Q: 3 clusters Score -650807.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -650809.125000 Penalty: 4389.785645 Iteration 45Q: 3 clusters Score -650809.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 6429 members Entering Unmasked Estep Score: -650810.312500 Penalty: 4389.785645 Iteration 46Q: 3 clusters Score -650810.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 6430 members Entering Unmasked Estep Score: -650811.187500 Penalty: 4389.785645 Iteration 47Q: 3 clusters Score -650811.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 6432 members Entering Unmasked Estep Score: -650814.812500 Penalty: 4389.785645 Iteration 48Q: 3 clusters Score -650814.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 6434 members Entering Unmasked Estep Score: -650815.125000 Penalty: 4389.785645 Iteration 49Q: 3 clusters Score -650815.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 6434 members Entering Unmasked Estep Score: -650815.437500 Penalty: 4389.785645 Iteration 50Q: 3 clusters Score -650815.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 6433 members Entering Unmasked Estep Score: -650815.375000 Penalty: 4389.785645 Iteration 51Q: 3 clusters Score -650815.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 6430 members Entering Unmasked Estep Score: -650817.687500 Penalty: 4389.785645 Iteration 52Q: 3 clusters Score -650817.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 6428 members Entering Unmasked Estep Score: -650818.312500 Penalty: 4389.785645 Iteration 53Q: 3 clusters Score -650818.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 6429 members Entering Unmasked Estep Score: -650819.312500 Penalty: 4389.785645 Iteration 54Q: 3 clusters Score -650819.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 6429 members Entering Unmasked Estep Score: -650819.312500 Penalty: 4389.785645 Iteration 55F: 3 clusters Score -650819.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Entering Unmasked Estep Score: -104399.250000 Penalty: 1771.812988 Iteration 0F: 2 clusters Score -104399.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -102314.710938 Penalty: 3543.625977 Iteration 0F: 3 clusters Score -102314.7 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -102736.015625 Penalty: 3543.625977 Iteration 1F: 3 clusters Score -102736 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -102987.765625 Penalty: 3543.625977 Iteration 2F: 3 clusters Score -102987.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -103243.070312 Penalty: 3543.625977 Iteration 3F: 3 clusters Score -103243.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -103625.664062 Penalty: 3543.625977 Iteration 4F: 3 clusters Score -103625.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -103991.015625 Penalty: 3543.625977 Iteration 5F: 3 clusters Score -103991 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -104159.390625 Penalty: 3543.625977 Iteration 6F: 3 clusters Score -104159.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -104270.343750 Penalty: 3543.625977 Iteration 7Q: 3 clusters Score -104270.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -104309.335938 Penalty: 3543.625977 Iteration 8Q: 3 clusters Score -104309.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -104350.460938 Penalty: 3543.625977 Iteration 9Q: 3 clusters Score -104350.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -104379.617188 Penalty: 3543.625977 Iteration 10Q: 3 clusters Score -104379.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -104411.437500 Penalty: 3543.625977 Iteration 11Q: 3 clusters Score -104411.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -104434.679688 Penalty: 3543.625977 Iteration 12Q: 3 clusters Score -104434.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -104448.656250 Penalty: 3543.625977 Iteration 13Q: 3 clusters Score -104448.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -104458.296875 Penalty: 3543.625977 Iteration 14Q: 3 clusters Score -104458.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -104465.007812 Penalty: 3543.625977 Iteration 15Q: 3 clusters Score -104465 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -104473.671875 Penalty: 3543.625977 Iteration 16Q: 3 clusters Score -104473.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -104492.328125 Penalty: 3543.625977 Iteration 17Q: 3 clusters Score -104492.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -104499.695312 Penalty: 3543.625977 Iteration 18Q: 3 clusters Score -104499.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -104500.117188 Penalty: 3543.625977 Iteration 19F: 3 clusters Score -104500.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -104503.367188 Penalty: 3543.625977 Iteration 20F: 3 clusters Score -104503.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 302604 members Mstep: Class 3 contains 67130 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33778 members Mstep: Class 7 contains 18120 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9211 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 539 members Mstep: Class 16 contains 269517 members Mstep: Class 17 contains 7595 members Mstep: Class 18 contains 728 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep Score: -68895760.000000 Penalty: 63897.066406 Splitting cluster 15 changes total score from -68897304.000000 to -68895760.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (269517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269517 members Entering Unmasked Estep Score: -24440092.000000 Penalty: 3101.087891 Iteration 0F: 2 clusters Score -2.444009e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134623 members Mstep: Class 2 contains 134894 members Entering Unmasked Estep Score: -24259352.000000 Penalty: 6202.175781 Iteration 0F: 3 clusters Score -2.425935e+07 nChanged 130037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129786 members Mstep: Class 2 contains 139731 members Entering Unmasked Estep Score: -24336144.000000 Penalty: 6202.175781 Iteration 1F: 3 clusters Score -2.433614e+07 nChanged 7438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127402 members Mstep: Class 2 contains 142115 members Entering Unmasked Estep Score: -24337960.000000 Penalty: 6202.175781 Iteration 2Q: 3 clusters Score -2.433796e+07 nChanged 8810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123674 members Mstep: Class 2 contains 145843 members Entering Unmasked Estep Score: -24340406.000000 Penalty: 6202.175781 Iteration 3Q: 3 clusters Score -2.434041e+07 nChanged 10546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118170 members Mstep: Class 2 contains 151347 members Entering Unmasked Estep Score: -24344018.000000 Penalty: 6202.175781 Iteration 4Q: 3 clusters Score -2.434402e+07 nChanged 13059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110119 members Mstep: Class 2 contains 159398 members Entering Unmasked Estep Score: -24349996.000000 Penalty: 6202.175781 Iteration 5Q: 3 clusters Score -2.435e+07 nChanged 15758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99241 members Mstep: Class 2 contains 170276 members Entering Unmasked Estep Score: -24359500.000000 Penalty: 6202.175781 Iteration 6F: 3 clusters Score -2.43595e+07 nChanged 17409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86260 members Mstep: Class 2 contains 183257 members Entering Unmasked Estep Score: -24371164.000000 Penalty: 6202.175781 Iteration 7F: 3 clusters Score -2.437116e+07 nChanged 17298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72670 members Mstep: Class 2 contains 196847 members Entering Unmasked Estep Score: -24383160.000000 Penalty: 6202.175781 Iteration 8F: 3 clusters Score -2.438316e+07 nChanged 15270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60258 members Mstep: Class 2 contains 209259 members Entering Unmasked Estep Score: -24394448.000000 Penalty: 6202.175781 Iteration 9F: 3 clusters Score -2.439445e+07 nChanged 12397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50283 members Mstep: Class 2 contains 219234 members Entering Unmasked Estep Score: -24404390.000000 Penalty: 6202.175781 Iteration 10Q: 3 clusters Score -2.440439e+07 nChanged 9841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42636 members Mstep: Class 2 contains 226881 members Entering Unmasked Estep Score: -24412692.000000 Penalty: 6202.175781 Iteration 11Q: 3 clusters Score -2.441269e+07 nChanged 7268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37240 members Mstep: Class 2 contains 232277 members Entering Unmasked Estep Score: -24417848.000000 Penalty: 6202.175781 Iteration 12Q: 3 clusters Score -2.441785e+07 nChanged 5369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32959 members Mstep: Class 2 contains 236558 members Entering Unmasked Estep Score: -24421380.000000 Penalty: 6202.175781 Iteration 13Q: 3 clusters Score -2.442138e+07 nChanged 4130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29245 members Mstep: Class 2 contains 240272 members Entering Unmasked Estep Score: -24423830.000000 Penalty: 6202.175781 Iteration 14Q: 3 clusters Score -2.442383e+07 nChanged 3490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25901 members Mstep: Class 2 contains 243616 members Entering Unmasked Estep Score: -24425818.000000 Penalty: 6202.175781 Iteration 15Q: 3 clusters Score -2.442582e+07 nChanged 3036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22921 members Mstep: Class 2 contains 246596 members Entering Unmasked Estep Score: -24427464.000000 Penalty: 6202.175781 Iteration 16Q: 3 clusters Score -2.442746e+07 nChanged 2737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20234 members Mstep: Class 2 contains 249283 members Entering Unmasked Estep Score: -24428858.000000 Penalty: 6202.175781 Iteration 17Q: 3 clusters Score -2.442886e+07 nChanged 2374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17900 members Mstep: Class 2 contains 251617 members Entering Unmasked Estep Score: -24429938.000000 Penalty: 6202.175781 Iteration 18Q: 3 clusters Score -2.442994e+07 nChanged 2059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15869 members Mstep: Class 2 contains 253648 members Entering Unmasked Estep Score: -24430960.000000 Penalty: 6202.175781 Iteration 19Q: 3 clusters Score -2.443096e+07 nChanged 1837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14048 members Mstep: Class 2 contains 255469 members Entering Unmasked Estep Score: -24431830.000000 Penalty: 6202.175781 Iteration 20F: 3 clusters Score -2.443183e+07 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12412 members Mstep: Class 2 contains 257105 members Entering Unmasked Estep Score: -24432634.000000 Penalty: 6202.175781 Iteration 21Q: 3 clusters Score -2.443263e+07 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11015 members Mstep: Class 2 contains 258502 members Entering Unmasked Estep Score: -24433172.000000 Penalty: 6202.175781 Iteration 22Q: 3 clusters Score -2.443317e+07 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9729 members Mstep: Class 2 contains 259788 members Entering Unmasked Estep Score: -24433726.000000 Penalty: 6202.175781 Iteration 23Q: 3 clusters Score -2.443373e+07 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8600 members Mstep: Class 2 contains 260917 members Entering Unmasked Estep Score: -24434106.000000 Penalty: 6202.175781 Iteration 24Q: 3 clusters Score -2.443411e+07 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7603 members Mstep: Class 2 contains 261914 members Entering Unmasked Estep Score: -24434598.000000 Penalty: 6202.175781 Iteration 25Q: 3 clusters Score -2.44346e+07 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 262818 members Entering Unmasked Estep Score: -24434972.000000 Penalty: 6202.175781 Iteration 26Q: 3 clusters Score -2.443497e+07 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Mstep: Class 2 contains 263595 members Entering Unmasked Estep Score: -24435348.000000 Penalty: 6202.175781 Iteration 27Q: 3 clusters Score -2.443535e+07 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5249 members Mstep: Class 2 contains 264268 members Entering Unmasked Estep Score: -24435660.000000 Penalty: 6202.175781 Iteration 28Q: 3 clusters Score -2.443566e+07 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 264867 members Entering Unmasked Estep Score: -24435852.000000 Penalty: 6202.175781 Iteration 29Q: 3 clusters Score -2.443585e+07 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 265349 members Entering Unmasked Estep Score: -24436042.000000 Penalty: 6202.175781 Iteration 30Q: 3 clusters Score -2.443604e+07 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 265764 members Entering Unmasked Estep Score: -24436188.000000 Penalty: 6202.175781 Iteration 31Q: 3 clusters Score -2.443619e+07 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 266128 members Entering Unmasked Estep Score: -24436360.000000 Penalty: 6202.175781 Iteration 32Q: 3 clusters Score -2.443636e+07 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 266430 members Entering Unmasked Estep Score: -24436492.000000 Penalty: 6202.175781 Iteration 33Q: 3 clusters Score -2.443649e+07 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 266693 members Entering Unmasked Estep Score: -24436630.000000 Penalty: 6202.175781 Iteration 34Q: 3 clusters Score -2.443663e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 266929 members Entering Unmasked Estep Score: -24436760.000000 Penalty: 6202.175781 Iteration 35Q: 3 clusters Score -2.443676e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 267139 members Entering Unmasked Estep Score: -24436832.000000 Penalty: 6202.175781 Iteration 36Q: 3 clusters Score -2.443683e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 267314 members Entering Unmasked Estep Score: -24436948.000000 Penalty: 6202.175781 Iteration 37Q: 3 clusters Score -2.443695e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 267462 members Entering Unmasked Estep Score: -24437044.000000 Penalty: 6202.175781 Iteration 38Q: 3 clusters Score -2.443704e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 267573 members Entering Unmasked Estep Score: -24437132.000000 Penalty: 6202.175781 Iteration 39Q: 3 clusters Score -2.443713e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 267673 members Entering Unmasked Estep Score: -24437176.000000 Penalty: 6202.175781 Iteration 40F: 3 clusters Score -2.443718e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 267769 members Entering Unmasked Estep Score: -24437230.000000 Penalty: 6202.175781 Iteration 41Q: 3 clusters Score -2.443723e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 267845 members Entering Unmasked Estep Score: -24437232.000000 Penalty: 6202.175781 Iteration 42Q: 3 clusters Score -2.443723e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 267911 members Entering Unmasked Estep Score: -24437236.000000 Penalty: 6202.175781 Iteration 43Q: 3 clusters Score -2.443724e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 267976 members Entering Unmasked Estep Score: -24437314.000000 Penalty: 6202.175781 Iteration 44Q: 3 clusters Score -2.443731e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 268027 members Entering Unmasked Estep Score: -24437334.000000 Penalty: 6202.175781 Iteration 45Q: 3 clusters Score -2.443733e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 268077 members Entering Unmasked Estep Score: -24437346.000000 Penalty: 6202.175781 Iteration 46Q: 3 clusters Score -2.443735e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 268114 members Entering Unmasked Estep Score: -24437412.000000 Penalty: 6202.175781 Iteration 47Q: 3 clusters Score -2.443741e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 268149 members Entering Unmasked Estep Score: -24437420.000000 Penalty: 6202.175781 Iteration 48Q: 3 clusters Score -2.443742e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 268174 members Entering Unmasked Estep Score: -24437392.000000 Penalty: 6202.175781 Iteration 49Q: 3 clusters Score -2.443739e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 268201 members Entering Unmasked Estep Score: -24437412.000000 Penalty: 6202.175781 Iteration 50Q: 3 clusters Score -2.443741e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 268220 members Entering Unmasked Estep Score: -24437436.000000 Penalty: 6202.175781 Iteration 51Q: 3 clusters Score -2.443744e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 268237 members Entering Unmasked Estep Score: -24437434.000000 Penalty: 6202.175781 Iteration 52Q: 3 clusters Score -2.443743e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 268256 members Entering Unmasked Estep Score: -24437452.000000 Penalty: 6202.175781 Iteration 53Q: 3 clusters Score -2.443745e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 268270 members Entering Unmasked Estep Score: -24437446.000000 Penalty: 6202.175781 Iteration 54Q: 3 clusters Score -2.443745e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 268280 members Entering Unmasked Estep Score: -24437444.000000 Penalty: 6202.175781 Iteration 55Q: 3 clusters Score -2.443744e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 268294 members Entering Unmasked Estep Score: -24437458.000000 Penalty: 6202.175781 Iteration 56Q: 3 clusters Score -2.443746e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 268305 members Entering Unmasked Estep Score: -24437442.000000 Penalty: 6202.175781 Iteration 57Q: 3 clusters Score -2.443744e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 268320 members Entering Unmasked Estep Score: -24437458.000000 Penalty: 6202.175781 Iteration 58Q: 3 clusters Score -2.443746e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 268330 members Entering Unmasked Estep Score: -24437480.000000 Penalty: 6202.175781 Iteration 59Q: 3 clusters Score -2.443748e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 268337 members Entering Unmasked Estep Score: -24437500.000000 Penalty: 6202.175781 Iteration 60F: 3 clusters Score -2.44375e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 268343 members Entering Unmasked Estep Score: -24437500.000000 Penalty: 6202.175781 Iteration 61Q: 3 clusters Score -2.44375e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 268347 members Entering Unmasked Estep Score: -24437494.000000 Penalty: 6202.175781 Iteration 62Q: 3 clusters Score -2.443749e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 268352 members Entering Unmasked Estep Score: -24437510.000000 Penalty: 6202.175781 Iteration 63Q: 3 clusters Score -2.443751e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 268355 members Entering Unmasked Estep Score: -24437502.000000 Penalty: 6202.175781 Iteration 64Q: 3 clusters Score -2.44375e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 268359 members Entering Unmasked Estep Score: -24437482.000000 Penalty: 6202.175781 Iteration 65Q: 3 clusters Score -2.443748e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 268364 members Entering Unmasked Estep Score: -24437496.000000 Penalty: 6202.175781 Iteration 66Q: 3 clusters Score -2.44375e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 268365 members Entering Unmasked Estep Score: -24437508.000000 Penalty: 6202.175781 Iteration 67Q: 3 clusters Score -2.443751e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 268368 members Entering Unmasked Estep Score: -24437524.000000 Penalty: 6202.175781 Iteration 68Q: 3 clusters Score -2.443752e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 268373 members Entering Unmasked Estep Score: -24437520.000000 Penalty: 6202.175781 Iteration 69Q: 3 clusters Score -2.443752e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 268374 members Entering Unmasked Estep Score: -24437514.000000 Penalty: 6202.175781 Iteration 70Q: 3 clusters Score -2.443751e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 268375 members Entering Unmasked Estep Score: -24437516.000000 Penalty: 6202.175781 Iteration 71Q: 3 clusters Score -2.443752e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 268375 members Entering Unmasked Estep Score: -24437516.000000 Penalty: 6202.175781 Iteration 72F: 3 clusters Score -2.443752e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Entering Unmasked Estep Score: -688181.875000 Penalty: 2215.940918 Iteration 0F: 2 clusters Score -688181.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -682103.500000 Penalty: 4431.881836 Iteration 0F: 3 clusters Score -682103.5 nChanged 2935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -683657.875000 Penalty: 4431.881836 Iteration 1F: 3 clusters Score -683657.9 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -683994.437500 Penalty: 4431.881836 Iteration 2F: 3 clusters Score -683994.4 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -684273.187500 Penalty: 4431.881836 Iteration 3F: 3 clusters Score -684273.2 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -684473.000000 Penalty: 4431.881836 Iteration 4Q: 3 clusters Score -684473 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -684648.750000 Penalty: 4431.881836 Iteration 5Q: 3 clusters Score -684648.8 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -684796.062500 Penalty: 4431.881836 Iteration 6Q: 3 clusters Score -684796.1 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -684927.125000 Penalty: 4431.881836 Iteration 7Q: 3 clusters Score -684927.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -685040.937500 Penalty: 4431.881836 Iteration 8Q: 3 clusters Score -685040.9 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -685163.000000 Penalty: 4431.881836 Iteration 9Q: 3 clusters Score -685163 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -685302.125000 Penalty: 4431.881836 Iteration 10Q: 3 clusters Score -685302.1 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -685475.625000 Penalty: 4431.881836 Iteration 11Q: 3 clusters Score -685475.6 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -685657.625000 Penalty: 4431.881836 Iteration 12Q: 3 clusters Score -685657.6 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -685882.375000 Penalty: 4431.881836 Iteration 13Q: 3 clusters Score -685882.4 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -686106.500000 Penalty: 4431.881836 Iteration 14Q: 3 clusters Score -686106.5 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -686301.000000 Penalty: 4431.881836 Iteration 15Q: 3 clusters Score -686301 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -686433.937500 Penalty: 4431.881836 Iteration 16Q: 3 clusters Score -686433.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -686527.562500 Penalty: 4431.881836 Iteration 17Q: 3 clusters Score -686527.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -686603.687500 Penalty: 4431.881836 Iteration 18Q: 3 clusters Score -686603.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -686653.625000 Penalty: 4431.881836 Iteration 19Q: 3 clusters Score -686653.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5663 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -686691.750000 Penalty: 4431.881836 Iteration 20F: 3 clusters Score -686691.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5720 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -686722.687500 Penalty: 4431.881836 Iteration 21Q: 3 clusters Score -686722.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -686744.000000 Penalty: 4431.881836 Iteration 22Q: 3 clusters Score -686744 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -686758.250000 Penalty: 4431.881836 Iteration 23Q: 3 clusters Score -686758.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -686774.312500 Penalty: 4431.881836 Iteration 24Q: 3 clusters Score -686774.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -686784.750000 Penalty: 4431.881836 Iteration 25Q: 3 clusters Score -686784.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5896 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -686790.937500 Penalty: 4431.881836 Iteration 26Q: 3 clusters Score -686790.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5912 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -686797.812500 Penalty: 4431.881836 Iteration 27Q: 3 clusters Score -686797.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -686805.250000 Penalty: 4431.881836 Iteration 28Q: 3 clusters Score -686805.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -686809.937500 Penalty: 4431.881836 Iteration 29Q: 3 clusters Score -686809.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5966 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -686815.750000 Penalty: 4431.881836 Iteration 30Q: 3 clusters Score -686815.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -686822.812500 Penalty: 4431.881836 Iteration 31Q: 3 clusters Score -686822.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -686832.875000 Penalty: 4431.881836 Iteration 32Q: 3 clusters Score -686832.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -686840.437500 Penalty: 4431.881836 Iteration 33Q: 3 clusters Score -686840.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -686845.625000 Penalty: 4431.881836 Iteration 34Q: 3 clusters Score -686845.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -686854.187500 Penalty: 4431.881836 Iteration 35Q: 3 clusters Score -686854.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -686858.437500 Penalty: 4431.881836 Iteration 36Q: 3 clusters Score -686858.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6092 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -686863.875000 Penalty: 4431.881836 Iteration 37Q: 3 clusters Score -686863.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -686867.937500 Penalty: 4431.881836 Iteration 38Q: 3 clusters Score -686867.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6122 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -686875.562500 Penalty: 4431.881836 Iteration 39Q: 3 clusters Score -686875.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -686880.000000 Penalty: 4431.881836 Iteration 40F: 3 clusters Score -686880 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -686883.250000 Penalty: 4431.881836 Iteration 41Q: 3 clusters Score -686883.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -686888.437500 Penalty: 4431.881836 Iteration 42Q: 3 clusters Score -686888.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6179 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -686895.625000 Penalty: 4431.881836 Iteration 43Q: 3 clusters Score -686895.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6193 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -686902.625000 Penalty: 4431.881836 Iteration 44Q: 3 clusters Score -686902.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -686906.625000 Penalty: 4431.881836 Iteration 45Q: 3 clusters Score -686906.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -686912.937500 Penalty: 4431.881836 Iteration 46Q: 3 clusters Score -686912.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -686921.000000 Penalty: 4431.881836 Iteration 47Q: 3 clusters Score -686921 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6254 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -686926.500000 Penalty: 4431.881836 Iteration 48Q: 3 clusters Score -686926.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6269 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -686933.375000 Penalty: 4431.881836 Iteration 49Q: 3 clusters Score -686933.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6281 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -686939.500000 Penalty: 4431.881836 Iteration 50Q: 3 clusters Score -686939.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -686942.375000 Penalty: 4431.881836 Iteration 51Q: 3 clusters Score -686942.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -686949.437500 Penalty: 4431.881836 Iteration 52Q: 3 clusters Score -686949.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -686952.250000 Penalty: 4431.881836 Iteration 53Q: 3 clusters Score -686952.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6319 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -686951.875000 Penalty: 4431.881836 Iteration 54Q: 3 clusters Score -686951.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -686951.625000 Penalty: 4431.881836 Iteration 55Q: 3 clusters Score -686951.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -686952.625000 Penalty: 4431.881836 Iteration 56Q: 3 clusters Score -686952.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -686954.500000 Penalty: 4431.881836 Iteration 57Q: 3 clusters Score -686954.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6329 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -686956.500000 Penalty: 4431.881836 Iteration 58Q: 3 clusters Score -686956.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -686958.187500 Penalty: 4431.881836 Iteration 59Q: 3 clusters Score -686958.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -686958.437500 Penalty: 4431.881836 Iteration 60F: 3 clusters Score -686958.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Entering Unmasked Estep Score: -200169.515625 Penalty: 1913.461182 Iteration 0F: 2 clusters Score -200169.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -197375.203125 Penalty: 3826.922363 Iteration 0F: 3 clusters Score -197375.2 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -197881.515625 Penalty: 3826.922363 Iteration 1F: 3 clusters Score -197881.5 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -198017.109375 Penalty: 3826.922363 Iteration 2F: 3 clusters Score -198017.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -198095.578125 Penalty: 3826.922363 Iteration 3Q: 3 clusters Score -198095.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -198147.078125 Penalty: 3826.922363 Iteration 4Q: 3 clusters Score -198147.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -198172.562500 Penalty: 3826.922363 Iteration 5Q: 3 clusters Score -198172.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -198195.937500 Penalty: 3826.922363 Iteration 6Q: 3 clusters Score -198195.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -198217.031250 Penalty: 3826.922363 Iteration 7Q: 3 clusters Score -198217 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -198226.156250 Penalty: 3826.922363 Iteration 8Q: 3 clusters Score -198226.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -198234.046875 Penalty: 3826.922363 Iteration 9Q: 3 clusters Score -198234 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -198240.906250 Penalty: 3826.922363 Iteration 10Q: 3 clusters Score -198240.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -198247.062500 Penalty: 3826.922363 Iteration 11Q: 3 clusters Score -198247.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -198249.078125 Penalty: 3826.922363 Iteration 12Q: 3 clusters Score -198249.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -198251.218750 Penalty: 3826.922363 Iteration 13Q: 3 clusters Score -198251.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -198252.609375 Penalty: 3826.922363 Iteration 14Q: 3 clusters Score -198252.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -198256.656250 Penalty: 3826.922363 Iteration 15Q: 3 clusters Score -198256.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -198260.187500 Penalty: 3826.922363 Iteration 16Q: 3 clusters Score -198260.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -198263.968750 Penalty: 3826.922363 Iteration 17Q: 3 clusters Score -198264 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -198266.671875 Penalty: 3826.922363 Iteration 18Q: 3 clusters Score -198266.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -198267.593750 Penalty: 3826.922363 Iteration 19Q: 3 clusters Score -198267.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -198272.250000 Penalty: 3826.922363 Iteration 20F: 3 clusters Score -198272.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -198273.296875 Penalty: 3826.922363 Iteration 21Q: 3 clusters Score -198273.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -198274.781250 Penalty: 3826.922363 Iteration 22Q: 3 clusters Score -198274.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -198275.796875 Penalty: 3826.922363 Iteration 23Q: 3 clusters Score -198275.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -198276.656250 Penalty: 3826.922363 Iteration 24Q: 3 clusters Score -198276.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -198277.000000 Penalty: 3826.922363 Iteration 25Q: 3 clusters Score -198277 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -198277.000000 Penalty: 3826.922363 Iteration 26F: 3 clusters Score -198277 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 302604 members Mstep: Class 3 contains 67130 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33778 members Mstep: Class 7 contains 18120 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9211 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269517 members Mstep: Class 17 contains 7595 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897320.000000 Penalty: 60534.062500 Iteration 159Q: 19 clusters Score -6.889732e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 302601 members Mstep: Class 3 contains 67130 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33778 members Mstep: Class 7 contains 18122 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9211 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269518 members Mstep: Class 17 contains 7595 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897296.000000 Penalty: 60534.062500 Iteration 160F: 19 clusters Score -6.88973e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 302602 members Mstep: Class 3 contains 67130 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33778 members Mstep: Class 7 contains 18120 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9211 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269519 members Mstep: Class 17 contains 7595 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897352.000000 Penalty: 60534.062500 Iteration 161Q: 19 clusters Score -6.889735e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 302602 members Mstep: Class 3 contains 67129 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33777 members Mstep: Class 7 contains 18120 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9211 members Mstep: Class 14 contains 6977 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269521 members Mstep: Class 17 contains 7595 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897328.000000 Penalty: 60534.062500 Iteration 162Q: 19 clusters Score -6.889733e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16343 members Mstep: Class 2 contains 302598 members Mstep: Class 3 contains 67129 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33778 members Mstep: Class 7 contains 18123 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9211 members Mstep: Class 14 contains 6978 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269522 members Mstep: Class 17 contains 7594 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897336.000000 Penalty: 60534.062500 Iteration 163Q: 19 clusters Score -6.889734e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 302598 members Mstep: Class 3 contains 67129 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12307 members Mstep: Class 6 contains 33779 members Mstep: Class 7 contains 18122 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13296 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9211 members Mstep: Class 14 contains 6980 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269520 members Mstep: Class 17 contains 7593 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897336.000000 Penalty: 60534.062500 Iteration 164Q: 19 clusters Score -6.889734e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16345 members Mstep: Class 2 contains 302596 members Mstep: Class 3 contains 67129 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12307 members Mstep: Class 6 contains 33779 members Mstep: Class 7 contains 18120 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13296 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9211 members Mstep: Class 14 contains 6981 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269522 members Mstep: Class 17 contains 7593 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897344.000000 Penalty: 60534.062500 Iteration 165Q: 19 clusters Score -6.889734e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16345 members Mstep: Class 2 contains 302593 members Mstep: Class 3 contains 67128 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12307 members Mstep: Class 6 contains 33779 members Mstep: Class 7 contains 18122 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13296 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9211 members Mstep: Class 14 contains 6983 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269522 members Mstep: Class 17 contains 7593 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897336.000000 Penalty: 60534.062500 Iteration 166Q: 19 clusters Score -6.889734e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16345 members Mstep: Class 2 contains 302589 members Mstep: Class 3 contains 67128 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12307 members Mstep: Class 6 contains 33779 members Mstep: Class 7 contains 18123 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13296 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9211 members Mstep: Class 14 contains 6986 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269522 members Mstep: Class 17 contains 7593 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897320.000000 Penalty: 60534.062500 Iteration 167Q: 19 clusters Score -6.889732e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16345 members Mstep: Class 2 contains 302588 members Mstep: Class 3 contains 67127 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12307 members Mstep: Class 6 contains 33779 members Mstep: Class 7 contains 18124 members Mstep: Class 8 contains 446 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9211 members Mstep: Class 14 contains 6987 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269521 members Mstep: Class 17 contains 7593 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897328.000000 Penalty: 60534.062500 Iteration 168Q: 19 clusters Score -6.889733e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16346 members Mstep: Class 2 contains 302588 members Mstep: Class 3 contains 67125 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12307 members Mstep: Class 6 contains 33779 members Mstep: Class 7 contains 18126 members Mstep: Class 8 contains 445 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9211 members Mstep: Class 14 contains 6989 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269519 members Mstep: Class 17 contains 7593 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897336.000000 Penalty: 60534.062500 Iteration 169Q: 19 clusters Score -6.889734e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16347 members Mstep: Class 2 contains 302587 members Mstep: Class 3 contains 67123 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12307 members Mstep: Class 6 contains 33779 members Mstep: Class 7 contains 18128 members Mstep: Class 8 contains 444 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9211 members Mstep: Class 14 contains 6988 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269521 members Mstep: Class 17 contains 7593 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897336.000000 Penalty: 60534.062500 Iteration 170Q: 19 clusters Score -6.889734e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16348 members Mstep: Class 2 contains 302585 members Mstep: Class 3 contains 67123 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12307 members Mstep: Class 6 contains 33779 members Mstep: Class 7 contains 18129 members Mstep: Class 8 contains 443 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9211 members Mstep: Class 14 contains 6989 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269521 members Mstep: Class 17 contains 7593 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897368.000000 Penalty: 60534.062500 Iteration 171Q: 19 clusters Score -6.889737e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16347 members Mstep: Class 2 contains 302582 members Mstep: Class 3 contains 67123 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12307 members Mstep: Class 6 contains 33779 members Mstep: Class 7 contains 18129 members Mstep: Class 8 contains 443 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9211 members Mstep: Class 14 contains 6991 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269523 members Mstep: Class 17 contains 7593 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897384.000000 Penalty: 60534.062500 Iteration 172Q: 19 clusters Score -6.889738e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16347 members Mstep: Class 2 contains 302581 members Mstep: Class 3 contains 67123 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12307 members Mstep: Class 6 contains 33779 members Mstep: Class 7 contains 18129 members Mstep: Class 8 contains 443 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9211 members Mstep: Class 14 contains 6991 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269524 members Mstep: Class 17 contains 7593 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897376.000000 Penalty: 60534.062500 Iteration 173Q: 19 clusters Score -6.889738e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16346 members Mstep: Class 2 contains 302581 members Mstep: Class 3 contains 67123 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12307 members Mstep: Class 6 contains 33779 members Mstep: Class 7 contains 18129 members Mstep: Class 8 contains 443 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9212 members Mstep: Class 14 contains 6990 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269525 members Mstep: Class 17 contains 7593 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897376.000000 Penalty: 60534.062500 Iteration 174Q: 19 clusters Score -6.889738e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16346 members Mstep: Class 2 contains 302581 members Mstep: Class 3 contains 67123 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33779 members Mstep: Class 7 contains 18129 members Mstep: Class 8 contains 443 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9212 members Mstep: Class 14 contains 6990 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269526 members Mstep: Class 17 contains 7593 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897392.000000 Penalty: 60534.062500 Iteration 175Q: 19 clusters Score -6.889739e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16346 members Mstep: Class 2 contains 302581 members Mstep: Class 3 contains 67123 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 33779 members Mstep: Class 7 contains 18129 members Mstep: Class 8 contains 443 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9212 members Mstep: Class 14 contains 6990 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269526 members Mstep: Class 17 contains 7593 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -68897392.000000 Penalty: 60534.062500 Iteration 176F: 19 clusters Score -6.889739e+07 nChanged 0 Entering ConstructFrom: Score: -68897392.000000 Penalty: 60534.062500 Entering ConstructFrom: Trying to split cluster 1 (16346 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16346 members Entering Unmasked Estep Score: -1506830.125000 Penalty: 2406.031006 Iteration 0F: 2 clusters Score -1506830 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8196 members Mstep: Class 2 contains 8150 members Entering Unmasked Estep Score: -1495085.375000 Penalty: 4812.062012 Iteration 0F: 3 clusters Score -1495085 nChanged 7115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 8029 members Entering Unmasked Estep Score: -1498995.625000 Penalty: 4812.062012 Iteration 1F: 3 clusters Score -1498996 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8395 members Mstep: Class 2 contains 7951 members Entering Unmasked Estep Score: -1499361.125000 Penalty: 4812.062012 Iteration 2F: 3 clusters Score -1499361 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8529 members Mstep: Class 2 contains 7817 members Entering Unmasked Estep Score: -1499675.500000 Penalty: 4812.062012 Iteration 3Q: 3 clusters Score -1499676 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8689 members Mstep: Class 2 contains 7657 members Entering Unmasked Estep Score: -1499941.875000 Penalty: 4812.062012 Iteration 4Q: 3 clusters Score -1499942 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8937 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -1500212.875000 Penalty: 4812.062012 Iteration 5Q: 3 clusters Score -1500213 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9252 members Mstep: Class 2 contains 7094 members Entering Unmasked Estep Score: -1500561.625000 Penalty: 4812.062012 Iteration 6Q: 3 clusters Score -1500562 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9626 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -1501086.875000 Penalty: 4812.062012 Iteration 7Q: 3 clusters Score -1501087 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10113 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -1501846.875000 Penalty: 4812.062012 Iteration 8F: 3 clusters Score -1501847 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10711 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -1502713.875000 Penalty: 4812.062012 Iteration 9F: 3 clusters Score -1502714 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11304 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -1503442.500000 Penalty: 4812.062012 Iteration 10F: 3 clusters Score -1503442 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11833 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -1504006.625000 Penalty: 4812.062012 Iteration 11Q: 3 clusters Score -1504007 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12254 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -1504359.000000 Penalty: 4812.062012 Iteration 12Q: 3 clusters Score -1504359 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12641 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -1504630.625000 Penalty: 4812.062012 Iteration 13Q: 3 clusters Score -1504631 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12959 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -1504805.000000 Penalty: 4812.062012 Iteration 14Q: 3 clusters Score -1504805 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13251 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -1504941.875000 Penalty: 4812.062012 Iteration 15Q: 3 clusters Score -1504942 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13523 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -1505062.875000 Penalty: 4812.062012 Iteration 16Q: 3 clusters Score -1505063 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13766 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -1505161.500000 Penalty: 4812.062012 Iteration 17Q: 3 clusters Score -1505162 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14004 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -1505273.625000 Penalty: 4812.062012 Iteration 18Q: 3 clusters Score -1505274 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14240 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -1505381.000000 Penalty: 4812.062012 Iteration 19Q: 3 clusters Score -1505381 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14452 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -1505478.000000 Penalty: 4812.062012 Iteration 20F: 3 clusters Score -1505478 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14636 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -1505550.000000 Penalty: 4812.062012 Iteration 21Q: 3 clusters Score -1505550 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14786 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -1505621.125000 Penalty: 4812.062012 Iteration 22Q: 3 clusters Score -1505621 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14911 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -1505676.500000 Penalty: 4812.062012 Iteration 23Q: 3 clusters Score -1505676 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15022 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -1505722.375000 Penalty: 4812.062012 Iteration 24Q: 3 clusters Score -1505722 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15123 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -1505769.625000 Penalty: 4812.062012 Iteration 25Q: 3 clusters Score -1505770 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15213 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -1505805.750000 Penalty: 4812.062012 Iteration 26Q: 3 clusters Score -1505806 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15289 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -1505839.875000 Penalty: 4812.062012 Iteration 27Q: 3 clusters Score -1505840 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15335 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -1505855.500000 Penalty: 4812.062012 Iteration 28Q: 3 clusters Score -1505856 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15373 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -1505867.375000 Penalty: 4812.062012 Iteration 29Q: 3 clusters Score -1505867 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15407 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -1505881.250000 Penalty: 4812.062012 Iteration 30Q: 3 clusters Score -1505881 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15433 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -1505893.625000 Penalty: 4812.062012 Iteration 31Q: 3 clusters Score -1505894 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15457 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -1505896.625000 Penalty: 4812.062012 Iteration 32Q: 3 clusters Score -1505897 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15479 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -1505909.250000 Penalty: 4812.062012 Iteration 33Q: 3 clusters Score -1505909 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15492 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -1505916.250000 Penalty: 4812.062012 Iteration 34Q: 3 clusters Score -1505916 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15504 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -1505918.500000 Penalty: 4812.062012 Iteration 35Q: 3 clusters Score -1505918 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15511 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -1505926.875000 Penalty: 4812.062012 Iteration 36Q: 3 clusters Score -1505927 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15518 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -1505928.875000 Penalty: 4812.062012 Iteration 37Q: 3 clusters Score -1505929 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15524 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -1505930.375000 Penalty: 4812.062012 Iteration 38Q: 3 clusters Score -1505930 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15532 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -1505934.625000 Penalty: 4812.062012 Iteration 39Q: 3 clusters Score -1505935 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15538 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -1505934.125000 Penalty: 4812.062012 Iteration 40F: 3 clusters Score -1505934 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15542 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -1505935.750000 Penalty: 4812.062012 Iteration 41Q: 3 clusters Score -1505936 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15548 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1505935.250000 Penalty: 4812.062012 Iteration 42Q: 3 clusters Score -1505935 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15552 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -1505937.625000 Penalty: 4812.062012 Iteration 43Q: 3 clusters Score -1505938 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15555 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -1505940.750000 Penalty: 4812.062012 Iteration 44Q: 3 clusters Score -1505941 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15557 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -1505939.125000 Penalty: 4812.062012 Iteration 45Q: 3 clusters Score -1505939 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15560 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -1505941.625000 Penalty: 4812.062012 Iteration 46Q: 3 clusters Score -1505942 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15564 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -1505943.875000 Penalty: 4812.062012 Iteration 47Q: 3 clusters Score -1505944 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15567 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -1505945.000000 Penalty: 4812.062012 Iteration 48Q: 3 clusters Score -1505945 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15570 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -1505944.500000 Penalty: 4812.062012 Iteration 49Q: 3 clusters Score -1505944 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15571 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -1505942.000000 Penalty: 4812.062012 Iteration 50Q: 3 clusters Score -1505942 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15571 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -1505942.000000 Penalty: 4812.062012 Iteration 51F: 3 clusters Score -1505942 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (302581 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302581 members Entering Unmasked Estep Score: -27620674.000000 Penalty: 3129.785645 Iteration 0F: 2 clusters Score -2.762067e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151168 members Mstep: Class 2 contains 151413 members Entering Unmasked Estep Score: -27417642.000000 Penalty: 6259.571289 Iteration 0F: 3 clusters Score -2.741764e+07 nChanged 146194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151564 members Mstep: Class 2 contains 151017 members Entering Unmasked Estep Score: -27502996.000000 Penalty: 6259.571289 Iteration 1F: 3 clusters Score -2.7503e+07 nChanged 6501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151625 members Mstep: Class 2 contains 150956 members Entering Unmasked Estep Score: -27504020.000000 Penalty: 6259.571289 Iteration 2Q: 3 clusters Score -2.750402e+07 nChanged 6611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151782 members Mstep: Class 2 contains 150799 members Entering Unmasked Estep Score: -27505116.000000 Penalty: 6259.571289 Iteration 3Q: 3 clusters Score -2.750512e+07 nChanged 6912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152116 members Mstep: Class 2 contains 150465 members Entering Unmasked Estep Score: -27506324.000000 Penalty: 6259.571289 Iteration 4Q: 3 clusters Score -2.750632e+07 nChanged 7349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152673 members Mstep: Class 2 contains 149908 members Entering Unmasked Estep Score: -27507806.000000 Penalty: 6259.571289 Iteration 5Q: 3 clusters Score -2.750781e+07 nChanged 8308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153699 members Mstep: Class 2 contains 148882 members Entering Unmasked Estep Score: -27509612.000000 Penalty: 6259.571289 Iteration 6Q: 3 clusters Score -2.750961e+07 nChanged 9453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155338 members Mstep: Class 2 contains 147243 members Entering Unmasked Estep Score: -27512104.000000 Penalty: 6259.571289 Iteration 7Q: 3 clusters Score -2.75121e+07 nChanged 10770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157656 members Mstep: Class 2 contains 144925 members Entering Unmasked Estep Score: -27515506.000000 Penalty: 6259.571289 Iteration 8Q: 3 clusters Score -2.751551e+07 nChanged 12309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160881 members Mstep: Class 2 contains 141700 members Entering Unmasked Estep Score: -27519534.000000 Penalty: 6259.571289 Iteration 9Q: 3 clusters Score -2.751953e+07 nChanged 13266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164999 members Mstep: Class 2 contains 137582 members Entering Unmasked Estep Score: -27524348.000000 Penalty: 6259.571289 Iteration 10Q: 3 clusters Score -2.752435e+07 nChanged 13737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170522 members Mstep: Class 2 contains 132059 members Entering Unmasked Estep Score: -27528882.000000 Penalty: 6259.571289 Iteration 11Q: 3 clusters Score -2.752888e+07 nChanged 13901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177545 members Mstep: Class 2 contains 125036 members Entering Unmasked Estep Score: -27533962.000000 Penalty: 6259.571289 Iteration 12Q: 3 clusters Score -2.753396e+07 nChanged 13791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186216 members Mstep: Class 2 contains 116365 members Entering Unmasked Estep Score: -27539470.000000 Penalty: 6259.571289 Iteration 13Q: 3 clusters Score -2.753947e+07 nChanged 14008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196976 members Mstep: Class 2 contains 105605 members Entering Unmasked Estep Score: -27545478.000000 Penalty: 6259.571289 Iteration 14Q: 3 clusters Score -2.754548e+07 nChanged 14388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209786 members Mstep: Class 2 contains 92795 members Entering Unmasked Estep Score: -27552246.000000 Penalty: 6259.571289 Iteration 15Q: 3 clusters Score -2.755225e+07 nChanged 15279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224561 members Mstep: Class 2 contains 78020 members Entering Unmasked Estep Score: -27560770.000000 Penalty: 6259.571289 Iteration 16F: 3 clusters Score -2.756077e+07 nChanged 16161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240646 members Mstep: Class 2 contains 61935 members Entering Unmasked Estep Score: -27571100.000000 Penalty: 6259.571289 Iteration 17F: 3 clusters Score -2.75711e+07 nChanged 16203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256845 members Mstep: Class 2 contains 45736 members Entering Unmasked Estep Score: -27582408.000000 Penalty: 6259.571289 Iteration 18F: 3 clusters Score -2.758241e+07 nChanged 14643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271488 members Mstep: Class 2 contains 31093 members Entering Unmasked Estep Score: -27593324.000000 Penalty: 6259.571289 Iteration 19Q: 3 clusters Score -2.759332e+07 nChanged 11501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282989 members Mstep: Class 2 contains 19592 members Entering Unmasked Estep Score: -27602762.000000 Penalty: 6259.571289 Iteration 20F: 3 clusters Score -2.760276e+07 nChanged 7657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290646 members Mstep: Class 2 contains 11935 members Entering Unmasked Estep Score: -27609718.000000 Penalty: 6259.571289 Iteration 21Q: 3 clusters Score -2.760972e+07 nChanged 4054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294698 members Mstep: Class 2 contains 7883 members Entering Unmasked Estep Score: -27613386.000000 Penalty: 6259.571289 Iteration 22Q: 3 clusters Score -2.761339e+07 nChanged 2210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296792 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -27615470.000000 Penalty: 6259.571289 Iteration 23Q: 3 clusters Score -2.761547e+07 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297773 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -27616670.000000 Penalty: 6259.571289 Iteration 24Q: 3 clusters Score -2.761667e+07 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298270 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -27617314.000000 Penalty: 6259.571289 Iteration 25Q: 3 clusters Score -2.761731e+07 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298600 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -27617604.000000 Penalty: 6259.571289 Iteration 26Q: 3 clusters Score -2.76176e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298824 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -27617810.000000 Penalty: 6259.571289 Iteration 27Q: 3 clusters Score -2.761781e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298997 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -27617928.000000 Penalty: 6259.571289 Iteration 28Q: 3 clusters Score -2.761793e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299130 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -27618058.000000 Penalty: 6259.571289 Iteration 29Q: 3 clusters Score -2.761806e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299250 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -27618112.000000 Penalty: 6259.571289 Iteration 30Q: 3 clusters Score -2.761811e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299336 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -27618178.000000 Penalty: 6259.571289 Iteration 31Q: 3 clusters Score -2.761818e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299407 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -27618162.000000 Penalty: 6259.571289 Iteration 32Q: 3 clusters Score -2.761816e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299464 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -27618176.000000 Penalty: 6259.571289 Iteration 33Q: 3 clusters Score -2.761818e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299513 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -27618192.000000 Penalty: 6259.571289 Iteration 34Q: 3 clusters Score -2.761819e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299548 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -27618246.000000 Penalty: 6259.571289 Iteration 35Q: 3 clusters Score -2.761825e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299587 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -27618256.000000 Penalty: 6259.571289 Iteration 36Q: 3 clusters Score -2.761826e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299617 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -27618230.000000 Penalty: 6259.571289 Iteration 37Q: 3 clusters Score -2.761823e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299648 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -27618254.000000 Penalty: 6259.571289 Iteration 38Q: 3 clusters Score -2.761825e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299674 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -27618274.000000 Penalty: 6259.571289 Iteration 39Q: 3 clusters Score -2.761827e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299693 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -27618290.000000 Penalty: 6259.571289 Iteration 40F: 3 clusters Score -2.761829e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299709 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -27618312.000000 Penalty: 6259.571289 Iteration 41Q: 3 clusters Score -2.761831e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299727 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -27618336.000000 Penalty: 6259.571289 Iteration 42Q: 3 clusters Score -2.761834e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299744 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -27618320.000000 Penalty: 6259.571289 Iteration 43Q: 3 clusters Score -2.761832e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299758 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -27618334.000000 Penalty: 6259.571289 Iteration 44Q: 3 clusters Score -2.761833e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299769 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -27618358.000000 Penalty: 6259.571289 Iteration 45Q: 3 clusters Score -2.761836e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299779 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -27618362.000000 Penalty: 6259.571289 Iteration 46Q: 3 clusters Score -2.761836e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299794 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -27618320.000000 Penalty: 6259.571289 Iteration 47Q: 3 clusters Score -2.761832e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299806 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -27618328.000000 Penalty: 6259.571289 Iteration 48Q: 3 clusters Score -2.761833e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299812 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -27618322.000000 Penalty: 6259.571289 Iteration 49Q: 3 clusters Score -2.761832e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299818 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -27618328.000000 Penalty: 6259.571289 Iteration 50Q: 3 clusters Score -2.761833e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299822 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -27618318.000000 Penalty: 6259.571289 Iteration 51Q: 3 clusters Score -2.761832e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299825 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -27618320.000000 Penalty: 6259.571289 Iteration 52Q: 3 clusters Score -2.761832e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299827 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -27618334.000000 Penalty: 6259.571289 Iteration 53Q: 3 clusters Score -2.761833e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299827 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -27618334.000000 Penalty: 6259.571289 Iteration 54F: 3 clusters Score -2.761833e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (67123 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67123 members Entering Unmasked Estep Score: -6045909.500000 Penalty: 2756.341797 Iteration 0F: 2 clusters Score -6045910 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33593 members Mstep: Class 2 contains 33530 members Entering Unmasked Estep Score: -6001181.000000 Penalty: 5512.683594 Iteration 0F: 3 clusters Score -6001181 nChanged 31328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33973 members Mstep: Class 2 contains 33150 members Entering Unmasked Estep Score: -6018624.500000 Penalty: 5512.683594 Iteration 1F: 3 clusters Score -6018624 nChanged 2553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34064 members Mstep: Class 2 contains 33059 members Entering Unmasked Estep Score: -6019402.500000 Penalty: 5512.683594 Iteration 2Q: 3 clusters Score -6019402 nChanged 2563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34153 members Mstep: Class 2 contains 32970 members Entering Unmasked Estep Score: -6020248.500000 Penalty: 5512.683594 Iteration 3Q: 3 clusters Score -6020248 nChanged 2729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34260 members Mstep: Class 2 contains 32863 members Entering Unmasked Estep Score: -6021212.000000 Penalty: 5512.683594 Iteration 4Q: 3 clusters Score -6021212 nChanged 2822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34350 members Mstep: Class 2 contains 32773 members Entering Unmasked Estep Score: -6022200.500000 Penalty: 5512.683594 Iteration 5Q: 3 clusters Score -6022200 nChanged 2920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34454 members Mstep: Class 2 contains 32669 members Entering Unmasked Estep Score: -6023417.500000 Penalty: 5512.683594 Iteration 6Q: 3 clusters Score -6023418 nChanged 3141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34587 members Mstep: Class 2 contains 32536 members Entering Unmasked Estep Score: -6024779.000000 Penalty: 5512.683594 Iteration 7Q: 3 clusters Score -6024779 nChanged 3219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34814 members Mstep: Class 2 contains 32309 members Entering Unmasked Estep Score: -6026279.000000 Penalty: 5512.683594 Iteration 8Q: 3 clusters Score -6026279 nChanged 3187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35149 members Mstep: Class 2 contains 31974 members Entering Unmasked Estep Score: -6027622.000000 Penalty: 5512.683594 Iteration 9Q: 3 clusters Score -6027622 nChanged 2836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35583 members Mstep: Class 2 contains 31540 members Entering Unmasked Estep Score: -6028757.500000 Penalty: 5512.683594 Iteration 10Q: 3 clusters Score -6028758 nChanged 2585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36110 members Mstep: Class 2 contains 31013 members Entering Unmasked Estep Score: -6029681.500000 Penalty: 5512.683594 Iteration 11Q: 3 clusters Score -6029682 nChanged 2298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36766 members Mstep: Class 2 contains 30357 members Entering Unmasked Estep Score: -6030444.500000 Penalty: 5512.683594 Iteration 12Q: 3 clusters Score -6030444 nChanged 2040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37482 members Mstep: Class 2 contains 29641 members Entering Unmasked Estep Score: -6031072.500000 Penalty: 5512.683594 Iteration 13Q: 3 clusters Score -6031072 nChanged 1736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38252 members Mstep: Class 2 contains 28871 members Entering Unmasked Estep Score: -6031559.000000 Penalty: 5512.683594 Iteration 14Q: 3 clusters Score -6031559 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39085 members Mstep: Class 2 contains 28038 members Entering Unmasked Estep Score: -6031975.500000 Penalty: 5512.683594 Iteration 15Q: 3 clusters Score -6031976 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39984 members Mstep: Class 2 contains 27139 members Entering Unmasked Estep Score: -6032336.500000 Penalty: 5512.683594 Iteration 16Q: 3 clusters Score -6032336 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40938 members Mstep: Class 2 contains 26185 members Entering Unmasked Estep Score: -6032674.000000 Penalty: 5512.683594 Iteration 17Q: 3 clusters Score -6032674 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41858 members Mstep: Class 2 contains 25265 members Entering Unmasked Estep Score: -6033018.500000 Penalty: 5512.683594 Iteration 18Q: 3 clusters Score -6033018 nChanged 1291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42827 members Mstep: Class 2 contains 24296 members Entering Unmasked Estep Score: -6033350.000000 Penalty: 5512.683594 Iteration 19Q: 3 clusters Score -6033350 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43838 members Mstep: Class 2 contains 23285 members Entering Unmasked Estep Score: -6033656.000000 Penalty: 5512.683594 Iteration 20F: 3 clusters Score -6033656 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44874 members Mstep: Class 2 contains 22249 members Entering Unmasked Estep Score: -6034011.500000 Penalty: 5512.683594 Iteration 21Q: 3 clusters Score -6034012 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45963 members Mstep: Class 2 contains 21160 members Entering Unmasked Estep Score: -6034343.500000 Penalty: 5512.683594 Iteration 22Q: 3 clusters Score -6034344 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47087 members Mstep: Class 2 contains 20036 members Entering Unmasked Estep Score: -6034724.000000 Penalty: 5512.683594 Iteration 23Q: 3 clusters Score -6034724 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48221 members Mstep: Class 2 contains 18902 members Entering Unmasked Estep Score: -6035068.000000 Penalty: 5512.683594 Iteration 24Q: 3 clusters Score -6035068 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49386 members Mstep: Class 2 contains 17737 members Entering Unmasked Estep Score: -6035418.500000 Penalty: 5512.683594 Iteration 25Q: 3 clusters Score -6035418 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50533 members Mstep: Class 2 contains 16590 members Entering Unmasked Estep Score: -6035830.500000 Penalty: 5512.683594 Iteration 26Q: 3 clusters Score -6035830 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51717 members Mstep: Class 2 contains 15406 members Entering Unmasked Estep Score: -6036177.500000 Penalty: 5512.683594 Iteration 27Q: 3 clusters Score -6036178 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52948 members Mstep: Class 2 contains 14175 members Entering Unmasked Estep Score: -6036643.000000 Penalty: 5512.683594 Iteration 28Q: 3 clusters Score -6036643 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54264 members Mstep: Class 2 contains 12859 members Entering Unmasked Estep Score: -6037183.000000 Penalty: 5512.683594 Iteration 29Q: 3 clusters Score -6037183 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55549 members Mstep: Class 2 contains 11574 members Entering Unmasked Estep Score: -6037751.500000 Penalty: 5512.683594 Iteration 30Q: 3 clusters Score -6037752 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56913 members Mstep: Class 2 contains 10210 members Entering Unmasked Estep Score: -6038391.000000 Penalty: 5512.683594 Iteration 31Q: 3 clusters Score -6038391 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58291 members Mstep: Class 2 contains 8832 members Entering Unmasked Estep Score: -6039092.500000 Penalty: 5512.683594 Iteration 32Q: 3 clusters Score -6039092 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59644 members Mstep: Class 2 contains 7479 members Entering Unmasked Estep Score: -6039858.500000 Penalty: 5512.683594 Iteration 33Q: 3 clusters Score -6039858 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60899 members Mstep: Class 2 contains 6224 members Entering Unmasked Estep Score: -6040508.000000 Penalty: 5512.683594 Iteration 34Q: 3 clusters Score -6040508 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61986 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -6041183.000000 Penalty: 5512.683594 Iteration 35Q: 3 clusters Score -6041183 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62991 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -6041759.500000 Penalty: 5512.683594 Iteration 36Q: 3 clusters Score -6041760 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63775 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -6042209.500000 Penalty: 5512.683594 Iteration 37Q: 3 clusters Score -6042210 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64402 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -6042540.000000 Penalty: 5512.683594 Iteration 38Q: 3 clusters Score -6042540 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64882 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -6042805.000000 Penalty: 5512.683594 Iteration 39Q: 3 clusters Score -6042805 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65226 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -6042991.000000 Penalty: 5512.683594 Iteration 40F: 3 clusters Score -6042991 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65496 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -6043169.500000 Penalty: 5512.683594 Iteration 41Q: 3 clusters Score -6043170 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65703 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -6043283.500000 Penalty: 5512.683594 Iteration 42Q: 3 clusters Score -6043284 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65842 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -6043348.000000 Penalty: 5512.683594 Iteration 43Q: 3 clusters Score -6043348 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65954 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -6043414.000000 Penalty: 5512.683594 Iteration 44Q: 3 clusters Score -6043414 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66037 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -6043459.000000 Penalty: 5512.683594 Iteration 45Q: 3 clusters Score -6043459 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66112 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: 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Estep Score: -6043600.000000 Penalty: 5512.683594 Iteration 50Q: 3 clusters Score -6043600 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66300 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -6043625.500000 Penalty: 5512.683594 Iteration 51Q: 3 clusters Score -6043626 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66323 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -6043638.500000 Penalty: 5512.683594 Iteration 52Q: 3 clusters Score -6043638 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66339 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -6043654.500000 Penalty: 5512.683594 Iteration 53Q: 3 clusters Score -6043654 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66353 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -6043666.000000 Penalty: 5512.683594 Iteration 54Q: 3 clusters Score -6043666 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66366 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -6043670.000000 Penalty: 5512.683594 Iteration 55Q: 3 clusters Score -6043670 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66372 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -6043670.000000 Penalty: 5512.683594 Iteration 56Q: 3 clusters Score -6043670 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66381 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -6043671.500000 Penalty: 5512.683594 Iteration 57Q: 3 clusters Score -6043672 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66385 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -6043667.500000 Penalty: 5512.683594 Iteration 58Q: 3 clusters Score -6043668 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66390 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -6043676.500000 Penalty: 5512.683594 Iteration 59Q: 3 clusters Score -6043676 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66400 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -6043681.500000 Penalty: 5512.683594 Iteration 60F: 3 clusters Score -6043682 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66405 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -6043682.500000 Penalty: 5512.683594 Iteration 61Q: 3 clusters Score -6043682 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66412 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -6043682.500000 Penalty: 5512.683594 Iteration 62Q: 3 clusters Score -6043682 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66418 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -6043686.000000 Penalty: 5512.683594 Iteration 63Q: 3 clusters Score -6043686 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66422 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -6043701.000000 Penalty: 5512.683594 Iteration 64Q: 3 clusters Score -6043701 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66424 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -6043700.000000 Penalty: 5512.683594 Iteration 65Q: 3 clusters Score -6043700 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66424 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -6043691.000000 Penalty: 5512.683594 Iteration 66Q: 3 clusters Score -6043691 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66423 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -6043692.500000 Penalty: 5512.683594 Iteration 67Q: 3 clusters Score -6043692 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66424 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -6043694.000000 Penalty: 5512.683594 Iteration 68Q: 3 clusters Score -6043694 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66425 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -6043696.000000 Penalty: 5512.683594 Iteration 69Q: 3 clusters Score -6043696 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66426 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -6043696.500000 Penalty: 5512.683594 Iteration 70Q: 3 clusters Score -6043696 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66426 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -6043696.500000 Penalty: 5512.683594 Iteration 71F: 3 clusters Score -6043696 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Entering Unmasked Estep Score: -207950.546875 Penalty: 1922.259277 Iteration 0F: 2 clusters Score -207950.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -205136.078125 Penalty: 3844.518555 Iteration 0F: 3 clusters Score -205136.1 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -205655.609375 Penalty: 3844.518555 Iteration 1F: 3 clusters Score -205655.6 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -205782.875000 Penalty: 3844.518555 Iteration 2F: 3 clusters Score -205782.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -205843.468750 Penalty: 3844.518555 Iteration 3Q: 3 clusters Score -205843.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -205890.937500 Penalty: 3844.518555 Iteration 4Q: 3 clusters Score -205890.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -205921.796875 Penalty: 3844.518555 Iteration 5Q: 3 clusters Score -205921.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -205937.046875 Penalty: 3844.518555 Iteration 6Q: 3 clusters Score -205937 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -205948.500000 Penalty: 3844.518555 Iteration 7Q: 3 clusters Score -205948.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -205957.062500 Penalty: 3844.518555 Iteration 8Q: 3 clusters Score -205957.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -205962.546875 Penalty: 3844.518555 Iteration 9Q: 3 clusters Score -205962.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -205968.359375 Penalty: 3844.518555 Iteration 10Q: 3 clusters Score -205968.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -205972.796875 Penalty: 3844.518555 Iteration 11Q: 3 clusters Score -205972.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -205976.390625 Penalty: 3844.518555 Iteration 12Q: 3 clusters Score -205976.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -205977.953125 Penalty: 3844.518555 Iteration 13Q: 3 clusters Score -205978 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -205978.953125 Penalty: 3844.518555 Iteration 14Q: 3 clusters Score -205979 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -205980.921875 Penalty: 3844.518555 Iteration 15Q: 3 clusters Score -205980.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -205983.328125 Penalty: 3844.518555 Iteration 16Q: 3 clusters Score -205983.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -205986.796875 Penalty: 3844.518555 Iteration 17Q: 3 clusters Score -205986.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -205989.421875 Penalty: 3844.518555 Iteration 18Q: 3 clusters Score -205989.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -205991.437500 Penalty: 3844.518555 Iteration 19Q: 3 clusters Score -205991.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -205992.015625 Penalty: 3844.518555 Iteration 20F: 3 clusters Score -205992 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -205992.875000 Penalty: 3844.518555 Iteration 21Q: 3 clusters Score -205992.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -205995.015625 Penalty: 3844.518555 Iteration 22Q: 3 clusters Score -205995 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -205997.234375 Penalty: 3844.518555 Iteration 23Q: 3 clusters Score -205997.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -205998.546875 Penalty: 3844.518555 Iteration 24Q: 3 clusters Score -205998.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -205998.718750 Penalty: 3844.518555 Iteration 25Q: 3 clusters Score -205998.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -205999.187500 Penalty: 3844.518555 Iteration 26Q: 3 clusters Score -205999.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -206000.562500 Penalty: 3844.518555 Iteration 27Q: 3 clusters Score -206000.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -206002.343750 Penalty: 3844.518555 Iteration 28Q: 3 clusters Score -206002.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -206006.562500 Penalty: 3844.518555 Iteration 29Q: 3 clusters Score -206006.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -206010.703125 Penalty: 3844.518555 Iteration 30Q: 3 clusters Score -206010.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -206015.718750 Penalty: 3844.518555 Iteration 31Q: 3 clusters Score -206015.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -206021.125000 Penalty: 3844.518555 Iteration 32Q: 3 clusters Score -206021.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -206023.296875 Penalty: 3844.518555 Iteration 33Q: 3 clusters Score -206023.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -206024.515625 Penalty: 3844.518555 Iteration 34Q: 3 clusters Score -206024.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -206025.765625 Penalty: 3844.518555 Iteration 35Q: 3 clusters Score -206025.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -206027.843750 Penalty: 3844.518555 Iteration 36Q: 3 clusters Score -206027.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -206029.078125 Penalty: 3844.518555 Iteration 37Q: 3 clusters Score -206029.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -206031.375000 Penalty: 3844.518555 Iteration 38Q: 3 clusters Score -206031.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -206032.546875 Penalty: 3844.518555 Iteration 39Q: 3 clusters Score -206032.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -206035.109375 Penalty: 3844.518555 Iteration 40F: 3 clusters Score -206035.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -206037.046875 Penalty: 3844.518555 Iteration 41Q: 3 clusters Score -206037 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -206038.984375 Penalty: 3844.518555 Iteration 42Q: 3 clusters Score -206039 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -206040.093750 Penalty: 3844.518555 Iteration 43Q: 3 clusters Score -206040.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -206040.046875 Penalty: 3844.518555 Iteration 44Q: 3 clusters Score -206040 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -206040.046875 Penalty: 3844.518555 Iteration 45F: 3 clusters Score -206040 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (12306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12306 members Entering Unmasked Estep Score: -1131822.375000 Penalty: 2335.624756 Iteration 0F: 2 clusters Score -1131822 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 6227 members Entering Unmasked Estep Score: -1122739.750000 Penalty: 4671.249512 Iteration 0F: 3 clusters Score -1122740 nChanged 5244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 6211 members Entering Unmasked Estep Score: -1125506.000000 Penalty: 4671.249512 Iteration 1F: 3 clusters Score -1125506 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6115 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -1125852.000000 Penalty: 4671.249512 Iteration 2F: 3 clusters Score -1125852 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6133 members Mstep: Class 2 contains 6173 members Entering Unmasked Estep Score: -1126189.750000 Penalty: 4671.249512 Iteration 3F: 3 clusters Score -1126190 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -1126518.625000 Penalty: 4671.249512 Iteration 4F: 3 clusters Score -1126519 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 6114 members Entering Unmasked Estep Score: -1126853.250000 Penalty: 4671.249512 Iteration 5Q: 3 clusters Score -1126853 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6256 members Mstep: Class 2 contains 6050 members Entering Unmasked Estep Score: -1127186.000000 Penalty: 4671.249512 Iteration 6Q: 3 clusters Score -1127186 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6302 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -1127480.125000 Penalty: 4671.249512 Iteration 7Q: 3 clusters Score -1127480 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 5953 members Entering Unmasked Estep Score: -1127716.250000 Penalty: 4671.249512 Iteration 8Q: 3 clusters Score -1127716 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6401 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -1127874.875000 Penalty: 4671.249512 Iteration 9Q: 3 clusters Score -1127875 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6443 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -1127990.125000 Penalty: 4671.249512 Iteration 10Q: 3 clusters Score -1127990 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6502 members Mstep: Class 2 contains 5804 members Entering Unmasked Estep Score: -1128081.500000 Penalty: 4671.249512 Iteration 11Q: 3 clusters Score -1128082 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6588 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -1128136.875000 Penalty: 4671.249512 Iteration 12Q: 3 clusters Score -1128137 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6682 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -1128185.000000 Penalty: 4671.249512 Iteration 13Q: 3 clusters Score -1128185 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -1128220.375000 Penalty: 4671.249512 Iteration 14Q: 3 clusters Score -1128220 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -1128244.625000 Penalty: 4671.249512 Iteration 15Q: 3 clusters Score -1128245 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -1128267.500000 Penalty: 4671.249512 Iteration 16Q: 3 clusters Score -1128268 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6933 members Mstep: Class 2 contains 5373 members Entering Unmasked Estep Score: -1128288.750000 Penalty: 4671.249512 Iteration 17Q: 3 clusters Score -1128289 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7002 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -1128303.250000 Penalty: 4671.249512 Iteration 18Q: 3 clusters Score -1128303 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7070 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -1128318.375000 Penalty: 4671.249512 Iteration 19Q: 3 clusters Score -1128318 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7123 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -1128330.500000 Penalty: 4671.249512 Iteration 20F: 3 clusters Score -1128330 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7181 members Mstep: Class 2 contains 5125 members Entering Unmasked Estep Score: -1128346.875000 Penalty: 4671.249512 Iteration 21Q: 3 clusters Score -1128347 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7252 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -1128366.625000 Penalty: 4671.249512 Iteration 22Q: 3 clusters Score -1128367 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7327 members Mstep: Class 2 contains 4979 members Entering Unmasked 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Entering Unmasked Estep Score: -1128456.125000 Penalty: 4671.249512 Iteration 27Q: 3 clusters Score -1128456 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7681 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -1128472.125000 Penalty: 4671.249512 Iteration 28Q: 3 clusters Score -1128472 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7758 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -1128490.500000 Penalty: 4671.249512 Iteration 29Q: 3 clusters Score -1128490 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7843 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -1128509.750000 Penalty: 4671.249512 Iteration 30Q: 3 clusters Score -1128510 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7932 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -1128529.500000 Penalty: 4671.249512 Iteration 31Q: 3 clusters Score -1128530 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -1128557.500000 Penalty: 4671.249512 Iteration 32Q: 3 clusters Score -1128558 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8145 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -1128586.125000 Penalty: 4671.249512 Iteration 33Q: 3 clusters Score -1128586 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8252 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -1128611.000000 Penalty: 4671.249512 Iteration 34Q: 3 clusters Score -1128611 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8362 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -1128635.250000 Penalty: 4671.249512 Iteration 35Q: 3 clusters Score -1128635 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8478 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -1128666.625000 Penalty: 4671.249512 Iteration 36Q: 3 clusters Score -1128667 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8582 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -1128691.125000 Penalty: 4671.249512 Iteration 37Q: 3 clusters Score -1128691 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8708 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -1128729.125000 Penalty: 4671.249512 Iteration 38Q: 3 clusters Score -1128729 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8842 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -1128765.125000 Penalty: 4671.249512 Iteration 39Q: 3 clusters Score -1128765 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -1128808.250000 Penalty: 4671.249512 Iteration 40F: 3 clusters Score -1128808 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9117 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -1128845.875000 Penalty: 4671.249512 Iteration 41Q: 3 clusters Score -1128846 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9255 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -1128886.875000 Penalty: 4671.249512 Iteration 42Q: 3 clusters Score -1128887 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9394 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -1128929.375000 Penalty: 4671.249512 Iteration 43Q: 3 clusters Score -1128929 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9532 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -1128979.875000 Penalty: 4671.249512 Iteration 44Q: 3 clusters Score -1128980 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9680 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -1129036.125000 Penalty: 4671.249512 Iteration 45Q: 3 clusters Score -1129036 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9840 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -1129091.250000 Penalty: 4671.249512 Iteration 46Q: 3 clusters Score -1129091 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9987 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -1129152.500000 Penalty: 4671.249512 Iteration 47Q: 3 clusters Score -1129152 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10134 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -1129216.250000 Penalty: 4671.249512 Iteration 48Q: 3 clusters Score -1129216 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10289 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -1129282.750000 Penalty: 4671.249512 Iteration 49Q: 3 clusters Score -1129283 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10435 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -1129346.500000 Penalty: 4671.249512 Iteration 50Q: 3 clusters Score -1129346 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10581 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -1129413.500000 Penalty: 4671.249512 Iteration 51Q: 3 clusters Score -1129414 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10724 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -1129486.000000 Penalty: 4671.249512 Iteration 52Q: 3 clusters Score -1129486 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10832 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -1129536.625000 Penalty: 4671.249512 Iteration 53Q: 3 clusters Score -1129537 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10918 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -1129580.625000 Penalty: 4671.249512 Iteration 54Q: 3 clusters Score -1129581 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10997 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -1129617.875000 Penalty: 4671.249512 Iteration 55Q: 3 clusters Score -1129618 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11086 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -1129665.750000 Penalty: 4671.249512 Iteration 56Q: 3 clusters Score -1129666 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11158 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -1129701.500000 Penalty: 4671.249512 Iteration 57Q: 3 clusters Score -1129702 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11221 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -1129732.500000 Penalty: 4671.249512 Iteration 58Q: 3 clusters Score -1129732 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11278 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1129763.125000 Penalty: 4671.249512 Iteration 59Q: 3 clusters Score -1129763 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11342 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -1129795.875000 Penalty: 4671.249512 Iteration 60F: 3 clusters Score -1129796 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11398 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -1129818.250000 Penalty: 4671.249512 Iteration 61Q: 3 clusters Score -1129818 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11442 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -1129844.125000 Penalty: 4671.249512 Iteration 62Q: 3 clusters Score -1129844 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11478 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -1129864.500000 Penalty: 4671.249512 Iteration 63Q: 3 clusters Score -1129864 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11511 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -1129887.000000 Penalty: 4671.249512 Iteration 64Q: 3 clusters Score -1129887 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11546 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -1129907.750000 Penalty: 4671.249512 Iteration 65Q: 3 clusters Score -1129908 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11571 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -1129924.375000 Penalty: 4671.249512 Iteration 66Q: 3 clusters Score -1129924 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11589 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -1129938.750000 Penalty: 4671.249512 Iteration 67Q: 3 clusters Score -1129939 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11606 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -1129948.625000 Penalty: 4671.249512 Iteration 68Q: 3 clusters Score -1129949 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11621 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -1129961.250000 Penalty: 4671.249512 Iteration 69Q: 3 clusters Score -1129961 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11633 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -1129969.375000 Penalty: 4671.249512 Iteration 70Q: 3 clusters Score -1129969 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11645 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -1129980.625000 Penalty: 4671.249512 Iteration 71Q: 3 clusters Score -1129981 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11658 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -1129987.375000 Penalty: 4671.249512 Iteration 72Q: 3 clusters Score -1129987 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11666 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -1129987.875000 Penalty: 4671.249512 Iteration 73Q: 3 clusters Score -1129988 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11671 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -1129994.000000 Penalty: 4671.249512 Iteration 74Q: 3 clusters Score -1129994 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11680 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -1130000.125000 Penalty: 4671.249512 Iteration 75Q: 3 clusters Score -1130000 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11685 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -1130004.875000 Penalty: 4671.249512 Iteration 76Q: 3 clusters Score -1130005 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11686 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -1130005.625000 Penalty: 4671.249512 Iteration 77Q: 3 clusters Score -1130006 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11687 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -1130006.250000 Penalty: 4671.249512 Iteration 78Q: 3 clusters Score -1130006 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11687 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -1130006.250000 Penalty: 4671.249512 Iteration 79F: 3 clusters Score -1130006 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (33779 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33779 members Entering Unmasked Estep Score: -2964852.500000 Penalty: 2586.043457 Iteration 0F: 2 clusters Score -2964852 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16711 members Mstep: Class 2 contains 17068 members Entering Unmasked Estep Score: -2941809.500000 Penalty: 5172.086914 Iteration 0F: 3 clusters Score -2941810 nChanged 15293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15778 members Mstep: Class 2 contains 18001 members Entering Unmasked Estep Score: -2951112.250000 Penalty: 5172.086914 Iteration 1F: 3 clusters Score -2951112 nChanged 2034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15558 members Mstep: Class 2 contains 18221 members Entering Unmasked Estep Score: -2952563.500000 Penalty: 5172.086914 Iteration 2F: 3 clusters Score -2952564 nChanged 2127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15667 members Mstep: Class 2 contains 18112 members Entering Unmasked Estep Score: -2954032.500000 Penalty: 5172.086914 Iteration 3F: 3 clusters Score -2954032 nChanged 2220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16117 members Mstep: Class 2 contains 17662 members Entering Unmasked Estep Score: -2955351.750000 Penalty: 5172.086914 Iteration 4F: 3 clusters Score -2955352 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16869 members Mstep: Class 2 contains 16910 members Entering Unmasked Estep Score: -2956426.500000 Penalty: 5172.086914 Iteration 5F: 3 clusters Score -2956426 nChanged 1953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17838 members Mstep: Class 2 contains 15941 members Entering Unmasked Estep Score: -2957374.000000 Penalty: 5172.086914 Iteration 6F: 3 clusters Score -2957374 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18881 members Mstep: Class 2 contains 14898 members Entering Unmasked Estep Score: -2958132.750000 Penalty: 5172.086914 Iteration 7F: 3 clusters Score -2958133 nChanged 1459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19924 members Mstep: Class 2 contains 13855 members Entering Unmasked Estep Score: -2958757.000000 Penalty: 5172.086914 Iteration 8Q: 3 clusters Score -2958757 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21001 members Mstep: Class 2 contains 12778 members Entering Unmasked Estep Score: -2959274.500000 Penalty: 5172.086914 Iteration 9Q: 3 clusters Score -2959274 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22075 members Mstep: Class 2 contains 11704 members Entering Unmasked Estep Score: -2959768.000000 Penalty: 5172.086914 Iteration 10Q: 3 clusters Score -2959768 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23179 members Mstep: Class 2 contains 10600 members Entering Unmasked Estep Score: -2960226.500000 Penalty: 5172.086914 Iteration 11Q: 3 clusters Score -2960226 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24240 members Mstep: Class 2 contains 9539 members Entering Unmasked Estep Score: -2960707.500000 Penalty: 5172.086914 Iteration 12Q: 3 clusters Score -2960708 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25273 members Mstep: Class 2 contains 8506 members Entering Unmasked Estep Score: -2961220.750000 Penalty: 5172.086914 Iteration 13Q: 3 clusters Score -2961221 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26316 members Mstep: Class 2 contains 7463 members Entering Unmasked Estep Score: -2961796.000000 Penalty: 5172.086914 Iteration 14Q: 3 clusters Score -2961796 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27366 members Mstep: Class 2 contains 6413 members Entering Unmasked Estep Score: -2962444.250000 Penalty: 5172.086914 Iteration 15Q: 3 clusters Score -2962444 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28355 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -2963104.000000 Penalty: 5172.086914 Iteration 16Q: 3 clusters Score -2963104 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29232 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -2963758.750000 Penalty: 5172.086914 Iteration 17Q: 3 clusters Score -2963759 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29922 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -2964282.500000 Penalty: 5172.086914 Iteration 18Q: 3 clusters Score -2964282 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30412 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -2964643.750000 Penalty: 5172.086914 Iteration 19Q: 3 clusters Score -2964644 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30755 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -2965009.000000 Penalty: 5172.086914 Iteration 20F: 3 clusters Score -2965009 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31053 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -2965256.500000 Penalty: 5172.086914 Iteration 21Q: 3 clusters Score -2965256 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31246 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -2965356.500000 Penalty: 5172.086914 Iteration 22Q: 3 clusters Score -2965356 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31393 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -2965433.250000 Penalty: 5172.086914 Iteration 23Q: 3 clusters Score -2965433 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31490 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -2965455.500000 Penalty: 5172.086914 Iteration 24Q: 3 clusters Score -2965456 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31574 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -2965484.250000 Penalty: 5172.086914 Iteration 25Q: 3 clusters Score -2965484 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31625 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -2965503.250000 Penalty: 5172.086914 Iteration 26Q: 3 clusters Score -2965503 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31676 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -2965520.250000 Penalty: 5172.086914 Iteration 27Q: 3 clusters Score -2965520 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31725 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -2965538.250000 Penalty: 5172.086914 Iteration 28Q: 3 clusters Score -2965538 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31761 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -2965551.250000 Penalty: 5172.086914 Iteration 29Q: 3 clusters Score -2965551 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31789 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -2965554.750000 Penalty: 5172.086914 Iteration 30Q: 3 clusters Score -2965555 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31813 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -2965557.750000 Penalty: 5172.086914 Iteration 31Q: 3 clusters Score -2965558 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31825 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -2965566.750000 Penalty: 5172.086914 Iteration 32Q: 3 clusters Score -2965567 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31838 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -2965559.500000 Penalty: 5172.086914 Iteration 33Q: 3 clusters Score -2965560 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31851 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -2965560.000000 Penalty: 5172.086914 Iteration 34Q: 3 clusters Score -2965560 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31862 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -2965559.500000 Penalty: 5172.086914 Iteration 35Q: 3 clusters Score -2965560 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31869 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -2965558.000000 Penalty: 5172.086914 Iteration 36Q: 3 clusters Score -2965558 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31878 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -2965563.500000 Penalty: 5172.086914 Iteration 37Q: 3 clusters Score -2965564 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31887 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -2965565.750000 Penalty: 5172.086914 Iteration 38Q: 3 clusters Score -2965566 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31895 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -2965565.750000 Penalty: 5172.086914 Iteration 39Q: 3 clusters Score -2965566 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31902 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -2965565.750000 Penalty: 5172.086914 Iteration 40F: 3 clusters Score -2965566 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31906 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -2965566.500000 Penalty: 5172.086914 Iteration 41Q: 3 clusters Score -2965566 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31911 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -2965565.000000 Penalty: 5172.086914 Iteration 42Q: 3 clusters Score -2965565 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31914 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -2965563.750000 Penalty: 5172.086914 Iteration 43Q: 3 clusters Score -2965564 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31918 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -2965564.000000 Penalty: 5172.086914 Iteration 44Q: 3 clusters Score -2965564 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31921 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -2965567.500000 Penalty: 5172.086914 Iteration 45Q: 3 clusters Score -2965568 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31923 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -2965564.000000 Penalty: 5172.086914 Iteration 46Q: 3 clusters Score -2965564 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31926 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -2965564.500000 Penalty: 5172.086914 Iteration 47Q: 3 clusters Score -2965564 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31926 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -2965564.500000 Penalty: 5172.086914 Iteration 48F: 3 clusters Score -2965564 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 16346 members Mstep: Class 2 contains 302581 members Mstep: Class 3 contains 67123 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 12306 members Mstep: Class 6 contains 31926 members Mstep: Class 7 contains 18129 members Mstep: Class 8 contains 443 members Mstep: Class 9 contains 7893 members Mstep: Class 10 contains 13297 members Mstep: Class 11 contains 2504 members Mstep: Class 12 contains 1328 members Mstep: Class 13 contains 9212 members Mstep: Class 14 contains 6990 members Mstep: Class 15 contains 1267 members Mstep: Class 16 contains 269526 members Mstep: Class 17 contains 7593 members Mstep: Class 18 contains 1853 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep Score: -68897368.000000 Penalty: 63897.066406 Splitting cluster 6 changes total score from -68897392.000000 to -68897368.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (18129 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18129 members Entering Unmasked Estep Score: -1488178.625000 Penalty: 2431.706543 Iteration 0F: 2 clusters Score -1488179 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9093 members Mstep: Class 2 contains 9036 members Entering Unmasked Estep Score: -1475336.750000 Penalty: 4863.413086 Iteration 0F: 3 clusters Score -1475337 nChanged 8000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9149 members Mstep: Class 2 contains 8980 members Entering Unmasked Estep Score: -1479745.125000 Penalty: 4863.413086 Iteration 1F: 3 clusters Score -1479745 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9206 members Mstep: Class 2 contains 8923 members Entering Unmasked Estep Score: -1480289.500000 Penalty: 4863.413086 Iteration 2F: 3 clusters Score -1480290 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9282 members Mstep: Class 2 contains 8847 members Entering Unmasked Estep Score: -1480819.000000 Penalty: 4863.413086 Iteration 3F: 3 clusters Score -1480819 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9422 members Mstep: Class 2 contains 8707 members Entering Unmasked Estep Score: -1481294.625000 Penalty: 4863.413086 Iteration 4F: 3 clusters Score -1481295 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9543 members Mstep: Class 2 contains 8586 members Entering Unmasked Estep Score: -1481763.125000 Penalty: 4863.413086 Iteration 5Q: 3 clusters Score -1481763 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9685 members Mstep: Class 2 contains 8444 members Entering Unmasked Estep Score: -1482174.625000 Penalty: 4863.413086 Iteration 6Q: 3 clusters Score -1482175 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9877 members Mstep: Class 2 contains 8252 members Entering Unmasked Estep Score: -1482522.500000 Penalty: 4863.413086 Iteration 7Q: 3 clusters Score -1482522 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10126 members Mstep: Class 2 contains 8003 members Entering Unmasked Estep Score: -1482871.000000 Penalty: 4863.413086 Iteration 8Q: 3 clusters Score -1482871 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10416 members Mstep: Class 2 contains 7713 members Entering Unmasked Estep Score: -1483189.375000 Penalty: 4863.413086 Iteration 9Q: 3 clusters Score -1483189 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10774 members Mstep: Class 2 contains 7355 members Entering Unmasked Estep Score: -1483500.375000 Penalty: 4863.413086 Iteration 10Q: 3 clusters Score -1483500 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11134 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -1483825.125000 Penalty: 4863.413086 Iteration 11Q: 3 clusters Score -1483825 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11496 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -1484141.750000 Penalty: 4863.413086 Iteration 12Q: 3 clusters Score -1484142 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11868 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -1484419.625000 Penalty: 4863.413086 Iteration 13Q: 3 clusters Score -1484420 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12191 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -1484637.375000 Penalty: 4863.413086 Iteration 14Q: 3 clusters Score -1484637 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12477 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -1484838.125000 Penalty: 4863.413086 Iteration 15Q: 3 clusters Score -1484838 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12747 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -1485016.125000 Penalty: 4863.413086 Iteration 16Q: 3 clusters Score -1485016 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13014 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -1485166.000000 Penalty: 4863.413086 Iteration 17Q: 3 clusters Score -1485166 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13262 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -1485294.125000 Penalty: 4863.413086 Iteration 18Q: 3 clusters Score -1485294 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13524 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -1485438.625000 Penalty: 4863.413086 Iteration 19Q: 3 clusters Score -1485439 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13786 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -1485558.875000 Penalty: 4863.413086 Iteration 20F: 3 clusters Score -1485559 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14058 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -1485681.750000 Penalty: 4863.413086 Iteration 21Q: 3 clusters Score -1485682 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14343 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -1485817.500000 Penalty: 4863.413086 Iteration 22Q: 3 clusters Score -1485818 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14646 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -1485956.500000 Penalty: 4863.413086 Iteration 23Q: 3 clusters Score -1485956 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14930 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -1486101.125000 Penalty: 4863.413086 Iteration 24Q: 3 clusters Score -1486101 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15188 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -1486232.500000 Penalty: 4863.413086 Iteration 25Q: 3 clusters Score -1486232 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15411 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -1486324.375000 Penalty: 4863.413086 Iteration 26Q: 3 clusters Score -1486324 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15598 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -1486403.750000 Penalty: 4863.413086 Iteration 27Q: 3 clusters Score -1486404 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15753 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -1486463.750000 Penalty: 4863.413086 Iteration 28Q: 3 clusters Score -1486464 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15890 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -1486519.500000 Penalty: 4863.413086 Iteration 29Q: 3 clusters Score -1486520 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16002 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -1486551.125000 Penalty: 4863.413086 Iteration 30Q: 3 clusters Score -1486551 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16091 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -1486581.375000 Penalty: 4863.413086 Iteration 31Q: 3 clusters Score -1486581 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16152 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -1486595.125000 Penalty: 4863.413086 Iteration 32Q: 3 clusters Score -1486595 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16193 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -1486608.625000 Penalty: 4863.413086 Iteration 33Q: 3 clusters Score -1486609 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16237 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -1486626.625000 Penalty: 4863.413086 Iteration 34Q: 3 clusters Score -1486627 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16277 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -1486641.250000 Penalty: 4863.413086 Iteration 35Q: 3 clusters Score -1486641 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16323 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -1486659.125000 Penalty: 4863.413086 Iteration 36Q: 3 clusters Score -1486659 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16368 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -1486674.500000 Penalty: 4863.413086 Iteration 37Q: 3 clusters Score -1486674 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16405 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -1486683.000000 Penalty: 4863.413086 Iteration 38Q: 3 clusters Score -1486683 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16438 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -1486694.875000 Penalty: 4863.413086 Iteration 39Q: 3 clusters Score -1486695 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16475 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -1486712.625000 Penalty: 4863.413086 Iteration 40F: 3 clusters Score -1486713 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16507 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -1486732.125000 Penalty: 4863.413086 Iteration 41Q: 3 clusters Score -1486732 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16549 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -1486756.750000 Penalty: 4863.413086 Iteration 42Q: 3 clusters Score -1486757 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16581 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -1486775.250000 Penalty: 4863.413086 Iteration 43Q: 3 clusters Score -1486775 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16618 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -1486797.625000 Penalty: 4863.413086 Iteration 44Q: 3 clusters Score -1486798 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16648 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -1486819.750000 Penalty: 4863.413086 Iteration 45Q: 3 clusters Score -1486820 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16681 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -1486852.625000 Penalty: 4863.413086 Iteration 46Q: 3 clusters Score -1486853 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -1486880.875000 Penalty: 4863.413086 Iteration 47Q: 3 clusters Score -1486881 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16756 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -1486902.875000 Penalty: 4863.413086 Iteration 48Q: 3 clusters Score -1486903 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16781 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -1486920.875000 Penalty: 4863.413086 Iteration 49Q: 3 clusters Score -1486921 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16805 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -1486934.125000 Penalty: 4863.413086 Iteration 50Q: 3 clusters Score -1486934 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16816 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -1486942.500000 Penalty: 4863.413086 Iteration 51Q: 3 clusters Score -1486942 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16825 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -1486943.750000 Penalty: 4863.413086 Iteration 52Q: 3 clusters Score -1486944 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16830 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -1486946.250000 Penalty: 4863.413086 Iteration 53Q: 3 clusters Score -1486946 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16833 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -1486946.125000 Penalty: 4863.413086 Iteration 54Q: 3 clusters Score -1486946 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16840 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -1486950.750000 Penalty: 4863.413086 Iteration 55Q: 3 clusters Score -1486951 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16841 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -1486954.750000 Penalty: 4863.413086 Iteration 56Q: 3 clusters Score -1486955 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16843 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -1486956.125000 Penalty: 4863.413086 Iteration 57Q: 3 clusters Score -1486956 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16844 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -1486954.875000 Penalty: 4863.413086 Iteration 58Q: 3 clusters Score -1486955 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16847 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -1486954.875000 Penalty: 4863.413086 Iteration 59Q: 3 clusters Score -1486955 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16850 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -1486955.125000 Penalty: 4863.413086 Iteration 60F: 3 clusters Score -1486955 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16851 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -1486954.625000 Penalty: 4863.413086 Iteration 61Q: 3 clusters Score -1486955 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16851 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -1486954.250000 Penalty: 4863.413086 Iteration 62Q: 3 clusters Score -1486954 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16850 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -1486955.875000 Penalty: 4863.413086 Iteration 63Q: 3 clusters Score -1486956 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16850 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -1486955.875000 Penalty: 4863.413086 Iteration 64F: 3 clusters Score -1486956 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Entering Unmasked Estep Score: -28470.951172 Penalty: 1511.205322 Iteration 0F: 2 clusters Score -28470.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -27094.615234 Penalty: 3022.410645 Iteration 0F: 3 clusters Score -27094.62 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -27318.445312 Penalty: 3022.410645 Iteration 1F: 3 clusters Score -27318.45 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -27415.347656 Penalty: 3022.410645 Iteration 2F: 3 clusters Score -27415.35 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -27526.666016 Penalty: 3022.410645 Iteration 3F: 3 clusters Score -27526.67 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -27640.365234 Penalty: 3022.410645 Iteration 4F: 3 clusters Score -27640.37 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -27724.373047 Penalty: 3022.410645 Iteration 5Q: 3 clusters Score -27724.37 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -27870.484375 Penalty: 3022.410645 Iteration 6Q: 3 clusters Score -27870.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -27960.671875 Penalty: 3022.410645 Iteration 7Q: 3 clusters Score -27960.67 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -28001.863281 Penalty: 3022.410645 Iteration 8Q: 3 clusters Score -28001.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -28009.556641 Penalty: 3022.410645 Iteration 9Q: 3 clusters Score -28009.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -28013.289062 Penalty: 3022.410645 Iteration 10Q: 3 clusters Score -28013.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -28013.835938 Penalty: 3022.410645 Iteration 11F: 3 clusters Score -28013.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -28034.722656 Penalty: 3022.410645 Iteration 12Q: 3 clusters Score -28034.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -28050.142578 Penalty: 3022.410645 Iteration 13Q: 3 clusters Score -28050.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -28050.142578 Penalty: 3022.410645 Iteration 14F: 3 clusters Score -28050.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7893 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7893 members Entering Unmasked Estep Score: -712006.875000 Penalty: 2225.485596 Iteration 0F: 2 clusters Score -712006.9 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 3962 members Entering Unmasked Estep Score: -705693.750000 Penalty: 4450.971191 Iteration 0F: 3 clusters Score -705693.8 nChanged 3192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -707370.937500 Penalty: 4450.971191 Iteration 1F: 3 clusters Score -707370.9 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -707613.375000 Penalty: 4450.971191 Iteration 2F: 3 clusters Score -707613.4 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -707768.812500 Penalty: 4450.971191 Iteration 3Q: 3 clusters Score -707768.8 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -707887.437500 Penalty: 4450.971191 Iteration 4Q: 3 clusters Score -707887.4 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -707982.187500 Penalty: 4450.971191 Iteration 5Q: 3 clusters Score -707982.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -708061.250000 Penalty: 4450.971191 Iteration 6Q: 3 clusters Score -708061.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -708144.062500 Penalty: 4450.971191 Iteration 7Q: 3 clusters Score -708144.1 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -708213.375000 Penalty: 4450.971191 Iteration 8Q: 3 clusters Score -708213.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -708281.062500 Penalty: 4450.971191 Iteration 9Q: 3 clusters Score -708281.1 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -708363.625000 Penalty: 4450.971191 Iteration 10Q: 3 clusters Score -708363.6 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -708457.812500 Penalty: 4450.971191 Iteration 11Q: 3 clusters Score -708457.8 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -708560.625000 Penalty: 4450.971191 Iteration 12Q: 3 clusters Score -708560.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -708671.937500 Penalty: 4450.971191 Iteration 13Q: 3 clusters Score -708671.9 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -708787.562500 Penalty: 4450.971191 Iteration 14Q: 3 clusters Score -708787.6 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -708890.000000 Penalty: 4450.971191 Iteration 15Q: 3 clusters Score -708890 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -708986.687500 Penalty: 4450.971191 Iteration 16Q: 3 clusters Score -708986.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -709073.250000 Penalty: 4450.971191 Iteration 17Q: 3 clusters Score -709073.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -709151.000000 Penalty: 4450.971191 Iteration 18Q: 3 clusters Score -709151 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -709217.187500 Penalty: 4450.971191 Iteration 19Q: 3 clusters Score -709217.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -709286.562500 Penalty: 4450.971191 Iteration 20F: 3 clusters Score -709286.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -709364.937500 Penalty: 4450.971191 Iteration 21Q: 3 clusters Score -709364.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -709431.500000 Penalty: 4450.971191 Iteration 22Q: 3 clusters Score -709431.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -709482.562500 Penalty: 4450.971191 Iteration 23Q: 3 clusters Score -709482.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -709534.812500 Penalty: 4450.971191 Iteration 24Q: 3 clusters Score -709534.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6261 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -709587.937500 Penalty: 4450.971191 Iteration 25Q: 3 clusters Score -709587.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -709647.437500 Penalty: 4450.971191 Iteration 26Q: 3 clusters Score -709647.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6478 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -709705.375000 Penalty: 4450.971191 Iteration 27Q: 3 clusters Score -709705.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -709767.000000 Penalty: 4450.971191 Iteration 28Q: 3 clusters Score -709767 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -709837.437500 Penalty: 4450.971191 Iteration 29Q: 3 clusters Score -709837.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -709898.812500 Penalty: 4450.971191 Iteration 30Q: 3 clusters Score -709898.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6909 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -709963.750000 Penalty: 4450.971191 Iteration 31Q: 3 clusters Score -709963.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6987 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -710006.937500 Penalty: 4450.971191 Iteration 32Q: 3 clusters Score -710006.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7046 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -710041.250000 Penalty: 4450.971191 Iteration 33Q: 3 clusters Score -710041.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7097 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -710076.125000 Penalty: 4450.971191 Iteration 34Q: 3 clusters Score -710076.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7139 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -710106.187500 Penalty: 4450.971191 Iteration 35Q: 3 clusters Score -710106.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7178 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -710129.062500 Penalty: 4450.971191 Iteration 36Q: 3 clusters Score -710129.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7210 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -710151.500000 Penalty: 4450.971191 Iteration 37Q: 3 clusters Score -710151.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -710167.375000 Penalty: 4450.971191 Iteration 38Q: 3 clusters Score -710167.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7250 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -710178.125000 Penalty: 4450.971191 Iteration 39Q: 3 clusters Score -710178.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7265 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -710186.250000 Penalty: 4450.971191 Iteration 40F: 3 clusters Score -710186.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7278 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -710194.937500 Penalty: 4450.971191 Iteration 41Q: 3 clusters Score -710194.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7285 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -710200.062500 Penalty: 4450.971191 Iteration 42Q: 3 clusters Score -710200.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7294 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -710205.125000 Penalty: 4450.971191 Iteration 43Q: 3 clusters Score -710205.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7299 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -710205.937500 Penalty: 4450.971191 Iteration 44Q: 3 clusters Score -710205.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7302 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -710209.125000 Penalty: 4450.971191 Iteration 45Q: 3 clusters Score -710209.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -710209.187500 Penalty: 4450.971191 Iteration 46Q: 3 clusters Score -710209.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7304 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -710210.312500 Penalty: 4450.971191 Iteration 47Q: 3 clusters Score -710210.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7304 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -710210.312500 Penalty: 4450.971191 Iteration 48F: 3 clusters Score -710210.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (13297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13297 members Entering Unmasked Estep Score: -1217709.500000 Penalty: 2354.832764 Iteration 0F: 2 clusters Score -1217710 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -1208004.625000 Penalty: 4709.665527 Iteration 0F: 3 clusters Score -1208005 nChanged 5613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6521 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -1211036.250000 Penalty: 4709.665527 Iteration 1F: 3 clusters Score -1211036 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6510 members Mstep: Class 2 contains 6787 members Entering Unmasked Estep Score: -1211511.125000 Penalty: 4709.665527 Iteration 2F: 3 clusters Score -1211511 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -1211993.625000 Penalty: 4709.665527 Iteration 3F: 3 clusters Score -1211994 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 6576 members Entering Unmasked Estep Score: -1212525.500000 Penalty: 4709.665527 Iteration 4F: 3 clusters Score -1212526 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6967 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -1213181.250000 Penalty: 4709.665527 Iteration 5F: 3 clusters Score -1213181 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7332 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -1213927.125000 Penalty: 4709.665527 Iteration 6F: 3 clusters Score -1213927 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7748 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -1214576.750000 Penalty: 4709.665527 Iteration 7F: 3 clusters Score -1214577 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8139 members Mstep: Class 2 contains 5158 members Entering Unmasked Estep Score: -1215056.500000 Penalty: 4709.665527 Iteration 8F: 3 clusters Score -1215056 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8451 members Mstep: Class 2 contains 4846 members Entering Unmasked Estep Score: -1215365.250000 Penalty: 4709.665527 Iteration 9Q: 3 clusters Score -1215365 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8723 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -1215537.750000 Penalty: 4709.665527 Iteration 10Q: 3 clusters Score -1215538 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8953 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -1215647.750000 Penalty: 4709.665527 Iteration 11Q: 3 clusters Score -1215648 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9145 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -1215729.125000 Penalty: 4709.665527 Iteration 12Q: 3 clusters Score -1215729 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9333 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -1215794.750000 Penalty: 4709.665527 Iteration 13Q: 3 clusters Score -1215795 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9491 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -1215854.625000 Penalty: 4709.665527 Iteration 14Q: 3 clusters Score -1215855 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9656 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -1215906.000000 Penalty: 4709.665527 Iteration 15Q: 3 clusters Score -1215906 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9828 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -1215965.250000 Penalty: 4709.665527 Iteration 16Q: 3 clusters Score -1215965 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9985 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -1216027.750000 Penalty: 4709.665527 Iteration 17Q: 3 clusters Score -1216028 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10130 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -1216069.750000 Penalty: 4709.665527 Iteration 18Q: 3 clusters Score -1216070 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10280 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -1216114.375000 Penalty: 4709.665527 Iteration 19Q: 3 clusters Score -1216114 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10414 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -1216163.000000 Penalty: 4709.665527 Iteration 20F: 3 clusters Score -1216163 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10541 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -1216205.875000 Penalty: 4709.665527 Iteration 21Q: 3 clusters Score -1216206 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10667 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -1216246.250000 Penalty: 4709.665527 Iteration 22Q: 3 clusters Score -1216246 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10804 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -1216289.500000 Penalty: 4709.665527 Iteration 23Q: 3 clusters Score -1216290 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10913 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -1216327.250000 Penalty: 4709.665527 Iteration 24Q: 3 clusters Score -1216327 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11021 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -1216364.125000 Penalty: 4709.665527 Iteration 25Q: 3 clusters Score -1216364 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11143 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -1216396.875000 Penalty: 4709.665527 Iteration 26Q: 3 clusters Score -1216397 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11231 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -1216430.250000 Penalty: 4709.665527 Iteration 27Q: 3 clusters Score -1216430 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11323 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -1216461.000000 Penalty: 4709.665527 Iteration 28Q: 3 clusters Score -1216461 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11420 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -1216500.750000 Penalty: 4709.665527 Iteration 29Q: 3 clusters Score -1216501 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11519 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -1216531.625000 Penalty: 4709.665527 Iteration 30Q: 3 clusters Score -1216532 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11606 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -1216559.875000 Penalty: 4709.665527 Iteration 31Q: 3 clusters Score -1216560 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11665 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -1216585.000000 Penalty: 4709.665527 Iteration 32Q: 3 clusters Score -1216585 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11717 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -1216601.625000 Penalty: 4709.665527 Iteration 33Q: 3 clusters Score -1216602 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11764 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -1216614.500000 Penalty: 4709.665527 Iteration 34Q: 3 clusters Score -1216614 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11805 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -1216624.250000 Penalty: 4709.665527 Iteration 35Q: 3 clusters Score -1216624 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11837 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -1216635.125000 Penalty: 4709.665527 Iteration 36Q: 3 clusters Score -1216635 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11864 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -1216641.000000 Penalty: 4709.665527 Iteration 37Q: 3 clusters Score -1216641 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11891 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -1216646.375000 Penalty: 4709.665527 Iteration 38Q: 3 clusters Score -1216646 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11918 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -1216658.125000 Penalty: 4709.665527 Iteration 39Q: 3 clusters Score -1216658 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11949 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -1216675.000000 Penalty: 4709.665527 Iteration 40F: 3 clusters Score -1216675 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11977 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -1216686.250000 Penalty: 4709.665527 Iteration 41Q: 3 clusters Score -1216686 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12003 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1216692.750000 Penalty: 4709.665527 Iteration 42Q: 3 clusters Score -1216693 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12025 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -1216695.875000 Penalty: 4709.665527 Iteration 43Q: 3 clusters Score -1216696 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12043 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -1216699.625000 Penalty: 4709.665527 Iteration 44Q: 3 clusters Score -1216700 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12061 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -1216705.500000 Penalty: 4709.665527 Iteration 45Q: 3 clusters Score -1216706 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12070 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -1216709.250000 Penalty: 4709.665527 Iteration 46Q: 3 clusters Score -1216709 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12073 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -1216710.250000 Penalty: 4709.665527 Iteration 47Q: 3 clusters Score -1216710 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12077 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -1216711.875000 Penalty: 4709.665527 Iteration 48Q: 3 clusters Score -1216712 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12083 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -1216709.875000 Penalty: 4709.665527 Iteration 49Q: 3 clusters Score -1216710 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12088 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -1216711.125000 Penalty: 4709.665527 Iteration 50Q: 3 clusters Score -1216711 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12092 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -1216713.000000 Penalty: 4709.665527 Iteration 51Q: 3 clusters Score -1216713 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12093 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -1216711.750000 Penalty: 4709.665527 Iteration 52Q: 3 clusters Score -1216712 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12095 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -1216712.500000 Penalty: 4709.665527 Iteration 53Q: 3 clusters Score -1216712 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12100 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -1216716.125000 Penalty: 4709.665527 Iteration 54Q: 3 clusters Score -1216716 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12102 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -1216717.625000 Penalty: 4709.665527 Iteration 55Q: 3 clusters Score -1216718 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12102 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -1216717.625000 Penalty: 4709.665527 Iteration 56F: 3 clusters Score -1216718 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Entering Unmasked Estep Score: -218496.875000 Penalty: 1940.759888 Iteration 0F: 2 clusters Score -218496.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -215558.843750 Penalty: 3881.519775 Iteration 0F: 3 clusters Score -215558.8 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -216129.046875 Penalty: 3881.519775 Iteration 1F: 3 clusters Score -216129 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -216305.218750 Penalty: 3881.519775 Iteration 2F: 3 clusters Score -216305.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -216406.265625 Penalty: 3881.519775 Iteration 3Q: 3 clusters Score -216406.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -216487.890625 Penalty: 3881.519775 Iteration 4Q: 3 clusters Score -216487.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -216573.187500 Penalty: 3881.519775 Iteration 5Q: 3 clusters Score -216573.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -216644.718750 Penalty: 3881.519775 Iteration 6Q: 3 clusters Score -216644.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -216702.984375 Penalty: 3881.519775 Iteration 7Q: 3 clusters Score -216703 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -216749.390625 Penalty: 3881.519775 Iteration 8Q: 3 clusters Score -216749.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -216784.015625 Penalty: 3881.519775 Iteration 9Q: 3 clusters Score -216784 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -216817.515625 Penalty: 3881.519775 Iteration 10Q: 3 clusters Score -216817.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -216840.593750 Penalty: 3881.519775 Iteration 11Q: 3 clusters Score -216840.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -216859.828125 Penalty: 3881.519775 Iteration 12Q: 3 clusters Score -216859.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -216868.296875 Penalty: 3881.519775 Iteration 13Q: 3 clusters Score -216868.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -216880.937500 Penalty: 3881.519775 Iteration 14Q: 3 clusters Score -216880.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -216891.500000 Penalty: 3881.519775 Iteration 15Q: 3 clusters Score -216891.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -216899.265625 Penalty: 3881.519775 Iteration 16Q: 3 clusters Score -216899.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -216909.265625 Penalty: 3881.519775 Iteration 17Q: 3 clusters Score -216909.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -216922.203125 Penalty: 3881.519775 Iteration 18Q: 3 clusters Score -216922.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -216935.078125 Penalty: 3881.519775 Iteration 19Q: 3 clusters Score -216935.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -216946.968750 Penalty: 3881.519775 Iteration 20F: 3 clusters Score -216947 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -216955.718750 Penalty: 3881.519775 Iteration 21Q: 3 clusters Score -216955.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -216967.890625 Penalty: 3881.519775 Iteration 22Q: 3 clusters Score -216967.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -216971.953125 Penalty: 3881.519775 Iteration 23Q: 3 clusters Score -216972 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -216975.734375 Penalty: 3881.519775 Iteration 24Q: 3 clusters Score -216975.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -216977.828125 Penalty: 3881.519775 Iteration 25Q: 3 clusters Score -216977.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -216979.828125 Penalty: 3881.519775 Iteration 26Q: 3 clusters Score -216979.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -216980.281250 Penalty: 3881.519775 Iteration 27Q: 3 clusters Score -216980.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -216980.593750 Penalty: 3881.519775 Iteration 28Q: 3 clusters Score -216980.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -216980.593750 Penalty: 3881.519775 Iteration 29F: 3 clusters Score -216980.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1328 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Entering Unmasked Estep Score: -110578.429688 Penalty: 1783.474365 Iteration 0F: 2 clusters Score -110578.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -108451.898438 Penalty: 3566.948730 Iteration 0F: 3 clusters Score -108451.9 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -108911.468750 Penalty: 3566.948730 Iteration 1F: 3 clusters Score -108911.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -109104.226562 Penalty: 3566.948730 Iteration 2F: 3 clusters Score -109104.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -109243.976562 Penalty: 3566.948730 Iteration 3F: 3 clusters Score -109244 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -109353.007812 Penalty: 3566.948730 Iteration 4Q: 3 clusters Score -109353 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -109469.578125 Penalty: 3566.948730 Iteration 5Q: 3 clusters Score -109469.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -109607.734375 Penalty: 3566.948730 Iteration 6Q: 3 clusters Score -109607.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -109734.906250 Penalty: 3566.948730 Iteration 7Q: 3 clusters Score -109734.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -109962.023438 Penalty: 3566.948730 Iteration 8Q: 3 clusters Score -109962 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -110088.078125 Penalty: 3566.948730 Iteration 9Q: 3 clusters Score -110088.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -110151.390625 Penalty: 3566.948730 Iteration 10Q: 3 clusters Score -110151.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -110196.296875 Penalty: 3566.948730 Iteration 11Q: 3 clusters Score -110196.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -110227.820312 Penalty: 3566.948730 Iteration 12Q: 3 clusters Score -110227.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -110252.937500 Penalty: 3566.948730 Iteration 13Q: 3 clusters Score -110252.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -110270.031250 Penalty: 3566.948730 Iteration 14Q: 3 clusters Score -110270 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -110289.968750 Penalty: 3566.948730 Iteration 15Q: 3 clusters Score -110290 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -110300.796875 Penalty: 3566.948730 Iteration 16Q: 3 clusters Score -110300.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -110312.132812 Penalty: 3566.948730 Iteration 17Q: 3 clusters Score -110312.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -110327.382812 Penalty: 3566.948730 Iteration 18Q: 3 clusters Score -110327.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -110347.140625 Penalty: 3566.948730 Iteration 19Q: 3 clusters Score -110347.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -110365.070312 Penalty: 3566.948730 Iteration 20F: 3 clusters Score -110365.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -110377.437500 Penalty: 3566.948730 Iteration 21Q: 3 clusters Score -110377.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -110381.945312 Penalty: 3566.948730 Iteration 22Q: 3 clusters Score -110381.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -110386.812500 Penalty: 3566.948730 Iteration 23Q: 3 clusters Score -110386.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -110389.039062 Penalty: 3566.948730 Iteration 24Q: 3 clusters Score -110389 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -110390.468750 Penalty: 3566.948730 Iteration 25Q: 3 clusters Score -110390.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -110391.953125 Penalty: 3566.948730 Iteration 26Q: 3 clusters Score -110392 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -110394.531250 Penalty: 3566.948730 Iteration 27Q: 3 clusters Score -110394.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -110395.625000 Penalty: 3566.948730 Iteration 28Q: 3 clusters Score -110395.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -110395.625000 Penalty: 3566.948730 Iteration 29F: 3 clusters Score -110395.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (9212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9212 members Entering Unmasked Estep Score: -857937.187500 Penalty: 2263.809082 Iteration 0F: 2 clusters Score -857937.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -850729.937500 Penalty: 4527.618164 Iteration 0F: 3 clusters Score -850729.9 nChanged 3813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -852671.812500 Penalty: 4527.618164 Iteration 1F: 3 clusters Score -852671.8 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -852938.062500 Penalty: 4527.618164 Iteration 2F: 3 clusters Score -852938.1 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -853129.562500 Penalty: 4527.618164 Iteration 3F: 3 clusters Score -853129.6 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -853250.500000 Penalty: 4527.618164 Iteration 4Q: 3 clusters Score -853250.5 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -853339.062500 Penalty: 4527.618164 Iteration 5Q: 3 clusters Score -853339.1 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -853403.250000 Penalty: 4527.618164 Iteration 6Q: 3 clusters Score -853403.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -853457.437500 Penalty: 4527.618164 Iteration 7Q: 3 clusters Score -853457.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -853515.625000 Penalty: 4527.618164 Iteration 8Q: 3 clusters Score -853515.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -853583.812500 Penalty: 4527.618164 Iteration 9Q: 3 clusters Score -853583.8 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 5478 members Entering Unmasked Estep Score: -853655.187500 Penalty: 4527.618164 Iteration 10Q: 3 clusters Score -853655.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -853727.687500 Penalty: 4527.618164 Iteration 11Q: 3 clusters Score -853727.7 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -853815.625000 Penalty: 4527.618164 Iteration 12Q: 3 clusters Score -853815.6 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 6020 members Entering Unmasked Estep Score: -853911.000000 Penalty: 4527.618164 Iteration 13Q: 3 clusters Score -853911 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 6234 members Entering Unmasked Estep Score: -854022.000000 Penalty: 4527.618164 Iteration 14Q: 3 clusters Score -854022 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 6483 members Entering Unmasked Estep Score: -854150.187500 Penalty: 4527.618164 Iteration 15Q: 3 clusters Score -854150.2 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -854280.312500 Penalty: 4527.618164 Iteration 16Q: 3 clusters Score -854280.3 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -854443.250000 Penalty: 4527.618164 Iteration 17Q: 3 clusters Score -854443.2 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -854632.187500 Penalty: 4527.618164 Iteration 18Q: 3 clusters Score -854632.2 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 7587 members Entering Unmasked Estep Score: -854845.187500 Penalty: 4527.618164 Iteration 19Q: 3 clusters Score -854845.2 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 7889 members Entering Unmasked Estep Score: -855072.375000 Penalty: 4527.618164 Iteration 20F: 3 clusters Score -855072.4 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 8142 members Entering Unmasked Estep Score: -855291.687500 Penalty: 4527.618164 Iteration 21Q: 3 clusters Score -855291.7 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 8356 members Entering Unmasked Estep Score: -855488.875000 Penalty: 4527.618164 Iteration 22Q: 3 clusters Score -855488.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 8498 members Entering Unmasked Estep Score: -855626.250000 Penalty: 4527.618164 Iteration 23Q: 3 clusters Score -855626.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 8599 members Entering Unmasked Estep Score: -855737.562500 Penalty: 4527.618164 Iteration 24Q: 3 clusters Score -855737.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 8672 members Entering Unmasked Estep Score: -855817.187500 Penalty: 4527.618164 Iteration 25Q: 3 clusters Score -855817.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 8722 members Entering Unmasked Estep Score: -855870.437500 Penalty: 4527.618164 Iteration 26Q: 3 clusters Score -855870.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 8755 members Entering Unmasked Estep Score: -855911.062500 Penalty: 4527.618164 Iteration 27Q: 3 clusters Score -855911.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 8787 members Entering Unmasked Estep Score: -855945.062500 Penalty: 4527.618164 Iteration 28Q: 3 clusters Score -855945.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 8802 members Entering Unmasked Estep Score: -855966.875000 Penalty: 4527.618164 Iteration 29Q: 3 clusters Score -855966.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 8804 members Entering Unmasked Estep Score: -855977.437500 Penalty: 4527.618164 Iteration 30Q: 3 clusters Score -855977.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 8808 members Entering Unmasked Estep Score: -855982.500000 Penalty: 4527.618164 Iteration 31Q: 3 clusters Score -855982.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 8812 members Entering Unmasked Estep Score: -855985.125000 Penalty: 4527.618164 Iteration 32Q: 3 clusters Score -855985.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 8817 members Entering Unmasked Estep Score: -855989.250000 Penalty: 4527.618164 Iteration 33Q: 3 clusters Score -855989.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 8817 members Entering Unmasked Estep Score: -855993.250000 Penalty: 4527.618164 Iteration 34Q: 3 clusters Score -855993.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 8819 members Entering Unmasked Estep Score: -855996.687500 Penalty: 4527.618164 Iteration 35Q: 3 clusters Score -855996.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 8822 members Entering Unmasked Estep Score: -856000.687500 Penalty: 4527.618164 Iteration 36Q: 3 clusters Score -856000.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 8825 members Entering Unmasked Estep Score: -856002.062500 Penalty: 4527.618164 Iteration 37Q: 3 clusters Score -856002.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 8831 members Entering Unmasked Estep Score: -856005.875000 Penalty: 4527.618164 Iteration 38Q: 3 clusters Score -856005.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 8838 members Entering Unmasked Estep Score: -856015.500000 Penalty: 4527.618164 Iteration 39Q: 3 clusters Score -856015.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 8841 members Entering Unmasked Estep Score: -856019.875000 Penalty: 4527.618164 Iteration 40F: 3 clusters Score -856019.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 8842 members Entering Unmasked Estep Score: -856023.875000 Penalty: 4527.618164 Iteration 41Q: 3 clusters Score -856023.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 8845 members Entering Unmasked Estep Score: -856028.500000 Penalty: 4527.618164 Iteration 42Q: 3 clusters Score -856028.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 8849 members Entering Unmasked Estep Score: -856030.812500 Penalty: 4527.618164 Iteration 43Q: 3 clusters Score -856030.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 8849 members Entering Unmasked Estep Score: -856030.812500 Penalty: 4527.618164 Iteration 44F: 3 clusters Score -856030.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (6990 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Entering Unmasked Estep Score: -653990.062500 Penalty: 2195.354492 Iteration 0F: 2 clusters Score -653990.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -648178.500000 Penalty: 4390.708984 Iteration 0F: 3 clusters Score -648178.5 nChanged 2838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -649705.875000 Penalty: 4390.708984 Iteration 1F: 3 clusters Score -649705.9 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -649915.875000 Penalty: 4390.708984 Iteration 2F: 3 clusters Score -649915.9 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -650047.562500 Penalty: 4390.708984 Iteration 3Q: 3 clusters Score -650047.6 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -650127.125000 Penalty: 4390.708984 Iteration 4Q: 3 clusters Score -650127.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -650185.250000 Penalty: 4390.708984 Iteration 5Q: 3 clusters Score -650185.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -650233.500000 Penalty: 4390.708984 Iteration 6Q: 3 clusters Score -650233.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -650279.375000 Penalty: 4390.708984 Iteration 7Q: 3 clusters Score -650279.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -650323.375000 Penalty: 4390.708984 Iteration 8Q: 3 clusters Score -650323.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -650369.625000 Penalty: 4390.708984 Iteration 9Q: 3 clusters Score -650369.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -650411.125000 Penalty: 4390.708984 Iteration 10Q: 3 clusters Score -650411.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -650448.937500 Penalty: 4390.708984 Iteration 11Q: 3 clusters Score -650448.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -650487.687500 Penalty: 4390.708984 Iteration 12Q: 3 clusters Score -650487.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -650518.875000 Penalty: 4390.708984 Iteration 13Q: 3 clusters Score -650518.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -650550.500000 Penalty: 4390.708984 Iteration 14Q: 3 clusters Score -650550.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -650578.000000 Penalty: 4390.708984 Iteration 15Q: 3 clusters Score -650578 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -650609.812500 Penalty: 4390.708984 Iteration 16Q: 3 clusters Score -650609.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -650642.250000 Penalty: 4390.708984 Iteration 17Q: 3 clusters Score -650642.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -650677.250000 Penalty: 4390.708984 Iteration 18Q: 3 clusters Score -650677.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -650715.000000 Penalty: 4390.708984 Iteration 19Q: 3 clusters Score -650715 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -650750.812500 Penalty: 4390.708984 Iteration 20F: 3 clusters Score -650750.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -650789.437500 Penalty: 4390.708984 Iteration 21Q: 3 clusters Score -650789.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -650828.437500 Penalty: 4390.708984 Iteration 22Q: 3 clusters Score -650828.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -650874.062500 Penalty: 4390.708984 Iteration 23Q: 3 clusters Score -650874.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -650933.625000 Penalty: 4390.708984 Iteration 24Q: 3 clusters Score -650933.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -650999.375000 Penalty: 4390.708984 Iteration 25Q: 3 clusters Score -650999.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -651071.250000 Penalty: 4390.708984 Iteration 26Q: 3 clusters Score -651071.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -651136.375000 Penalty: 4390.708984 Iteration 27Q: 3 clusters Score -651136.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -651207.000000 Penalty: 4390.708984 Iteration 28Q: 3 clusters Score -651207 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -651284.312500 Penalty: 4390.708984 Iteration 29Q: 3 clusters Score -651284.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -651373.500000 Penalty: 4390.708984 Iteration 30Q: 3 clusters Score -651373.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5895 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -651456.937500 Penalty: 4390.708984 Iteration 31Q: 3 clusters Score -651456.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6000 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -651529.937500 Penalty: 4390.708984 Iteration 32Q: 3 clusters Score -651529.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -651610.750000 Penalty: 4390.708984 Iteration 33Q: 3 clusters Score -651610.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -651675.375000 Penalty: 4390.708984 Iteration 34Q: 3 clusters Score -651675.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -651727.062500 Penalty: 4390.708984 Iteration 35Q: 3 clusters Score -651727.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -651780.750000 Penalty: 4390.708984 Iteration 36Q: 3 clusters Score -651780.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6366 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -651828.437500 Penalty: 4390.708984 Iteration 37Q: 3 clusters Score -651828.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6403 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -651859.500000 Penalty: 4390.708984 Iteration 38Q: 3 clusters Score -651859.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -651889.062500 Penalty: 4390.708984 Iteration 39Q: 3 clusters Score -651889.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6455 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -651915.562500 Penalty: 4390.708984 Iteration 40F: 3 clusters Score -651915.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -651937.000000 Penalty: 4390.708984 Iteration 41Q: 3 clusters Score -651937 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -651952.375000 Penalty: 4390.708984 Iteration 42Q: 3 clusters Score -651952.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6499 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -651963.125000 Penalty: 4390.708984 Iteration 43Q: 3 clusters Score -651963.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -651973.687500 Penalty: 4390.708984 Iteration 44Q: 3 clusters Score -651973.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6521 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -651982.562500 Penalty: 4390.708984 Iteration 45Q: 3 clusters Score -651982.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -651989.250000 Penalty: 4390.708984 Iteration 46Q: 3 clusters Score -651989.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6536 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -651998.875000 Penalty: 4390.708984 Iteration 47Q: 3 clusters Score -651998.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -652008.687500 Penalty: 4390.708984 Iteration 48Q: 3 clusters Score -652008.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -652014.312500 Penalty: 4390.708984 Iteration 49Q: 3 clusters Score -652014.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -652019.687500 Penalty: 4390.708984 Iteration 50Q: 3 clusters Score -652019.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -652021.125000 Penalty: 4390.708984 Iteration 51Q: 3 clusters Score -652021.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -652022.687500 Penalty: 4390.708984 Iteration 52Q: 3 clusters Score -652022.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6566 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -652027.250000 Penalty: 4390.708984 Iteration 53Q: 3 clusters Score -652027.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -652030.437500 Penalty: 4390.708984 Iteration 54Q: 3 clusters Score -652030.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -652031.562500 Penalty: 4390.708984 Iteration 55Q: 3 clusters Score -652031.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6575 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -652034.187500 Penalty: 4390.708984 Iteration 56Q: 3 clusters Score -652034.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -652035.000000 Penalty: 4390.708984 Iteration 57Q: 3 clusters Score -652035 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -652039.625000 Penalty: 4390.708984 Iteration 58Q: 3 clusters Score -652039.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -652044.187500 Penalty: 4390.708984 Iteration 59Q: 3 clusters Score -652044.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -652053.062500 Penalty: 4390.708984 Iteration 60F: 3 clusters Score -652053.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -652059.625000 Penalty: 4390.708984 Iteration 61Q: 3 clusters Score -652059.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6597 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -652064.687500 Penalty: 4390.708984 Iteration 62Q: 3 clusters Score -652064.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6598 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -652066.000000 Penalty: 4390.708984 Iteration 63Q: 3 clusters Score -652066 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6601 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -652067.937500 Penalty: 4390.708984 Iteration 64Q: 3 clusters Score -652067.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -652071.062500 Penalty: 4390.708984 Iteration 65Q: 3 clusters Score -652071.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6608 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -652074.937500 Penalty: 4390.708984 Iteration 66Q: 3 clusters Score -652074.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -652076.250000 Penalty: 4390.708984 Iteration 67Q: 3 clusters Score -652076.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -652076.250000 Penalty: 4390.708984 Iteration 68F: 3 clusters Score -652076.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Entering Unmasked Estep Score: -104399.250000 Penalty: 1771.812988 Iteration 0F: 2 clusters Score -104399.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -102315.718750 Penalty: 3543.625977 Iteration 0F: 3 clusters Score -102315.7 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -102790.992188 Penalty: 3543.625977 Iteration 1F: 3 clusters Score -102791 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -102992.312500 Penalty: 3543.625977 Iteration 2F: 3 clusters Score -102992.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -103080.843750 Penalty: 3543.625977 Iteration 3F: 3 clusters Score -103080.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -103125.445312 Penalty: 3543.625977 Iteration 4Q: 3 clusters Score -103125.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -103150.906250 Penalty: 3543.625977 Iteration 5Q: 3 clusters Score -103150.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -103165.546875 Penalty: 3543.625977 Iteration 6Q: 3 clusters Score -103165.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -103177.148438 Penalty: 3543.625977 Iteration 7Q: 3 clusters Score -103177.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -103185.007812 Penalty: 3543.625977 Iteration 8Q: 3 clusters Score -103185 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -103191.445312 Penalty: 3543.625977 Iteration 9Q: 3 clusters Score -103191.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -103194.929688 Penalty: 3543.625977 Iteration 10Q: 3 clusters Score -103194.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -103199.851562 Penalty: 3543.625977 Iteration 11Q: 3 clusters Score -103199.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -103205.335938 Penalty: 3543.625977 Iteration 12Q: 3 clusters Score -103205.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -103209.867188 Penalty: 3543.625977 Iteration 13Q: 3 clusters Score -103209.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -103212.085938 Penalty: 3543.625977 Iteration 14Q: 3 clusters Score -103212.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -103215.328125 Penalty: 3543.625977 Iteration 15Q: 3 clusters Score -103215.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -103217.835938 Penalty: 3543.625977 Iteration 16Q: 3 clusters Score -103217.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -103220.882812 Penalty: 3543.625977 Iteration 17Q: 3 clusters Score -103220.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -103222.445312 Penalty: 3543.625977 Iteration 18Q: 3 clusters Score -103222.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -103223.859375 Penalty: 3543.625977 Iteration 19Q: 3 clusters Score -103223.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -103226.289062 Penalty: 3543.625977 Iteration 20F: 3 clusters Score -103226.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -103227.554688 Penalty: 3543.625977 Iteration 21Q: 3 clusters Score -103227.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -103228.023438 Penalty: 3543.625977 Iteration 22Q: 3 clusters Score -103228 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -103228.023438 Penalty: 3543.625977 Iteration 23F: 3 clusters Score -103228 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (269526 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269526 members Entering Unmasked Estep Score: -24440864.000000 Penalty: 3101.096191 Iteration 0F: 2 clusters Score -2.444086e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134602 members Mstep: Class 2 contains 134924 members Entering Unmasked Estep Score: -24260238.000000 Penalty: 6202.192383 Iteration 0F: 3 clusters Score -2.426024e+07 nChanged 130169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133051 members Mstep: Class 2 contains 136475 members Entering Unmasked Estep Score: -24336980.000000 Penalty: 6202.192383 Iteration 1F: 3 clusters Score -2.433698e+07 nChanged 6998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132427 members Mstep: Class 2 contains 137099 members Entering Unmasked Estep Score: -24338580.000000 Penalty: 6202.192383 Iteration 2Q: 3 clusters Score -2.433858e+07 nChanged 7753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131434 members Mstep: Class 2 contains 138092 members Entering Unmasked Estep Score: -24340780.000000 Penalty: 6202.192383 Iteration 3Q: 3 clusters Score -2.434078e+07 nChanged 8867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129971 members Mstep: Class 2 contains 139555 members Entering Unmasked Estep Score: -24343514.000000 Penalty: 6202.192383 Iteration 4Q: 3 clusters Score -2.434351e+07 nChanged 10375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127670 members Mstep: Class 2 contains 141856 members Entering Unmasked Estep Score: -24347026.000000 Penalty: 6202.192383 Iteration 5Q: 3 clusters Score -2.434703e+07 nChanged 11864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124322 members Mstep: Class 2 contains 145204 members Entering Unmasked Estep Score: -24352548.000000 Penalty: 6202.192383 Iteration 6Q: 3 clusters Score -2.435255e+07 nChanged 13499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119733 members Mstep: Class 2 contains 149793 members Entering Unmasked Estep Score: -24359908.000000 Penalty: 6202.192383 Iteration 7F: 3 clusters Score -2.435991e+07 nChanged 15038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114131 members Mstep: Class 2 contains 155395 members Entering Unmasked Estep Score: -24369250.000000 Penalty: 6202.192383 Iteration 8F: 3 clusters Score -2.436925e+07 nChanged 15928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108467 members Mstep: Class 2 contains 161059 members Entering Unmasked Estep Score: -24379642.000000 Penalty: 6202.192383 Iteration 9F: 3 clusters Score -2.437964e+07 nChanged 14649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103808 members Mstep: Class 2 contains 165718 members Entering Unmasked Estep Score: -24387720.000000 Penalty: 6202.192383 Iteration 10F: 3 clusters Score -2.438772e+07 nChanged 11338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100202 members Mstep: Class 2 contains 169324 members Entering Unmasked Estep Score: -24392198.000000 Penalty: 6202.192383 Iteration 11Q: 3 clusters Score -2.43922e+07 nChanged 7604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96894 members Mstep: Class 2 contains 172632 members Entering Unmasked Estep Score: -24394428.000000 Penalty: 6202.192383 Iteration 12Q: 3 clusters Score -2.439443e+07 nChanged 4851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93609 members Mstep: Class 2 contains 175917 members Entering Unmasked Estep Score: -24395512.000000 Penalty: 6202.192383 Iteration 13Q: 3 clusters Score -2.439551e+07 nChanged 3844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90189 members Mstep: Class 2 contains 179337 members Entering Unmasked Estep Score: -24396312.000000 Penalty: 6202.192383 Iteration 14Q: 3 clusters Score -2.439631e+07 nChanged 3752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86549 members Mstep: Class 2 contains 182977 members Entering Unmasked Estep Score: -24397376.000000 Penalty: 6202.192383 Iteration 15Q: 3 clusters Score -2.439738e+07 nChanged 4011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82628 members Mstep: Class 2 contains 186898 members Entering Unmasked Estep Score: -24398386.000000 Penalty: 6202.192383 Iteration 16Q: 3 clusters Score -2.439839e+07 nChanged 4268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78418 members Mstep: Class 2 contains 191108 members Entering Unmasked Estep Score: -24399706.000000 Penalty: 6202.192383 Iteration 17Q: 3 clusters Score -2.439971e+07 nChanged 4599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73881 members Mstep: Class 2 contains 195645 members Entering Unmasked Estep Score: -24401236.000000 Penalty: 6202.192383 Iteration 18Q: 3 clusters Score -2.440124e+07 nChanged 4917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69014 members Mstep: Class 2 contains 200512 members Entering Unmasked Estep Score: -24402972.000000 Penalty: 6202.192383 Iteration 19Q: 3 clusters Score -2.440297e+07 nChanged 5166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63898 members Mstep: Class 2 contains 205628 members Entering Unmasked Estep Score: -24404922.000000 Penalty: 6202.192383 Iteration 20F: 3 clusters Score -2.440492e+07 nChanged 5412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58526 members Mstep: Class 2 contains 211000 members Entering Unmasked Estep Score: -24407250.000000 Penalty: 6202.192383 Iteration 21Q: 3 clusters Score -2.440725e+07 nChanged 5583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53009 members Mstep: Class 2 contains 216517 members Entering Unmasked Estep Score: -24409792.000000 Penalty: 6202.192383 Iteration 22Q: 3 clusters Score -2.440979e+07 nChanged 5596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47475 members Mstep: Class 2 contains 222051 members Entering Unmasked Estep Score: -24412564.000000 Penalty: 6202.192383 Iteration 23Q: 3 clusters Score -2.441256e+07 nChanged 5644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41907 members Mstep: Class 2 contains 227619 members Entering Unmasked Estep Score: -24415390.000000 Penalty: 6202.192383 Iteration 24Q: 3 clusters Score -2.441539e+07 nChanged 5516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36455 members Mstep: Class 2 contains 233071 members Entering Unmasked Estep Score: -24418610.000000 Penalty: 6202.192383 Iteration 25Q: 3 clusters Score -2.441861e+07 nChanged 5392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31153 members Mstep: Class 2 contains 238373 members Entering Unmasked Estep Score: -24422238.000000 Penalty: 6202.192383 Iteration 26Q: 3 clusters Score -2.442224e+07 nChanged 5028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26237 members Mstep: Class 2 contains 243289 members Entering Unmasked Estep Score: -24425646.000000 Penalty: 6202.192383 Iteration 27Q: 3 clusters Score -2.442565e+07 nChanged 4620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21739 members Mstep: Class 2 contains 247787 members Entering Unmasked Estep Score: -24429168.000000 Penalty: 6202.192383 Iteration 28Q: 3 clusters Score -2.442917e+07 nChanged 3930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17961 members Mstep: Class 2 contains 251565 members Entering Unmasked Estep Score: -24432092.000000 Penalty: 6202.192383 Iteration 29Q: 3 clusters Score -2.443209e+07 nChanged 3187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14960 members Mstep: Class 2 contains 254566 members Entering Unmasked Estep Score: -24434438.000000 Penalty: 6202.192383 Iteration 30Q: 3 clusters Score -2.443444e+07 nChanged 2495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12665 members Mstep: Class 2 contains 256861 members Entering Unmasked Estep Score: -24436004.000000 Penalty: 6202.192383 Iteration 31Q: 3 clusters Score -2.4436e+07 nChanged 1942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10891 members Mstep: Class 2 contains 258635 members Entering Unmasked Estep Score: -24437010.000000 Penalty: 6202.192383 Iteration 32Q: 3 clusters Score -2.443701e+07 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9515 members Mstep: Class 2 contains 260011 members Entering Unmasked Estep Score: -24437750.000000 Penalty: 6202.192383 Iteration 33Q: 3 clusters Score -2.443775e+07 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8479 members Mstep: Class 2 contains 261047 members Entering Unmasked Estep Score: -24438282.000000 Penalty: 6202.192383 Iteration 34Q: 3 clusters Score -2.443828e+07 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7714 members Mstep: Class 2 contains 261812 members Entering Unmasked Estep Score: -24438498.000000 Penalty: 6202.192383 Iteration 35Q: 3 clusters Score -2.44385e+07 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7097 members Mstep: Class 2 contains 262429 members Entering Unmasked Estep Score: -24438680.000000 Penalty: 6202.192383 Iteration 36Q: 3 clusters Score -2.443868e+07 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6614 members Mstep: Class 2 contains 262912 members Entering Unmasked Estep Score: -24438804.000000 Penalty: 6202.192383 Iteration 37Q: 3 clusters Score -2.44388e+07 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6228 members Mstep: Class 2 contains 263298 members Entering Unmasked Estep Score: -24438878.000000 Penalty: 6202.192383 Iteration 38Q: 3 clusters Score -2.443888e+07 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5919 members Mstep: Class 2 contains 263607 members Entering Unmasked Estep Score: -24438964.000000 Penalty: 6202.192383 Iteration 39Q: 3 clusters Score -2.443896e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5687 members Mstep: Class 2 contains 263839 members Entering Unmasked Estep Score: -24439058.000000 Penalty: 6202.192383 Iteration 40F: 3 clusters Score -2.443906e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 264025 members Entering Unmasked Estep Score: -24439144.000000 Penalty: 6202.192383 Iteration 41Q: 3 clusters Score -2.443914e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 264181 members Entering Unmasked Estep Score: -24439146.000000 Penalty: 6202.192383 Iteration 42Q: 3 clusters Score -2.443915e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 264300 members Entering Unmasked Estep Score: -24439188.000000 Penalty: 6202.192383 Iteration 43Q: 3 clusters Score -2.443919e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 264408 members Entering Unmasked Estep Score: -24439192.000000 Penalty: 6202.192383 Iteration 44Q: 3 clusters Score -2.443919e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 264504 members Entering Unmasked Estep Score: -24439214.000000 Penalty: 6202.192383 Iteration 45Q: 3 clusters Score -2.443921e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 264596 members Entering Unmasked Estep Score: -24439210.000000 Penalty: 6202.192383 Iteration 46Q: 3 clusters Score -2.443921e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 264671 members Entering Unmasked Estep Score: -24439238.000000 Penalty: 6202.192383 Iteration 47Q: 3 clusters Score -2.443924e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 264736 members Entering Unmasked Estep Score: -24439278.000000 Penalty: 6202.192383 Iteration 48Q: 3 clusters Score -2.443928e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 264804 members Entering Unmasked Estep Score: -24439252.000000 Penalty: 6202.192383 Iteration 49Q: 3 clusters Score -2.443925e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 264854 members Entering Unmasked Estep Score: -24439256.000000 Penalty: 6202.192383 Iteration 50Q: 3 clusters Score -2.443926e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 264894 members Entering Unmasked Estep Score: -24439226.000000 Penalty: 6202.192383 Iteration 51Q: 3 clusters Score -2.443923e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 264937 members Entering Unmasked Estep Score: -24439258.000000 Penalty: 6202.192383 Iteration 52Q: 3 clusters Score -2.443926e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 264982 members Entering Unmasked Estep Score: -24439278.000000 Penalty: 6202.192383 Iteration 53Q: 3 clusters Score -2.443928e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 265018 members Entering Unmasked Estep Score: -24439252.000000 Penalty: 6202.192383 Iteration 54Q: 3 clusters Score -2.443925e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 265054 members Entering Unmasked Estep Score: -24439268.000000 Penalty: 6202.192383 Iteration 55Q: 3 clusters Score -2.443927e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 265108 members Entering Unmasked Estep Score: -24439282.000000 Penalty: 6202.192383 Iteration 56Q: 3 clusters Score -2.443928e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 265148 members Entering Unmasked Estep Score: -24439308.000000 Penalty: 6202.192383 Iteration 57Q: 3 clusters Score -2.443931e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 265180 members Entering Unmasked Estep Score: -24439324.000000 Penalty: 6202.192383 Iteration 58Q: 3 clusters Score -2.443932e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 265208 members Entering Unmasked Estep Score: -24439332.000000 Penalty: 6202.192383 Iteration 59Q: 3 clusters Score -2.443933e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 265229 members Entering Unmasked Estep Score: -24439366.000000 Penalty: 6202.192383 Iteration 60F: 3 clusters Score -2.443937e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 265242 members Entering Unmasked Estep Score: -24439344.000000 Penalty: 6202.192383 Iteration 61Q: 3 clusters Score -2.443934e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 265255 members Entering Unmasked Estep Score: -24439366.000000 Penalty: 6202.192383 Iteration 62Q: 3 clusters Score -2.443937e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 265282 members Entering Unmasked Estep Score: -24439368.000000 Penalty: 6202.192383 Iteration 63Q: 3 clusters Score -2.443937e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 265293 members Entering Unmasked Estep Score: -24439408.000000 Penalty: 6202.192383 Iteration 64Q: 3 clusters Score -2.443941e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 265303 members Entering Unmasked Estep Score: -24439394.000000 Penalty: 6202.192383 Iteration 65Q: 3 clusters Score -2.443939e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 265311 members Entering Unmasked Estep Score: -24439398.000000 Penalty: 6202.192383 Iteration 66Q: 3 clusters Score -2.44394e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 265318 members Entering Unmasked Estep Score: -24439404.000000 Penalty: 6202.192383 Iteration 67Q: 3 clusters Score -2.44394e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 265325 members Entering Unmasked Estep Score: -24439412.000000 Penalty: 6202.192383 Iteration 68Q: 3 clusters Score -2.443941e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 265334 members Entering Unmasked Estep Score: -24439396.000000 Penalty: 6202.192383 Iteration 69Q: 3 clusters Score -2.44394e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 265344 members Entering Unmasked Estep Score: -24439394.000000 Penalty: 6202.192383 Iteration 70Q: 3 clusters Score -2.443939e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 265352 members Entering Unmasked Estep Score: -24439392.000000 Penalty: 6202.192383 Iteration 71Q: 3 clusters Score -2.443939e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 265364 members Entering Unmasked Estep Score: -24439414.000000 Penalty: 6202.192383 Iteration 72Q: 3 clusters Score -2.443941e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 265371 members Entering Unmasked Estep Score: -24439402.000000 Penalty: 6202.192383 Iteration 73Q: 3 clusters Score -2.44394e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 265379 members Entering Unmasked Estep Score: -24439420.000000 Penalty: 6202.192383 Iteration 74Q: 3 clusters Score -2.443942e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 265383 members Entering Unmasked Estep Score: -24439414.000000 Penalty: 6202.192383 Iteration 75Q: 3 clusters Score -2.443941e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 265382 members Entering Unmasked Estep Score: -24439418.000000 Penalty: 6202.192383 Iteration 76Q: 3 clusters Score -2.443942e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 265381 members Entering Unmasked Estep Score: -24439406.000000 Penalty: 6202.192383 Iteration 77Q: 3 clusters Score -2.443941e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 265383 members Entering Unmasked Estep Score: -24439408.000000 Penalty: 6202.192383 Iteration 78Q: 3 clusters Score -2.443941e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 265387 members Entering Unmasked Estep Score: -24439398.000000 Penalty: 6202.192383 Iteration 79Q: 3 clusters Score -2.44394e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 265389 members Entering Unmasked Estep Score: -24439410.000000 Penalty: 6202.192383 Iteration 80F: 3 clusters Score -2.443941e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7593 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7593 members Entering Unmasked Estep Score: -688015.937500 Penalty: 2215.875488 Iteration 0F: 2 clusters Score -688015.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -681849.937500 Penalty: 4431.750977 Iteration 0F: 3 clusters Score -681849.9 nChanged 3027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -683607.812500 Penalty: 4431.750977 Iteration 1F: 3 clusters Score -683607.8 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -684054.375000 Penalty: 4431.750977 Iteration 2F: 3 clusters Score -684054.4 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -684527.437500 Penalty: 4431.750977 Iteration 3F: 3 clusters Score -684527.4 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -685013.937500 Penalty: 4431.750977 Iteration 4F: 3 clusters Score -685013.9 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -685426.875000 Penalty: 4431.750977 Iteration 5F: 3 clusters Score -685426.9 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -685743.562500 Penalty: 4431.750977 Iteration 6F: 3 clusters Score -685743.6 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -685976.125000 Penalty: 4431.750977 Iteration 7Q: 3 clusters Score -685976.1 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -686138.375000 Penalty: 4431.750977 Iteration 8Q: 3 clusters Score -686138.4 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5583 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -686268.750000 Penalty: 4431.750977 Iteration 9Q: 3 clusters Score -686268.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5712 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -686371.437500 Penalty: 4431.750977 Iteration 10Q: 3 clusters Score -686371.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -686442.500000 Penalty: 4431.750977 Iteration 11Q: 3 clusters Score -686442.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5886 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -686503.125000 Penalty: 4431.750977 Iteration 12Q: 3 clusters Score -686503.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -686547.562500 Penalty: 4431.750977 Iteration 13Q: 3 clusters Score -686547.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6019 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -686582.500000 Penalty: 4431.750977 Iteration 14Q: 3 clusters Score -686582.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -686611.937500 Penalty: 4431.750977 Iteration 15Q: 3 clusters Score -686611.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6113 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -686637.437500 Penalty: 4431.750977 Iteration 16Q: 3 clusters Score -686637.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -686660.062500 Penalty: 4431.750977 Iteration 17Q: 3 clusters Score -686660.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -686683.187500 Penalty: 4431.750977 Iteration 18Q: 3 clusters Score -686683.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -686697.812500 Penalty: 4431.750977 Iteration 19Q: 3 clusters Score -686697.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6244 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -686715.875000 Penalty: 4431.750977 Iteration 20F: 3 clusters Score -686715.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6272 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -686739.875000 Penalty: 4431.750977 Iteration 21Q: 3 clusters Score -686739.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6301 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -686755.312500 Penalty: 4431.750977 Iteration 22Q: 3 clusters Score -686755.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -686773.062500 Penalty: 4431.750977 Iteration 23Q: 3 clusters Score -686773.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6351 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -686781.437500 Penalty: 4431.750977 Iteration 24Q: 3 clusters Score -686781.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6366 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -686789.250000 Penalty: 4431.750977 Iteration 25Q: 3 clusters Score -686789.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -686792.500000 Penalty: 4431.750977 Iteration 26Q: 3 clusters Score -686792.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6390 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -686796.062500 Penalty: 4431.750977 Iteration 27Q: 3 clusters Score -686796.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6401 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -686799.250000 Penalty: 4431.750977 Iteration 28Q: 3 clusters Score -686799.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -686805.812500 Penalty: 4431.750977 Iteration 29Q: 3 clusters Score -686805.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -686807.437500 Penalty: 4431.750977 Iteration 30Q: 3 clusters Score -686807.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -686811.000000 Penalty: 4431.750977 Iteration 31Q: 3 clusters Score -686811 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -686813.750000 Penalty: 4431.750977 Iteration 32Q: 3 clusters Score -686813.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -686815.125000 Penalty: 4431.750977 Iteration 33Q: 3 clusters Score -686815.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6448 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -686818.250000 Penalty: 4431.750977 Iteration 34Q: 3 clusters Score -686818.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6455 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -686821.625000 Penalty: 4431.750977 Iteration 35Q: 3 clusters Score -686821.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6457 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -686821.437500 Penalty: 4431.750977 Iteration 36Q: 3 clusters Score -686821.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6457 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -686821.437500 Penalty: 4431.750977 Iteration 37F: 3 clusters Score -686821.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Entering Unmasked Estep Score: -200169.515625 Penalty: 1913.461182 Iteration 0F: 2 clusters Score -200169.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -197414.781250 Penalty: 3826.922363 Iteration 0F: 3 clusters Score -197414.8 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -197944.953125 Penalty: 3826.922363 Iteration 1F: 3 clusters Score -197945 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -198086.890625 Penalty: 3826.922363 Iteration 2F: 3 clusters Score -198086.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -198177.546875 Penalty: 3826.922363 Iteration 3Q: 3 clusters Score -198177.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -198289.750000 Penalty: 3826.922363 Iteration 4Q: 3 clusters Score -198289.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -198371.703125 Penalty: 3826.922363 Iteration 5Q: 3 clusters Score -198371.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -198457.562500 Penalty: 3826.922363 Iteration 6Q: 3 clusters Score -198457.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -198551.312500 Penalty: 3826.922363 Iteration 7Q: 3 clusters Score -198551.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -198631.140625 Penalty: 3826.922363 Iteration 8Q: 3 clusters Score -198631.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -198712.437500 Penalty: 3826.922363 Iteration 9Q: 3 clusters Score -198712.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -198789.906250 Penalty: 3826.922363 Iteration 10Q: 3 clusters Score -198789.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -198874.656250 Penalty: 3826.922363 Iteration 11Q: 3 clusters Score -198874.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -198959.734375 Penalty: 3826.922363 Iteration 12Q: 3 clusters Score -198959.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -199071.781250 Penalty: 3826.922363 Iteration 13Q: 3 clusters Score -199071.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -199194.375000 Penalty: 3826.922363 Iteration 14Q: 3 clusters Score -199194.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -199343.109375 Penalty: 3826.922363 Iteration 15Q: 3 clusters Score -199343.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -199422.796875 Penalty: 3826.922363 Iteration 16Q: 3 clusters Score -199422.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -199458.859375 Penalty: 3826.922363 Iteration 17Q: 3 clusters Score -199458.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -199472.359375 Penalty: 3826.922363 Iteration 18Q: 3 clusters Score -199472.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -199480.656250 Penalty: 3826.922363 Iteration 19Q: 3 clusters Score -199480.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -199490.328125 Penalty: 3826.922363 Iteration 20F: 3 clusters Score -199490.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -199499.109375 Penalty: 3826.922363 Iteration 21Q: 3 clusters Score -199499.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -199502.937500 Penalty: 3826.922363 Iteration 22Q: 3 clusters Score -199502.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -199503.218750 Penalty: 3826.922363 Iteration 23Q: 3 clusters Score -199503.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -199503.218750 Penalty: 3826.922363 Iteration 24F: 3 clusters Score -199503.2 nChanged 0 --- Evaluating fit on full set of 2324722 points --- Entering Unmasked Estep Score: -207475536.000000 Penalty: 65438.273438 20->19 Clusters: Score -207475536.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 774907 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39004 members Mstep: Class 2 contains 38397 members Mstep: Class 3 contains 38985 members Mstep: Class 4 contains 38857 members Mstep: Class 5 contains 38956 members Mstep: Class 6 contains 38736 members Mstep: Class 7 contains 38626 members Mstep: Class 8 contains 38528 members Mstep: Class 9 contains 38453 members Mstep: Class 10 contains 39057 members Mstep: Class 11 contains 38757 members Mstep: Class 12 contains 38710 members Mstep: Class 13 contains 38721 members Mstep: Class 14 contains 38755 members Mstep: Class 15 contains 38369 members Mstep: Class 16 contains 38917 members Mstep: Class 17 contains 38643 members Mstep: Class 18 contains 39150 members Mstep: Class 19 contains 38597 members Mstep: Class 20 contains 38689 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 491.685974 but Gain 3363.003906 Score: -65619852.000000 Penalty: 63897.066406 Iteration 0F: 20 clusters Score -6.561985e+07 nChanged 732671 Entering Unmasked Mstep Mstep: Class 0 contains 2162 members Mstep: Class 1 contains 59986 members Mstep: Class 2 contains 20096 members Mstep: Class 3 contains 84591 members Mstep: Class 4 contains 48414 members Mstep: Class 5 contains 37207 members Mstep: Class 6 contains 15629 members Mstep: Class 7 contains 25704 members Mstep: Class 8 contains 17626 members Mstep: Class 9 contains 18138 members Mstep: Class 10 contains 26223 members Mstep: Class 11 contains 50854 members Mstep: Class 12 contains 38750 members Mstep: Class 14 contains 51705 members Mstep: Class 15 contains 63355 members Mstep: Class 16 contains 40670 members Mstep: Class 17 contains 81424 members Mstep: Class 18 contains 50351 members Mstep: Class 19 contains 21466 members Mstep: Class 20 contains 20556 members Entering Unmasked Estep ConsiderDeletion Score: -67410496.000000 Penalty: 63897.066406 Iteration 1F: 20 clusters Score -6.74105e+07 nChanged 272961 Entering Unmasked Mstep Mstep: Class 0 contains 2149 members Mstep: Class 1 contains 46429 members Mstep: Class 2 contains 20138 members Mstep: Class 3 contains 113534 members Mstep: Class 4 contains 34384 members Mstep: Class 5 contains 24569 members Mstep: Class 6 contains 14143 members Mstep: Class 7 contains 23924 members Mstep: Class 8 contains 13211 members Mstep: Class 9 contains 12099 members Mstep: Class 10 contains 24003 members Mstep: Class 11 contains 49403 members Mstep: Class 12 contains 33537 members Mstep: Class 14 contains 50132 members Mstep: Class 15 contains 65312 members Mstep: Class 16 contains 42841 members Mstep: Class 17 contains 99119 members Mstep: Class 18 contains 76424 members Mstep: Class 19 contains 14944 members Mstep: Class 20 contains 14612 members Entering Unmasked Estep ConsiderDeletion Score: -67847552.000000 Penalty: 63897.066406 Iteration 2F: 20 clusters Score -6.784755e+07 nChanged 200107 Entering Unmasked Mstep Mstep: Class 0 contains 2023 members Mstep: Class 1 contains 44672 members Mstep: Class 2 contains 15739 members Mstep: Class 3 contains 134667 members Mstep: Class 4 contains 19310 members Mstep: Class 5 contains 15170 members Mstep: Class 6 contains 10108 members Mstep: Class 7 contains 31143 members Mstep: Class 8 contains 9736 members Mstep: Class 9 contains 9378 members Mstep: Class 10 contains 19908 members Mstep: Class 11 contains 43790 members Mstep: Class 12 contains 26018 members Mstep: Class 14 contains 45283 members Mstep: Class 15 contains 62981 members Mstep: Class 16 contains 43800 members Mstep: Class 17 contains 111493 members Mstep: Class 18 contains 109551 members Mstep: Class 19 contains 10841 members Mstep: Class 20 contains 9296 members Entering Unmasked Estep ConsiderDeletion Score: -68104320.000000 Penalty: 63897.066406 Iteration 3F: 20 clusters Score -6.810432e+07 nChanged 147049 Entering Unmasked Mstep Mstep: Class 0 contains 1099 members Mstep: Class 1 contains 52476 members Mstep: Class 2 contains 10444 members Mstep: Class 3 contains 150590 members Mstep: Class 4 contains 10286 members Mstep: Class 5 contains 10364 members Mstep: Class 6 contains 6389 members Mstep: Class 7 contains 38452 members Mstep: Class 8 contains 7705 members Mstep: Class 9 contains 8332 members Mstep: Class 10 contains 14713 members Mstep: Class 11 contains 38262 members Mstep: Class 12 contains 18319 members Mstep: Class 14 contains 37729 members Mstep: Class 15 contains 57830 members Mstep: Class 16 contains 43288 members Mstep: Class 17 contains 122486 members Mstep: Class 18 contains 132153 members Mstep: Class 19 contains 8531 members Mstep: Class 20 contains 5459 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 3244.582031 but Gain 3363.003906 Score: -68321808.000000 Penalty: 60534.062500 Iteration 4F: 19 clusters Score -6.832181e+07 nChanged 116018 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 60532 members Mstep: Class 2 contains 5067 members Mstep: Class 3 contains 166141 members Mstep: Class 4 contains 5190 members Mstep: Class 5 contains 8709 members Mstep: Class 6 contains 3980 members Mstep: Class 7 contains 43409 members Mstep: Class 8 contains 6961 members Mstep: Class 9 contains 8199 members Mstep: Class 10 contains 10220 members Mstep: Class 11 contains 34231 members Mstep: Class 12 contains 11970 members Mstep: Class 14 contains 29684 members Mstep: Class 15 contains 51477 members Mstep: Class 16 contains 43433 members Mstep: Class 17 contains 132345 members Mstep: Class 18 contains 145982 members Mstep: Class 19 contains 7197 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 2820.589844 but Gain 3363.000000 Score: -68455144.000000 Penalty: 57171.062500 Iteration 5F: 18 clusters Score -6.845514e+07 nChanged 88631 Entering Unmasked Mstep Mstep: Class 0 contains 142 members Mstep: Class 1 contains 65827 members Mstep: Class 2 contains 2911 members Mstep: Class 3 contains 180347 members Mstep: Class 4 contains 2222 members Mstep: Class 5 contains 8182 members Mstep: Class 7 contains 45483 members Mstep: Class 8 contains 6619 members Mstep: Class 9 contains 8341 members Mstep: Class 10 contains 6865 members Mstep: Class 11 contains 30844 members Mstep: Class 12 contains 7390 members Mstep: Class 14 contains 22404 members Mstep: Class 15 contains 44027 members Mstep: Class 16 contains 44513 members Mstep: Class 17 contains 140396 members Mstep: Class 18 contains 152128 members Mstep: Class 19 contains 6266 members Entering Unmasked Estep ConsiderDeletion Score: -68526440.000000 Penalty: 57171.062500 Iteration 6F: 18 clusters Score -6.852644e+07 nChanged 69236 Entering Unmasked Mstep Mstep: Class 0 contains 136 members Mstep: Class 1 contains 69182 members Mstep: Class 2 contains 2252 members Mstep: Class 3 contains 192002 members Mstep: Class 4 contains 1598 members Mstep: Class 5 contains 7818 members Mstep: Class 7 contains 45685 members Mstep: Class 8 contains 6357 members Mstep: Class 9 contains 8513 members Mstep: Class 10 contains 4611 members Mstep: Class 11 contains 27460 members Mstep: Class 12 contains 4529 members Mstep: Class 14 contains 16797 members Mstep: Class 15 contains 36980 members Mstep: Class 16 contains 46495 members Mstep: Class 17 contains 146742 members Mstep: Class 18 contains 152332 members Mstep: Class 19 contains 5418 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 2862.435547 but Gain 3363.003906 Score: -68575360.000000 Penalty: 53808.058594 Iteration 7F: 17 clusters Score -6.857536e+07 nChanged 62740 Entering Unmasked Mstep Mstep: Class 0 contains 132 members Mstep: Class 1 contains 71901 members Mstep: Class 2 contains 2188 members Mstep: Class 3 contains 202360 members Mstep: Class 4 contains 1466 members Mstep: Class 5 contains 7476 members Mstep: Class 7 contains 45515 members Mstep: Class 8 contains 6336 members Mstep: Class 9 contains 8938 members Mstep: Class 10 contains 3296 members Mstep: Class 11 contains 24429 members Mstep: Class 14 contains 13444 members Mstep: Class 15 contains 31539 members Mstep: Class 16 contains 48494 members Mstep: Class 17 contains 153506 members Mstep: Class 18 contains 149062 members Mstep: Class 19 contains 4825 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 3026.061523 but Gain 3363.003906 Score: -68619216.000000 Penalty: 50445.054688 Iteration 8F: 16 clusters Score -6.861922e+07 nChanged 56129 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 73383 members Mstep: Class 2 contains 2364 members Mstep: Class 3 contains 209718 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 7048 members Mstep: Class 7 contains 44710 members Mstep: Class 8 contains 6707 members Mstep: Class 9 contains 8973 members Mstep: Class 11 contains 21738 members Mstep: Class 14 contains 11495 members Mstep: Class 15 contains 27912 members Mstep: Class 16 contains 49780 members Mstep: Class 17 contains 161058 members Mstep: Class 18 contains 144042 members Mstep: Class 19 contains 4447 members Entering Unmasked Estep ConsiderDeletion Score: -68658016.000000 Penalty: 50445.054688 Iteration 9F: 16 clusters Score -6.865802e+07 nChanged 49280 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 74117 members Mstep: Class 2 contains 2609 members Mstep: Class 3 contains 214002 members Mstep: Class 4 contains 1381 members Mstep: Class 5 contains 6524 members Mstep: Class 7 contains 43981 members Mstep: Class 8 contains 6971 members Mstep: Class 9 contains 8919 members Mstep: Class 11 contains 19383 members Mstep: Class 14 contains 10474 members Mstep: Class 15 contains 24852 members Mstep: Class 16 contains 50471 members Mstep: Class 17 contains 169603 members Mstep: Class 18 contains 137307 members Mstep: Class 19 contains 4190 members Entering Unmasked Estep ConsiderDeletion Score: -68688952.000000 Penalty: 50445.054688 Iteration 10F: 16 clusters Score -6.868895e+07 nChanged 44763 Entering Unmasked Mstep Mstep: Class 0 contains 124 members Mstep: Class 1 contains 74363 members Mstep: Class 2 contains 2825 members Mstep: Class 3 contains 216799 members Mstep: Class 4 contains 1362 members Mstep: Class 5 contains 6116 members Mstep: Class 7 contains 43143 members Mstep: Class 8 contains 7336 members Mstep: Class 9 contains 8841 members Mstep: Class 11 contains 17570 members Mstep: Class 14 contains 9750 members Mstep: Class 15 contains 22311 members Mstep: Class 16 contains 50551 members Mstep: Class 17 contains 179866 members Mstep: Class 18 contains 129858 members Mstep: Class 19 contains 4092 members Entering Unmasked Estep ConsiderDeletion Score: -68715776.000000 Penalty: 50445.054688 Iteration 11F: 16 clusters Score -6.871578e+07 nChanged 38810 Entering Unmasked Mstep Mstep: Class 0 contains 121 members Mstep: Class 1 contains 73850 members Mstep: Class 2 contains 3006 members Mstep: Class 3 contains 218589 members Mstep: Class 4 contains 1351 members Mstep: Class 5 contains 5755 members Mstep: Class 7 contains 42471 members Mstep: Class 8 contains 7849 members Mstep: Class 9 contains 8765 members Mstep: Class 11 contains 16174 members Mstep: Class 14 contains 9067 members Mstep: Class 15 contains 19935 members Mstep: Class 16 contains 50044 members Mstep: Class 17 contains 190946 members Mstep: Class 18 contains 122899 members Mstep: Class 19 contains 4085 members Entering Unmasked Estep ConsiderDeletion Score: -68737536.000000 Penalty: 50445.054688 Iteration 12F: 16 clusters Score -6.873754e+07 nChanged 33407 Entering Unmasked Mstep Mstep: Class 0 contains 121 members Mstep: Class 1 contains 72733 members Mstep: Class 2 contains 3163 members Mstep: Class 3 contains 220033 members Mstep: Class 4 contains 1341 members Mstep: Class 5 contains 5486 members Mstep: Class 7 contains 41802 members Mstep: Class 8 contains 8354 members Mstep: Class 9 contains 8639 members Mstep: Class 11 contains 15060 members Mstep: Class 14 contains 8363 members Mstep: Class 15 contains 17633 members Mstep: Class 16 contains 49051 members Mstep: Class 17 contains 202274 members Mstep: Class 18 contains 116710 members Mstep: Class 19 contains 4144 members Entering Unmasked Estep ConsiderDeletion Score: -68754528.000000 Penalty: 50445.054688 Iteration 13Q: 16 clusters Score -6.875453e+07 nChanged 29083 Entering Unmasked Mstep Mstep: Class 0 contains 119 members Mstep: Class 1 contains 70892 members Mstep: Class 2 contains 3260 members Mstep: Class 3 contains 221480 members Mstep: Class 4 contains 1336 members Mstep: Class 5 contains 5348 members Mstep: Class 7 contains 41210 members Mstep: Class 8 contains 8872 members Mstep: Class 9 contains 8500 members Mstep: Class 11 contains 14130 members Mstep: Class 14 contains 7672 members Mstep: Class 15 contains 15482 members Mstep: Class 16 contains 47573 members Mstep: Class 17 contains 213293 members Mstep: Class 18 contains 111512 members Mstep: Class 19 contains 4228 members Entering Unmasked Estep ConsiderDeletion Score: -68769080.000000 Penalty: 50445.054688 Iteration 14Q: 16 clusters Score -6.876908e+07 nChanged 25860 Entering Unmasked Mstep Mstep: Class 0 contains 119 members Mstep: Class 1 contains 68553 members Mstep: Class 2 contains 3334 members Mstep: Class 3 contains 223316 members Mstep: Class 4 contains 1332 members Mstep: Class 5 contains 5193 members Mstep: Class 7 contains 40726 members Mstep: Class 8 contains 9306 members Mstep: Class 9 contains 8320 members Mstep: Class 11 contains 13473 members Mstep: Class 14 contains 7056 members Mstep: Class 15 contains 13510 members Mstep: Class 16 contains 45725 members Mstep: Class 17 contains 223585 members Mstep: Class 18 contains 107051 members Mstep: Class 19 contains 4308 members Entering Unmasked Estep ConsiderDeletion Score: -68779952.000000 Penalty: 50445.054688 Iteration 15Q: 16 clusters Score -6.877995e+07 nChanged 22756 Entering Unmasked Mstep Mstep: Class 0 contains 119 members Mstep: Class 1 contains 65970 members Mstep: Class 2 contains 3356 members Mstep: Class 3 contains 225311 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 5096 members Mstep: Class 7 contains 40326 members Mstep: Class 8 contains 9675 members Mstep: Class 9 contains 8168 members Mstep: Class 11 contains 13062 members Mstep: Class 14 contains 6455 members Mstep: Class 15 contains 11903 members Mstep: Class 16 contains 43716 members Mstep: Class 17 contains 232764 members Mstep: Class 18 contains 103330 members Mstep: Class 19 contains 4327 members Entering Unmasked Estep ConsiderDeletion Score: -68789144.000000 Penalty: 50445.054688 Iteration 16Q: 16 clusters Score -6.878914e+07 nChanged 19951 Entering Unmasked Mstep Mstep: Class 0 contains 119 members Mstep: Class 1 contains 63206 members Mstep: Class 2 contains 3358 members Mstep: Class 3 contains 227690 members Mstep: Class 4 contains 1327 members Mstep: Class 5 contains 5026 members Mstep: Class 7 contains 39940 members Mstep: Class 8 contains 9977 members Mstep: Class 9 contains 8007 members Mstep: Class 11 contains 12773 members Mstep: Class 14 contains 5904 members Mstep: Class 15 contains 10601 members Mstep: Class 16 contains 41618 members Mstep: Class 17 contains 240761 members Mstep: Class 18 contains 100242 members Mstep: Class 19 contains 4358 members Entering Unmasked Estep ConsiderDeletion Score: -68796288.000000 Penalty: 50445.054688 Iteration 17Q: 16 clusters Score -6.879629e+07 nChanged 17775 Entering Unmasked Mstep Mstep: Class 0 contains 119 members Mstep: Class 1 contains 60273 members Mstep: Class 2 contains 3335 members Mstep: Class 3 contains 230416 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 5002 members Mstep: Class 7 contains 39676 members Mstep: Class 8 contains 10239 members Mstep: Class 9 contains 7864 members Mstep: Class 11 contains 12544 members Mstep: Class 14 contains 5453 members Mstep: Class 15 contains 9648 members Mstep: Class 16 contains 39434 members Mstep: Class 17 contains 247587 members Mstep: Class 18 contains 97567 members Mstep: Class 19 contains 4424 members Entering Unmasked Estep ConsiderDeletion Score: -68801576.000000 Penalty: 50445.054688 Iteration 18Q: 16 clusters Score -6.880158e+07 nChanged 15837 Entering Unmasked Mstep Mstep: Class 0 contains 119 members Mstep: Class 1 contains 57350 members Mstep: Class 2 contains 3295 members Mstep: Class 3 contains 233167 members Mstep: Class 4 contains 1326 members Mstep: Class 5 contains 4956 members Mstep: Class 7 contains 39532 members Mstep: Class 8 contains 10542 members Mstep: Class 9 contains 7717 members Mstep: Class 11 contains 12318 members Mstep: Class 14 contains 5153 members Mstep: Class 15 contains 8958 members Mstep: Class 16 contains 37071 members Mstep: Class 17 contains 253511 members Mstep: Class 18 contains 95368 members Mstep: Class 19 contains 4524 members Entering Unmasked Estep ConsiderDeletion Score: -68805920.000000 Penalty: 50445.054688 Iteration 19Q: 16 clusters Score -6.880592e+07 nChanged 14379 Entering Unmasked Mstep Mstep: Class 0 contains 119 members Mstep: Class 1 contains 54456 members Mstep: Class 2 contains 3252 members Mstep: Class 3 contains 235832 members Mstep: Class 4 contains 1325 members Mstep: Class 5 contains 4917 members Mstep: Class 7 contains 39471 members Mstep: Class 8 contains 10809 members Mstep: Class 9 contains 7589 members Mstep: Class 11 contains 12184 members Mstep: Class 14 contains 4949 members Mstep: Class 15 contains 8434 members Mstep: Class 16 contains 34572 members Mstep: Class 17 contains 258836 members Mstep: Class 18 contains 93557 members Mstep: Class 19 contains 4605 members Entering Unmasked Estep ConsiderDeletion Score: -68810072.000000 Penalty: 50445.054688 Iteration 20F: 16 clusters Score -6.881007e+07 nChanged 13161 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 51625 members Mstep: Class 2 contains 3138 members Mstep: Class 3 contains 238530 members Mstep: Class 4 contains 1322 members Mstep: Class 5 contains 4901 members Mstep: Class 7 contains 39406 members Mstep: Class 8 contains 11027 members Mstep: Class 9 contains 7490 members Mstep: Class 11 contains 12074 members Mstep: Class 14 contains 4892 members Mstep: Class 15 contains 8065 members Mstep: Class 16 contains 32052 members Mstep: Class 17 contains 263539 members Mstep: Class 18 contains 92017 members Mstep: Class 19 contains 4713 members Entering Unmasked Estep ConsiderDeletion Score: -68814016.000000 Penalty: 50445.054688 Iteration 21Q: 16 clusters Score -6.881402e+07 nChanged 12279 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 48633 members Mstep: Class 2 contains 2991 members Mstep: Class 3 contains 241463 members Mstep: Class 4 contains 1321 members Mstep: Class 5 contains 4846 members Mstep: Class 7 contains 39397 members Mstep: Class 8 contains 11163 members Mstep: Class 9 contains 7383 members Mstep: Class 11 contains 11991 members Mstep: Class 14 contains 4938 members Mstep: Class 15 contains 7801 members Mstep: Class 16 contains 29637 members Mstep: Class 17 contains 267606 members Mstep: Class 18 contains 90792 members Mstep: Class 19 contains 4830 members Entering Unmasked Estep ConsiderDeletion Score: -68817272.000000 Penalty: 50445.054688 Iteration 22Q: 16 clusters Score -6.881727e+07 nChanged 11527 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 45699 members Mstep: Class 2 contains 2777 members Mstep: Class 3 contains 244513 members Mstep: Class 4 contains 1321 members Mstep: Class 5 contains 4786 members Mstep: Class 7 contains 39407 members Mstep: Class 8 contains 11278 members Mstep: Class 9 contains 7282 members Mstep: Class 11 contains 11929 members Mstep: Class 14 contains 5135 members Mstep: Class 15 contains 7648 members Mstep: Class 16 contains 27198 members Mstep: Class 17 contains 271153 members Mstep: Class 18 contains 89728 members Mstep: Class 19 contains 4939 members Entering Unmasked Estep ConsiderDeletion Score: -68820504.000000 Penalty: 50445.054688 Iteration 23Q: 16 clusters Score -6.88205e+07 nChanged 10935 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 42634 members Mstep: Class 2 contains 2586 members Mstep: Class 3 contains 247772 members Mstep: Class 4 contains 1322 members Mstep: Class 5 contains 4742 members Mstep: Class 7 contains 39379 members Mstep: Class 8 contains 11361 members Mstep: Class 9 contains 7196 members Mstep: Class 11 contains 11886 members Mstep: Class 14 contains 5405 members Mstep: Class 15 contains 7547 members Mstep: Class 16 contains 24820 members Mstep: Class 17 contains 274244 members Mstep: Class 18 contains 88868 members Mstep: Class 19 contains 5032 members Entering Unmasked Estep ConsiderDeletion Score: -68823216.000000 Penalty: 50445.054688 Iteration 24Q: 16 clusters Score -6.882322e+07 nChanged 10161 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 39616 members Mstep: Class 2 contains 2507 members Mstep: Class 3 contains 251105 members Mstep: Class 4 contains 1322 members Mstep: Class 5 contains 4693 members Mstep: Class 7 contains 39329 members Mstep: Class 8 contains 11444 members Mstep: Class 9 contains 7103 members Mstep: Class 11 contains 11851 members Mstep: Class 14 contains 5657 members Mstep: Class 15 contains 7518 members Mstep: Class 16 contains 22500 members Mstep: Class 17 contains 276878 members Mstep: Class 18 contains 88114 members Mstep: Class 19 contains 5157 members Entering Unmasked Estep ConsiderDeletion Score: -68825904.000000 Penalty: 50445.054688 Iteration 25Q: 16 clusters Score -6.88259e+07 nChanged 9660 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 36645 members Mstep: Class 2 contains 2479 members Mstep: Class 3 contains 254565 members Mstep: Class 4 contains 1321 members Mstep: Class 5 contains 4657 members Mstep: Class 7 contains 39306 members Mstep: Class 8 contains 11493 members Mstep: Class 9 contains 7013 members Mstep: Class 11 contains 11835 members Mstep: Class 14 contains 5849 members Mstep: Class 15 contains 7550 members Mstep: Class 16 contains 20211 members Mstep: Class 17 contains 279196 members Mstep: Class 18 contains 87416 members Mstep: Class 19 contains 5258 members Entering Unmasked Estep ConsiderDeletion Score: -68828224.000000 Penalty: 50445.054688 Iteration 26Q: 16 clusters Score -6.882822e+07 nChanged 9301 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 33705 members Mstep: Class 2 contains 2461 members Mstep: Class 3 contains 258175 members Mstep: Class 4 contains 1321 members Mstep: Class 5 contains 4629 members Mstep: Class 7 contains 39261 members Mstep: Class 8 contains 11532 members Mstep: Class 9 contains 6896 members Mstep: Class 11 contains 11822 members Mstep: Class 14 contains 5993 members Mstep: Class 15 contains 7602 members Mstep: Class 16 contains 17930 members Mstep: Class 17 contains 281305 members Mstep: Class 18 contains 86821 members Mstep: Class 19 contains 5341 members Entering Unmasked Estep ConsiderDeletion Score: -68830928.000000 Penalty: 50445.054688 Iteration 27Q: 16 clusters Score -6.883093e+07 nChanged 8886 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 30783 members Mstep: Class 2 contains 2449 members Mstep: Class 3 contains 261682 members Mstep: Class 4 contains 1322 members Mstep: Class 5 contains 4600 members Mstep: Class 7 contains 39219 members Mstep: Class 8 contains 11562 members Mstep: Class 9 contains 6749 members Mstep: Class 11 contains 11827 members Mstep: Class 14 contains 6129 members Mstep: Class 15 contains 7678 members Mstep: Class 16 contains 15890 members Mstep: Class 17 contains 283184 members Mstep: Class 18 contains 86286 members Mstep: Class 19 contains 5434 members Entering Unmasked Estep ConsiderDeletion Score: -68833496.000000 Penalty: 50445.054688 Iteration 28Q: 16 clusters Score -6.88335e+07 nChanged 8499 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 27862 members Mstep: Class 2 contains 2439 members Mstep: Class 3 contains 265217 members Mstep: Class 4 contains 1322 members Mstep: Class 5 contains 4579 members Mstep: Class 7 contains 39188 members Mstep: Class 8 contains 11561 members Mstep: Class 9 contains 6557 members Mstep: Class 11 contains 11836 members Mstep: Class 14 contains 6232 members Mstep: Class 15 contains 7787 members Mstep: Class 16 contains 14118 members Mstep: Class 17 contains 284712 members Mstep: Class 18 contains 85864 members Mstep: Class 19 contains 5520 members Entering Unmasked Estep ConsiderDeletion Score: -68835824.000000 Penalty: 50445.054688 Iteration 29Q: 16 clusters Score -6.883582e+07 nChanged 8094 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 24916 members Mstep: Class 2 contains 2428 members Mstep: Class 3 contains 268520 members Mstep: Class 4 contains 1322 members Mstep: Class 5 contains 4543 members Mstep: Class 7 contains 39187 members Mstep: Class 8 contains 11549 members Mstep: Class 9 contains 6343 members Mstep: Class 11 contains 11835 members Mstep: Class 14 contains 6324 members Mstep: Class 15 contains 7933 members Mstep: Class 16 contains 12674 members Mstep: Class 17 contains 286082 members Mstep: Class 18 contains 85516 members Mstep: Class 19 contains 5622 members Entering Unmasked Estep ConsiderDeletion Score: -68838184.000000 Penalty: 50445.054688 Iteration 30Q: 16 clusters Score -6.883818e+07 nChanged 7827 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 22046 members Mstep: Class 2 contains 2404 members Mstep: Class 3 contains 271677 members Mstep: Class 4 contains 1322 members Mstep: Class 5 contains 4504 members Mstep: Class 7 contains 39133 members Mstep: Class 8 contains 11549 members Mstep: Class 9 contains 6096 members Mstep: Class 11 contains 11841 members Mstep: Class 14 contains 6401 members Mstep: Class 15 contains 8061 members Mstep: Class 16 contains 11478 members Mstep: Class 17 contains 287348 members Mstep: Class 18 contains 85193 members Mstep: Class 19 contains 5741 members Entering Unmasked Estep ConsiderDeletion Score: -68841024.000000 Penalty: 50445.054688 Iteration 31Q: 16 clusters Score -6.884102e+07 nChanged 7382 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 19328 members Mstep: Class 2 contains 2376 members Mstep: Class 3 contains 274487 members Mstep: Class 4 contains 1322 members Mstep: Class 5 contains 4468 members Mstep: Class 7 contains 39038 members Mstep: Class 8 contains 11536 members Mstep: Class 9 contains 5806 members Mstep: Class 11 contains 11838 members Mstep: Class 14 contains 6508 members Mstep: Class 15 contains 8225 members Mstep: Class 16 contains 10627 members Mstep: Class 17 contains 288496 members Mstep: Class 18 contains 84888 members Mstep: Class 19 contains 5851 members Entering Unmasked Estep ConsiderDeletion Score: -68844024.000000 Penalty: 50445.054688 Iteration 32Q: 16 clusters Score -6.884402e+07 nChanged 7183 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 16642 members Mstep: Class 2 contains 2349 members Mstep: Class 3 contains 277024 members Mstep: Class 4 contains 1322 members Mstep: Class 5 contains 4430 members Mstep: Class 7 contains 38946 members Mstep: Class 8 contains 11505 members Mstep: Class 9 contains 5488 members Mstep: Class 11 contains 11840 members Mstep: Class 14 contains 6609 members Mstep: Class 15 contains 8392 members Mstep: Class 16 contains 10098 members Mstep: Class 17 contains 289530 members Mstep: Class 18 contains 84648 members Mstep: Class 19 contains 5971 members Entering Unmasked Estep ConsiderDeletion Score: -68846808.000000 Penalty: 50445.054688 Iteration 33Q: 16 clusters Score -6.884681e+07 nChanged 7054 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 14140 members Mstep: Class 2 contains 2313 members Mstep: Class 3 contains 279193 members Mstep: Class 4 contains 1323 members Mstep: Class 5 contains 4401 members Mstep: Class 7 contains 38759 members Mstep: Class 8 contains 11451 members Mstep: Class 9 contains 5237 members Mstep: Class 11 contains 11849 members Mstep: Class 14 contains 6699 members Mstep: Class 15 contains 8535 members Mstep: Class 16 contains 9929 members Mstep: Class 17 contains 290446 members Mstep: Class 18 contains 84404 members Mstep: Class 19 contains 6115 members Entering Unmasked Estep ConsiderDeletion Score: -68850456.000000 Penalty: 50445.054688 Iteration 34Q: 16 clusters Score -6.885046e+07 nChanged 6637 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 11923 members Mstep: Class 2 contains 2281 members Mstep: Class 3 contains 280777 members Mstep: Class 4 contains 1323 members Mstep: Class 5 contains 4369 members Mstep: Class 7 contains 38552 members Mstep: Class 8 contains 11342 members Mstep: Class 9 contains 5209 members Mstep: Class 11 contains 11863 members Mstep: Class 14 contains 6760 members Mstep: Class 15 contains 8689 members Mstep: Class 16 contains 9948 members Mstep: Class 17 contains 291340 members Mstep: Class 18 contains 84171 members Mstep: Class 19 contains 6247 members Entering Unmasked Estep ConsiderDeletion Score: -68852856.000000 Penalty: 50445.054688 Iteration 35Q: 16 clusters Score -6.885286e+07 nChanged 6071 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 9973 members Mstep: Class 2 contains 2233 members Mstep: Class 3 contains 281804 members Mstep: Class 4 contains 1323 members Mstep: Class 5 contains 4333 members Mstep: Class 7 contains 38396 members Mstep: Class 8 contains 11253 members Mstep: Class 9 contains 5340 members Mstep: Class 11 contains 11882 members Mstep: Class 14 contains 6814 members Mstep: Class 15 contains 8831 members Mstep: Class 16 contains 10031 members Mstep: Class 17 contains 292212 members Mstep: Class 18 contains 83973 members Mstep: Class 19 contains 6396 members Entering Unmasked Estep ConsiderDeletion Score: -68854992.000000 Penalty: 50445.054688 Iteration 36Q: 16 clusters Score -6.885499e+07 nChanged 5329 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 8455 members Mstep: Class 2 contains 2172 members Mstep: Class 3 contains 282443 members Mstep: Class 4 contains 1323 members Mstep: Class 5 contains 4311 members Mstep: Class 7 contains 38196 members Mstep: Class 8 contains 11177 members Mstep: Class 9 contains 5542 members Mstep: Class 11 contains 11901 members Mstep: Class 14 contains 6832 members Mstep: Class 15 contains 8989 members Mstep: Class 16 contains 10120 members Mstep: Class 17 contains 292999 members Mstep: Class 18 contains 83793 members Mstep: Class 19 contains 6541 members Entering Unmasked Estep ConsiderDeletion Score: -68857664.000000 Penalty: 50445.054688 Iteration 37Q: 16 clusters Score -6.885766e+07 nChanged 4554 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 7515 members Mstep: Class 2 contains 2100 members Mstep: Class 3 contains 282811 members Mstep: Class 4 contains 1323 members Mstep: Class 5 contains 4281 members Mstep: Class 7 contains 37860 members Mstep: Class 8 contains 11140 members Mstep: Class 9 contains 5714 members Mstep: Class 11 contains 11904 members Mstep: Class 14 contains 6776 members Mstep: Class 15 contains 9160 members Mstep: Class 16 contains 10191 members Mstep: Class 17 contains 293742 members Mstep: Class 18 contains 83617 members Mstep: Class 19 contains 6660 members Entering Unmasked Estep ConsiderDeletion Score: -68859640.000000 Penalty: 50445.054688 Iteration 38Q: 16 clusters Score -6.885964e+07 nChanged 4042 Entering ConstructFrom: Score: -68859640.000000 Penalty: 50445.054688 Entering ConstructFrom: Trying to split cluster 1 (7208 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7208 members Entering Unmasked Estep Score: -669459.812500 Penalty: 2202.970947 Iteration 0F: 2 clusters Score -669459.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -663517.812500 Penalty: 4405.941895 Iteration 0F: 3 clusters Score -663517.8 nChanged 2958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -665077.750000 Penalty: 4405.941895 Iteration 1F: 3 clusters Score -665077.8 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -665332.750000 Penalty: 4405.941895 Iteration 2F: 3 clusters Score -665332.8 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -665508.687500 Penalty: 4405.941895 Iteration 3F: 3 clusters Score -665508.7 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -665634.687500 Penalty: 4405.941895 Iteration 4Q: 3 clusters Score -665634.7 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -665719.625000 Penalty: 4405.941895 Iteration 5Q: 3 clusters Score -665719.6 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -665783.250000 Penalty: 4405.941895 Iteration 6Q: 3 clusters Score -665783.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -665843.687500 Penalty: 4405.941895 Iteration 7Q: 3 clusters Score -665843.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -665903.875000 Penalty: 4405.941895 Iteration 8Q: 3 clusters Score -665903.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -665956.437500 Penalty: 4405.941895 Iteration 9Q: 3 clusters Score -665956.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -666000.437500 Penalty: 4405.941895 Iteration 10Q: 3 clusters Score -666000.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -666036.125000 Penalty: 4405.941895 Iteration 11Q: 3 clusters Score -666036.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -666078.562500 Penalty: 4405.941895 Iteration 12Q: 3 clusters Score -666078.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -666126.062500 Penalty: 4405.941895 Iteration 13Q: 3 clusters Score -666126.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -666177.250000 Penalty: 4405.941895 Iteration 14Q: 3 clusters Score -666177.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -666248.562500 Penalty: 4405.941895 Iteration 15Q: 3 clusters Score -666248.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -666347.000000 Penalty: 4405.941895 Iteration 16Q: 3 clusters Score -666347 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -666449.125000 Penalty: 4405.941895 Iteration 17Q: 3 clusters Score -666449.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -666527.500000 Penalty: 4405.941895 Iteration 18Q: 3 clusters Score -666527.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -666588.812500 Penalty: 4405.941895 Iteration 19Q: 3 clusters Score -666588.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -666649.562500 Penalty: 4405.941895 Iteration 20F: 3 clusters Score -666649.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -666697.125000 Penalty: 4405.941895 Iteration 21Q: 3 clusters Score -666697.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -666751.812500 Penalty: 4405.941895 Iteration 22Q: 3 clusters Score -666751.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -666800.312500 Penalty: 4405.941895 Iteration 23Q: 3 clusters Score -666800.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -666842.437500 Penalty: 4405.941895 Iteration 24Q: 3 clusters Score -666842.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -666888.125000 Penalty: 4405.941895 Iteration 25Q: 3 clusters Score -666888.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -666932.500000 Penalty: 4405.941895 Iteration 26Q: 3 clusters Score -666932.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -666974.750000 Penalty: 4405.941895 Iteration 27Q: 3 clusters Score -666974.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -667004.812500 Penalty: 4405.941895 Iteration 28Q: 3 clusters Score -667004.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -667035.625000 Penalty: 4405.941895 Iteration 29Q: 3 clusters Score -667035.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -667062.687500 Penalty: 4405.941895 Iteration 30Q: 3 clusters Score -667062.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -667085.500000 Penalty: 4405.941895 Iteration 31Q: 3 clusters Score -667085.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -667106.687500 Penalty: 4405.941895 Iteration 32Q: 3 clusters Score -667106.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -667124.937500 Penalty: 4405.941895 Iteration 33Q: 3 clusters Score -667124.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -667143.500000 Penalty: 4405.941895 Iteration 34Q: 3 clusters Score -667143.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -667156.812500 Penalty: 4405.941895 Iteration 35Q: 3 clusters Score -667156.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -667166.750000 Penalty: 4405.941895 Iteration 36Q: 3 clusters Score -667166.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -667178.812500 Penalty: 4405.941895 Iteration 37Q: 3 clusters Score -667178.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -667186.125000 Penalty: 4405.941895 Iteration 38Q: 3 clusters Score -667186.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -667192.437500 Penalty: 4405.941895 Iteration 39Q: 3 clusters Score -667192.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -667197.375000 Penalty: 4405.941895 Iteration 40F: 3 clusters Score -667197.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -667205.812500 Penalty: 4405.941895 Iteration 41Q: 3 clusters Score -667205.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -667212.375000 Penalty: 4405.941895 Iteration 42Q: 3 clusters Score -667212.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -667216.687500 Penalty: 4405.941895 Iteration 43Q: 3 clusters Score -667216.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -667220.625000 Penalty: 4405.941895 Iteration 44Q: 3 clusters Score -667220.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -667222.937500 Penalty: 4405.941895 Iteration 45Q: 3 clusters Score -667222.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -667227.250000 Penalty: 4405.941895 Iteration 46Q: 3 clusters Score -667227.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -667227.562500 Penalty: 4405.941895 Iteration 47Q: 3 clusters Score -667227.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -667230.750000 Penalty: 4405.941895 Iteration 48Q: 3 clusters Score -667230.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -667232.937500 Penalty: 4405.941895 Iteration 49Q: 3 clusters Score -667232.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -667234.562500 Penalty: 4405.941895 Iteration 50Q: 3 clusters Score -667234.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -667236.687500 Penalty: 4405.941895 Iteration 51Q: 3 clusters Score -667236.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -667236.375000 Penalty: 4405.941895 Iteration 52Q: 3 clusters Score -667236.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -667238.250000 Penalty: 4405.941895 Iteration 53Q: 3 clusters Score -667238.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -667238.687500 Penalty: 4405.941895 Iteration 54Q: 3 clusters Score -667238.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -667242.562500 Penalty: 4405.941895 Iteration 55Q: 3 clusters Score -667242.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -667242.062500 Penalty: 4405.941895 Iteration 56Q: 3 clusters Score -667242.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -667240.500000 Penalty: 4405.941895 Iteration 57Q: 3 clusters Score -667240.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -667243.375000 Penalty: 4405.941895 Iteration 58Q: 3 clusters Score -667243.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -667242.625000 Penalty: 4405.941895 Iteration 59Q: 3 clusters Score -667242.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -667243.187500 Penalty: 4405.941895 Iteration 60F: 3 clusters Score -667243.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -667244.562500 Penalty: 4405.941895 Iteration 61Q: 3 clusters Score -667244.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -667245.250000 Penalty: 4405.941895 Iteration 62Q: 3 clusters Score -667245.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -667245.250000 Penalty: 4405.941895 Iteration 63F: 3 clusters Score -667245.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Entering Unmasked Estep Score: -166130.984375 Penalty: 1891.630981 Iteration 0F: 2 clusters Score -166131 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -163657.078125 Penalty: 3783.261963 Iteration 0F: 3 clusters Score -163657.1 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -164645.234375 Penalty: 3783.261963 Iteration 1F: 3 clusters Score -164645.2 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -165264.937500 Penalty: 3783.261963 Iteration 2F: 3 clusters Score -165264.9 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -166107.203125 Penalty: 3783.261963 Iteration 3F: 3 clusters Score -166107.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -166904.015625 Penalty: 3783.261963 Iteration 4F: 3 clusters Score -166904 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -167664.375000 Penalty: 3783.261963 Iteration 5F: 3 clusters Score -167664.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -167979.093750 Penalty: 3783.261963 Iteration 6Q: 3 clusters Score -167979.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -168198.328125 Penalty: 3783.261963 Iteration 7Q: 3 clusters Score -168198.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -168301.640625 Penalty: 3783.261963 Iteration 8Q: 3 clusters Score -168301.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -168330.078125 Penalty: 3783.261963 Iteration 9Q: 3 clusters Score -168330.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -168340.171875 Penalty: 3783.261963 Iteration 10Q: 3 clusters Score -168340.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -168344.968750 Penalty: 3783.261963 Iteration 11Q: 3 clusters Score -168345 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -168352.453125 Penalty: 3783.261963 Iteration 12Q: 3 clusters Score -168352.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -168354.812500 Penalty: 3783.261963 Iteration 13Q: 3 clusters Score -168354.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -168369.250000 Penalty: 3783.261963 Iteration 14F: 3 clusters Score -168369.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -168461.812500 Penalty: 3783.261963 Iteration 15Q: 3 clusters Score -168461.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -168699.781250 Penalty: 3783.261963 Iteration 16Q: 3 clusters Score -168699.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -168908.171875 Penalty: 3783.261963 Iteration 17Q: 3 clusters Score -168908.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -168922.625000 Penalty: 3783.261963 Iteration 18Q: 3 clusters Score -168922.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -168930.406250 Penalty: 3783.261963 Iteration 19Q: 3 clusters Score -168930.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -168942.015625 Penalty: 3783.261963 Iteration 20F: 3 clusters Score -168942 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -168960.156250 Penalty: 3783.261963 Iteration 21Q: 3 clusters Score -168960.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -168992.375000 Penalty: 3783.261963 Iteration 22Q: 3 clusters Score -168992.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -169064.093750 Penalty: 3783.261963 Iteration 23Q: 3 clusters Score -169064.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -169120.062500 Penalty: 3783.261963 Iteration 24Q: 3 clusters Score -169120.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -169159.281250 Penalty: 3783.261963 Iteration 25Q: 3 clusters Score -169159.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -169178.453125 Penalty: 3783.261963 Iteration 26Q: 3 clusters Score -169178.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -169186.000000 Penalty: 3783.261963 Iteration 27Q: 3 clusters Score -169186 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -169187.000000 Penalty: 3783.261963 Iteration 28Q: 3 clusters Score -169187 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -169187.000000 Penalty: 3783.261963 Iteration 29F: 3 clusters Score -169187 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 740 members Mstep: Class 3 contains 282773 members Mstep: Class 4 contains 1323 members Mstep: Class 5 contains 4243 members Mstep: Class 6 contains 1314 members Mstep: Class 7 contains 37359 members Mstep: Class 8 contains 11160 members Mstep: Class 9 contains 5843 members Mstep: Class 11 contains 11908 members Mstep: Class 14 contains 6610 members Mstep: Class 15 contains 9311 members Mstep: Class 16 contains 10300 members Mstep: Class 17 contains 294451 members Mstep: Class 18 contains 83471 members Mstep: Class 19 contains 6780 members Entering Unmasked Estep Score: -68862344.000000 Penalty: 53808.058594 Splitting cluster 2 changes total score from -68859640.000000 to -68862344.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 3 (282773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282773 members Entering Unmasked Estep Score: -25606472.000000 Penalty: 3112.995117 Iteration 0F: 2 clusters Score -2.560647e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141306 members Mstep: Class 2 contains 141467 members Entering Unmasked Estep Score: -25416232.000000 Penalty: 6225.990234 Iteration 0F: 3 clusters Score -2.541623e+07 nChanged 136895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139185 members Mstep: Class 2 contains 143588 members Entering Unmasked Estep Score: -25497094.000000 Penalty: 6225.990234 Iteration 1F: 3 clusters Score -2.549709e+07 nChanged 7164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137499 members Mstep: Class 2 contains 145274 members Entering Unmasked Estep Score: -25498486.000000 Penalty: 6225.990234 Iteration 2Q: 3 clusters Score -2.549849e+07 nChanged 7642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135179 members Mstep: Class 2 contains 147594 members Entering Unmasked Estep Score: -25500040.000000 Penalty: 6225.990234 Iteration 3Q: 3 clusters Score -2.550004e+07 nChanged 8505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131548 members Mstep: Class 2 contains 151225 members Entering Unmasked Estep Score: -25502372.000000 Penalty: 6225.990234 Iteration 4Q: 3 clusters Score -2.550237e+07 nChanged 9977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126319 members Mstep: Class 2 contains 156454 members Entering Unmasked Estep Score: -25505692.000000 Penalty: 6225.990234 Iteration 5Q: 3 clusters Score -2.550569e+07 nChanged 11847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118970 members Mstep: Class 2 contains 163803 members Entering Unmasked Estep Score: -25510744.000000 Penalty: 6225.990234 Iteration 6Q: 3 clusters Score -2.551074e+07 nChanged 14081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108965 members Mstep: Class 2 contains 173808 members Entering Unmasked Estep Score: -25518262.000000 Penalty: 6225.990234 Iteration 7Q: 3 clusters Score -2.551826e+07 nChanged 16036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96275 members Mstep: Class 2 contains 186498 members Entering Unmasked Estep Score: -25528298.000000 Penalty: 6225.990234 Iteration 8F: 3 clusters Score -2.55283e+07 nChanged 17272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81505 members Mstep: Class 2 contains 201268 members Entering Unmasked Estep Score: -25540672.000000 Penalty: 6225.990234 Iteration 9F: 3 clusters Score -2.554067e+07 nChanged 16941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66380 members Mstep: Class 2 contains 216393 members Entering Unmasked Estep Score: -25553828.000000 Penalty: 6225.990234 Iteration 10F: 3 clusters Score -2.555383e+07 nChanged 14887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52729 members Mstep: Class 2 contains 230044 members Entering Unmasked Estep Score: -25565478.000000 Penalty: 6225.990234 Iteration 11F: 3 clusters Score -2.556548e+07 nChanged 11950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41479 members Mstep: Class 2 contains 241294 members Entering Unmasked Estep Score: -25574336.000000 Penalty: 6225.990234 Iteration 12Q: 3 clusters Score -2.557434e+07 nChanged 9484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32259 members Mstep: Class 2 contains 250514 members Entering Unmasked Estep Score: -25581066.000000 Penalty: 6225.990234 Iteration 13Q: 3 clusters Score -2.558107e+07 nChanged 7587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24760 members Mstep: Class 2 contains 258013 members Entering Unmasked Estep Score: -25586728.000000 Penalty: 6225.990234 Iteration 14Q: 3 clusters Score -2.558673e+07 nChanged 6385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18381 members Mstep: Class 2 contains 264392 members Entering Unmasked Estep Score: -25591394.000000 Penalty: 6225.990234 Iteration 15Q: 3 clusters Score -2.559139e+07 nChanged 5147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13244 members Mstep: Class 2 contains 269529 members Entering Unmasked Estep Score: -25595306.000000 Penalty: 6225.990234 Iteration 16Q: 3 clusters Score -2.559531e+07 nChanged 4035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9209 members Mstep: Class 2 contains 273564 members Entering Unmasked Estep Score: -25598094.000000 Penalty: 6225.990234 Iteration 17Q: 3 clusters Score -2.559809e+07 nChanged 3041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 276603 members Entering Unmasked Estep Score: -25600236.000000 Penalty: 6225.990234 Iteration 18Q: 3 clusters Score -2.560024e+07 nChanged 2040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 278637 members Entering Unmasked Estep Score: -25601844.000000 Penalty: 6225.990234 Iteration 19Q: 3 clusters Score -2.560184e+07 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 279898 members Entering Unmasked Estep Score: -25602792.000000 Penalty: 6225.990234 Iteration 20F: 3 clusters Score -2.560279e+07 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 280632 members Entering Unmasked Estep Score: -25603282.000000 Penalty: 6225.990234 Iteration 21Q: 3 clusters Score -2.560328e+07 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 281057 members Entering Unmasked Estep Score: -25603658.000000 Penalty: 6225.990234 Iteration 22Q: 3 clusters Score -2.560366e+07 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 281315 members Entering Unmasked Estep Score: -25603892.000000 Penalty: 6225.990234 Iteration 23Q: 3 clusters Score -2.560389e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 281499 members Entering Unmasked Estep Score: -25603986.000000 Penalty: 6225.990234 Iteration 24Q: 3 clusters Score -2.560399e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 281606 members Entering Unmasked Estep Score: -25604132.000000 Penalty: 6225.990234 Iteration 25Q: 3 clusters Score -2.560413e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 281667 members Entering Unmasked Estep Score: -25604182.000000 Penalty: 6225.990234 Iteration 26Q: 3 clusters Score -2.560418e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 281722 members Entering Unmasked Estep Score: -25604208.000000 Penalty: 6225.990234 Iteration 27Q: 3 clusters Score -2.560421e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 281752 members Entering Unmasked Estep Score: -25604206.000000 Penalty: 6225.990234 Iteration 28Q: 3 clusters Score -2.560421e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 281776 members Entering Unmasked Estep Score: -25604234.000000 Penalty: 6225.990234 Iteration 29Q: 3 clusters Score -2.560423e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 281786 members Entering Unmasked Estep Score: -25604266.000000 Penalty: 6225.990234 Iteration 30Q: 3 clusters Score -2.560427e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 281798 members Entering Unmasked Estep Score: -25604286.000000 Penalty: 6225.990234 Iteration 31Q: 3 clusters Score -2.560429e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 281806 members Entering Unmasked Estep Score: -25604308.000000 Penalty: 6225.990234 Iteration 32Q: 3 clusters Score -2.560431e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 281815 members Entering Unmasked Estep Score: -25604322.000000 Penalty: 6225.990234 Iteration 33Q: 3 clusters Score -2.560432e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 281822 members Entering Unmasked Estep Score: -25604316.000000 Penalty: 6225.990234 Iteration 34Q: 3 clusters Score -2.560432e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 281828 members Entering Unmasked Estep Score: -25604308.000000 Penalty: 6225.990234 Iteration 35Q: 3 clusters Score -2.560431e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 281834 members Entering Unmasked Estep Score: -25604310.000000 Penalty: 6225.990234 Iteration 36Q: 3 clusters Score -2.560431e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 281834 members Entering Unmasked Estep Score: -25604326.000000 Penalty: 6225.990234 Iteration 37Q: 3 clusters Score -2.560433e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 281839 members Entering Unmasked Estep Score: -25604328.000000 Penalty: 6225.990234 Iteration 38Q: 3 clusters Score -2.560433e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 281846 members Entering Unmasked Estep Score: -25604350.000000 Penalty: 6225.990234 Iteration 39Q: 3 clusters Score -2.560435e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 281850 members Entering Unmasked Estep Score: -25604362.000000 Penalty: 6225.990234 Iteration 40F: 3 clusters Score -2.560436e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 281844 members Entering Unmasked Estep Score: -25604360.000000 Penalty: 6225.990234 Iteration 41Q: 3 clusters Score -2.560436e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 281840 members Entering Unmasked Estep Score: -25604352.000000 Penalty: 6225.990234 Iteration 42Q: 3 clusters Score -2.560435e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 281834 members Entering Unmasked Estep Score: -25604348.000000 Penalty: 6225.990234 Iteration 43Q: 3 clusters Score -2.560435e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 281832 members Entering Unmasked Estep Score: -25604350.000000 Penalty: 6225.990234 Iteration 44Q: 3 clusters Score -2.560435e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 281833 members Entering Unmasked Estep Score: -25604354.000000 Penalty: 6225.990234 Iteration 45Q: 3 clusters Score -2.560435e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 281834 members Entering Unmasked Estep Score: -25604368.000000 Penalty: 6225.990234 Iteration 46Q: 3 clusters Score -2.560437e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 281834 members Entering Unmasked Estep Score: -25604368.000000 Penalty: 6225.990234 Iteration 47Q: 3 clusters Score -2.560437e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 281837 members Entering Unmasked Estep Score: -25604376.000000 Penalty: 6225.990234 Iteration 48Q: 3 clusters Score -2.560438e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 281836 members Entering Unmasked Estep Score: -25604368.000000 Penalty: 6225.990234 Iteration 49Q: 3 clusters Score -2.560437e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 281836 members Entering Unmasked Estep Score: -25604386.000000 Penalty: 6225.990234 Iteration 50Q: 3 clusters Score -2.560439e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 281837 members Entering Unmasked Estep Score: -25604366.000000 Penalty: 6225.990234 Iteration 51Q: 3 clusters Score -2.560437e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 281840 members Entering Unmasked Estep Score: -25604382.000000 Penalty: 6225.990234 Iteration 52Q: 3 clusters Score -2.560438e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 281839 members Entering Unmasked Estep Score: -25604374.000000 Penalty: 6225.990234 Iteration 53Q: 3 clusters Score -2.560437e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 281839 members Entering Unmasked Estep Score: -25604374.000000 Penalty: 6225.990234 Iteration 54F: 3 clusters Score -2.560437e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1323 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Entering Unmasked Estep Score: -109085.359375 Penalty: 1782.539062 Iteration 0F: 2 clusters Score -109085.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -106993.640625 Penalty: 3565.078125 Iteration 0F: 3 clusters Score -106993.6 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -107478.023438 Penalty: 3565.078125 Iteration 1F: 3 clusters Score -107478 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -107697.703125 Penalty: 3565.078125 Iteration 2F: 3 clusters Score -107697.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -107844.765625 Penalty: 3565.078125 Iteration 3F: 3 clusters Score -107844.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -107981.093750 Penalty: 3565.078125 Iteration 4Q: 3 clusters Score -107981.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -108093.523438 Penalty: 3565.078125 Iteration 5Q: 3 clusters Score -108093.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -108203.757812 Penalty: 3565.078125 Iteration 6Q: 3 clusters Score -108203.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -108283.789062 Penalty: 3565.078125 Iteration 7Q: 3 clusters Score -108283.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -108402.671875 Penalty: 3565.078125 Iteration 8Q: 3 clusters Score -108402.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -108489.156250 Penalty: 3565.078125 Iteration 9Q: 3 clusters Score -108489.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -108531.617188 Penalty: 3565.078125 Iteration 10Q: 3 clusters Score -108531.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -108558.742188 Penalty: 3565.078125 Iteration 11Q: 3 clusters Score -108558.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -108571.429688 Penalty: 3565.078125 Iteration 12Q: 3 clusters Score -108571.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -108577.273438 Penalty: 3565.078125 Iteration 13Q: 3 clusters Score -108577.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -108579.632812 Penalty: 3565.078125 Iteration 14Q: 3 clusters Score -108579.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -108581.554688 Penalty: 3565.078125 Iteration 15Q: 3 clusters Score -108581.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -108586.093750 Penalty: 3565.078125 Iteration 16Q: 3 clusters Score -108586.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -108586.351562 Penalty: 3565.078125 Iteration 17Q: 3 clusters Score -108586.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -108586.351562 Penalty: 3565.078125 Iteration 18F: 3 clusters Score -108586.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Entering Unmasked Estep Score: -331403.375000 Penalty: 2071.550293 Iteration 0F: 2 clusters Score -331403.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -327462.812500 Penalty: 4143.100586 Iteration 0F: 3 clusters Score -327462.8 nChanged 1615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -328576.593750 Penalty: 4143.100586 Iteration 1F: 3 clusters Score -328576.6 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -328915.375000 Penalty: 4143.100586 Iteration 2F: 3 clusters Score -328915.4 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -329195.031250 Penalty: 4143.100586 Iteration 3F: 3 clusters Score -329195 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -329447.750000 Penalty: 4143.100586 Iteration 4F: 3 clusters Score -329447.8 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -329651.718750 Penalty: 4143.100586 Iteration 5F: 3 clusters Score -329651.7 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -329835.187500 Penalty: 4143.100586 Iteration 6Q: 3 clusters Score -329835.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -329975.156250 Penalty: 4143.100586 Iteration 7Q: 3 clusters Score -329975.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -330059.187500 Penalty: 4143.100586 Iteration 8Q: 3 clusters Score -330059.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -330127.687500 Penalty: 4143.100586 Iteration 9Q: 3 clusters Score -330127.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -330155.437500 Penalty: 4143.100586 Iteration 10Q: 3 clusters Score -330155.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -330180.531250 Penalty: 4143.100586 Iteration 11Q: 3 clusters Score -330180.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -330202.218750 Penalty: 4143.100586 Iteration 12Q: 3 clusters Score -330202.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -330218.218750 Penalty: 4143.100586 Iteration 13Q: 3 clusters Score -330218.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -330229.906250 Penalty: 4143.100586 Iteration 14Q: 3 clusters Score -330229.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -330240.656250 Penalty: 4143.100586 Iteration 15Q: 3 clusters Score -330240.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -330253.718750 Penalty: 4143.100586 Iteration 16Q: 3 clusters Score -330253.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -330268.656250 Penalty: 4143.100586 Iteration 17Q: 3 clusters Score -330268.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -330278.812500 Penalty: 4143.100586 Iteration 18Q: 3 clusters Score -330278.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -330290.593750 Penalty: 4143.100586 Iteration 19Q: 3 clusters Score -330290.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -330300.281250 Penalty: 4143.100586 Iteration 20F: 3 clusters Score -330300.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -330308.781250 Penalty: 4143.100586 Iteration 21Q: 3 clusters Score -330308.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -330328.375000 Penalty: 4143.100586 Iteration 22Q: 3 clusters Score -330328.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -330361.687500 Penalty: 4143.100586 Iteration 23Q: 3 clusters Score -330361.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -330400.250000 Penalty: 4143.100586 Iteration 24Q: 3 clusters Score -330400.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -330431.156250 Penalty: 4143.100586 Iteration 25Q: 3 clusters Score -330431.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -330454.218750 Penalty: 4143.100586 Iteration 26Q: 3 clusters Score -330454.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -330486.968750 Penalty: 4143.100586 Iteration 27Q: 3 clusters Score -330487 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -330549.750000 Penalty: 4143.100586 Iteration 28Q: 3 clusters Score -330549.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -330633.843750 Penalty: 4143.100586 Iteration 29Q: 3 clusters Score -330633.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -330678.843750 Penalty: 4143.100586 Iteration 30Q: 3 clusters Score -330678.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -330712.937500 Penalty: 4143.100586 Iteration 31Q: 3 clusters Score -330712.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -330741.406250 Penalty: 4143.100586 Iteration 32Q: 3 clusters Score -330741.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -330762.781250 Penalty: 4143.100586 Iteration 33Q: 3 clusters Score -330762.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -330780.968750 Penalty: 4143.100586 Iteration 34Q: 3 clusters Score -330781 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -330799.968750 Penalty: 4143.100586 Iteration 35Q: 3 clusters Score -330800 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -330821.500000 Penalty: 4143.100586 Iteration 36Q: 3 clusters Score -330821.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -330851.000000 Penalty: 4143.100586 Iteration 37Q: 3 clusters Score -330851 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -330878.500000 Penalty: 4143.100586 Iteration 38Q: 3 clusters Score -330878.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -330909.125000 Penalty: 4143.100586 Iteration 39Q: 3 clusters Score -330909.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -330961.562500 Penalty: 4143.100586 Iteration 40F: 3 clusters Score -330961.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -331023.625000 Penalty: 4143.100586 Iteration 41Q: 3 clusters Score -331023.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -331094.000000 Penalty: 4143.100586 Iteration 42Q: 3 clusters Score -331094 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -331162.593750 Penalty: 4143.100586 Iteration 43Q: 3 clusters Score -331162.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -331235.812500 Penalty: 4143.100586 Iteration 44Q: 3 clusters Score -331235.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -331308.500000 Penalty: 4143.100586 Iteration 45Q: 3 clusters Score -331308.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -331371.812500 Penalty: 4143.100586 Iteration 46Q: 3 clusters Score -331371.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -331432.062500 Penalty: 4143.100586 Iteration 47Q: 3 clusters Score -331432.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -331469.437500 Penalty: 4143.100586 Iteration 48Q: 3 clusters Score -331469.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -331498.812500 Penalty: 4143.100586 Iteration 49Q: 3 clusters Score -331498.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -331519.687500 Penalty: 4143.100586 Iteration 50Q: 3 clusters Score -331519.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -331542.593750 Penalty: 4143.100586 Iteration 51Q: 3 clusters Score -331542.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -331563.000000 Penalty: 4143.100586 Iteration 52Q: 3 clusters Score -331563 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -331579.187500 Penalty: 4143.100586 Iteration 53Q: 3 clusters Score -331579.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -331593.468750 Penalty: 4143.100586 Iteration 54Q: 3 clusters Score -331593.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -331605.906250 Penalty: 4143.100586 Iteration 55Q: 3 clusters Score -331605.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -331619.500000 Penalty: 4143.100586 Iteration 56Q: 3 clusters Score -331619.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -331630.343750 Penalty: 4143.100586 Iteration 57Q: 3 clusters Score -331630.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -331642.656250 Penalty: 4143.100586 Iteration 58Q: 3 clusters Score -331642.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -331662.093750 Penalty: 4143.100586 Iteration 59Q: 3 clusters Score -331662.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -331696.875000 Penalty: 4143.100586 Iteration 60F: 3 clusters Score -331696.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -331728.062500 Penalty: 4143.100586 Iteration 61Q: 3 clusters Score -331728.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -331760.625000 Penalty: 4143.100586 Iteration 62Q: 3 clusters Score -331760.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -331795.875000 Penalty: 4143.100586 Iteration 63Q: 3 clusters Score -331795.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -331824.687500 Penalty: 4143.100586 Iteration 64Q: 3 clusters Score -331824.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -331855.968750 Penalty: 4143.100586 Iteration 65Q: 3 clusters Score -331856 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -331899.875000 Penalty: 4143.100586 Iteration 66Q: 3 clusters Score -331899.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -331942.312500 Penalty: 4143.100586 Iteration 67Q: 3 clusters Score -331942.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -331965.781250 Penalty: 4143.100586 Iteration 68Q: 3 clusters Score -331965.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -331983.593750 Penalty: 4143.100586 Iteration 69Q: 3 clusters Score -331983.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -332000.562500 Penalty: 4143.100586 Iteration 70Q: 3 clusters Score -332000.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -332025.406250 Penalty: 4143.100586 Iteration 71Q: 3 clusters Score -332025.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -332047.000000 Penalty: 4143.100586 Iteration 72Q: 3 clusters Score -332047 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -332067.656250 Penalty: 4143.100586 Iteration 73Q: 3 clusters Score -332067.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -332082.593750 Penalty: 4143.100586 Iteration 74Q: 3 clusters Score -332082.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -332105.500000 Penalty: 4143.100586 Iteration 75Q: 3 clusters Score -332105.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -332123.218750 Penalty: 4143.100586 Iteration 76Q: 3 clusters Score -332123.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -332134.000000 Penalty: 4143.100586 Iteration 77Q: 3 clusters Score -332134 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -332140.562500 Penalty: 4143.100586 Iteration 78Q: 3 clusters Score -332140.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -332146.406250 Penalty: 4143.100586 Iteration 79Q: 3 clusters Score -332146.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -332150.656250 Penalty: 4143.100586 Iteration 80F: 3 clusters Score -332150.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -332154.937500 Penalty: 4143.100586 Iteration 81Q: 3 clusters Score -332154.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -332160.062500 Penalty: 4143.100586 Iteration 82Q: 3 clusters Score -332160.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -332169.218750 Penalty: 4143.100586 Iteration 83Q: 3 clusters Score -332169.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -332174.093750 Penalty: 4143.100586 Iteration 84Q: 3 clusters Score -332174.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -332176.937500 Penalty: 4143.100586 Iteration 85Q: 3 clusters Score -332176.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -332182.750000 Penalty: 4143.100586 Iteration 86Q: 3 clusters Score -332182.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -332186.156250 Penalty: 4143.100586 Iteration 87Q: 3 clusters Score -332186.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -332189.156250 Penalty: 4143.100586 Iteration 88Q: 3 clusters Score -332189.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -332190.062500 Penalty: 4143.100586 Iteration 89Q: 3 clusters Score -332190.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -332191.250000 Penalty: 4143.100586 Iteration 90Q: 3 clusters Score -332191.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -332191.656250 Penalty: 4143.100586 Iteration 91Q: 3 clusters Score -332191.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -332191.968750 Penalty: 4143.100586 Iteration 92Q: 3 clusters Score -332192 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -332191.968750 Penalty: 4143.100586 Iteration 93F: 3 clusters Score -332192 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 740 members Mstep: Class 3 contains 282773 members Mstep: Class 4 contains 1323 members Mstep: Class 5 contains 3690 members Mstep: Class 6 contains 1314 members Mstep: Class 7 contains 37359 members Mstep: Class 8 contains 11160 members Mstep: Class 9 contains 5843 members Mstep: Class 10 contains 553 members Mstep: Class 11 contains 11908 members Mstep: Class 14 contains 6610 members Mstep: Class 15 contains 9311 members Mstep: Class 16 contains 10300 members Mstep: Class 17 contains 294451 members Mstep: Class 18 contains 83471 members Mstep: Class 19 contains 6780 members Entering Unmasked Estep Score: -68861912.000000 Penalty: 57171.062500 Splitting cluster 5 changes total score from -68859640.000000 to -68861912.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 7 (37359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37359 members Entering Unmasked Estep Score: -3285618.750000 Penalty: 2611.025635 Iteration 0F: 2 clusters Score -3285619 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18667 members Mstep: Class 2 contains 18692 members Entering Unmasked Estep Score: -3260222.000000 Penalty: 5222.051270 Iteration 0F: 3 clusters Score -3260222 nChanged 17103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18482 members Mstep: Class 2 contains 18877 members Entering Unmasked Estep Score: -3270046.000000 Penalty: 5222.051270 Iteration 1F: 3 clusters Score -3270046 nChanged 2000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18124 members Mstep: Class 2 contains 19235 members Entering Unmasked Estep Score: -3271385.750000 Penalty: 5222.051270 Iteration 2F: 3 clusters Score -3271386 nChanged 2402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17408 members Mstep: Class 2 contains 19951 members Entering Unmasked Estep Score: -3273363.000000 Penalty: 5222.051270 Iteration 3F: 3 clusters Score -3273363 nChanged 3016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16084 members Mstep: Class 2 contains 21275 members Entering Unmasked Estep Score: -3275761.500000 Penalty: 5222.051270 Iteration 4F: 3 clusters Score -3275762 nChanged 3249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14355 members Mstep: Class 2 contains 23004 members Entering Unmasked Estep Score: -3278225.000000 Penalty: 5222.051270 Iteration 5F: 3 clusters Score -3278225 nChanged 2939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12506 members Mstep: Class 2 contains 24853 members Entering Unmasked Estep Score: -3280335.250000 Penalty: 5222.051270 Iteration 6F: 3 clusters Score -3280335 nChanged 2326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10826 members Mstep: Class 2 contains 26533 members Entering Unmasked Estep Score: -3281800.000000 Penalty: 5222.051270 Iteration 7F: 3 clusters Score -3281800 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9516 members Mstep: Class 2 contains 27843 members Entering Unmasked Estep Score: -3282717.500000 Penalty: 5222.051270 Iteration 8Q: 3 clusters Score -3282718 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8409 members Mstep: Class 2 contains 28950 members Entering Unmasked Estep Score: -3283376.000000 Penalty: 5222.051270 Iteration 9Q: 3 clusters Score -3283376 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 29895 members Entering Unmasked Estep Score: -3283901.750000 Penalty: 5222.051270 Iteration 10Q: 3 clusters Score -3283902 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 30695 members Entering Unmasked Estep Score: -3284334.250000 Penalty: 5222.051270 Iteration 11Q: 3 clusters Score -3284334 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 31392 members Entering Unmasked Estep Score: -3284694.500000 Penalty: 5222.051270 Iteration 12Q: 3 clusters Score -3284694 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 32002 members Entering Unmasked Estep Score: -3285005.750000 Penalty: 5222.051270 Iteration 13Q: 3 clusters Score -3285006 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 32538 members Entering Unmasked Estep Score: -3285248.000000 Penalty: 5222.051270 Iteration 14Q: 3 clusters Score -3285248 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 33004 members Entering Unmasked Estep Score: -3285447.750000 Penalty: 5222.051270 Iteration 15Q: 3 clusters Score -3285448 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 33410 members Entering Unmasked Estep Score: -3285634.500000 Penalty: 5222.051270 Iteration 16Q: 3 clusters Score -3285634 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 33808 members Entering Unmasked Estep Score: -3285804.000000 Penalty: 5222.051270 Iteration 17Q: 3 clusters Score -3285804 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 34161 members Entering Unmasked Estep Score: -3285983.500000 Penalty: 5222.051270 Iteration 18Q: 3 clusters Score -3285984 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 34480 members Entering Unmasked Estep Score: -3286152.000000 Penalty: 5222.051270 Iteration 19Q: 3 clusters Score -3286152 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 34763 members Entering Unmasked Estep Score: -3286299.750000 Penalty: 5222.051270 Iteration 20F: 3 clusters Score -3286300 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 34994 members Entering Unmasked Estep Score: -3286436.750000 Penalty: 5222.051270 Iteration 21Q: 3 clusters Score -3286437 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 35163 members Entering Unmasked Estep Score: -3286543.750000 Penalty: 5222.051270 Iteration 22Q: 3 clusters Score -3286544 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 35281 members Entering Unmasked Estep Score: -3286636.250000 Penalty: 5222.051270 Iteration 23Q: 3 clusters Score -3286636 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 35369 members Entering Unmasked Estep Score: -3286696.750000 Penalty: 5222.051270 Iteration 24Q: 3 clusters Score -3286697 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 35437 members Entering Unmasked Estep Score: -3286737.750000 Penalty: 5222.051270 Iteration 25Q: 3 clusters Score -3286738 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 35487 members Entering Unmasked Estep Score: -3286752.750000 Penalty: 5222.051270 Iteration 26Q: 3 clusters Score -3286753 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 35518 members Entering Unmasked Estep Score: -3286765.250000 Penalty: 5222.051270 Iteration 27Q: 3 clusters Score -3286765 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 35532 members Entering Unmasked Estep Score: -3286771.500000 Penalty: 5222.051270 Iteration 28Q: 3 clusters Score -3286772 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 35540 members Entering Unmasked Estep Score: -3286775.750000 Penalty: 5222.051270 Iteration 29Q: 3 clusters Score -3286776 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 35547 members Entering Unmasked Estep Score: -3286773.500000 Penalty: 5222.051270 Iteration 30Q: 3 clusters Score -3286774 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 35558 members Entering Unmasked Estep Score: -3286783.250000 Penalty: 5222.051270 Iteration 31Q: 3 clusters Score -3286783 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 35571 members Entering Unmasked Estep Score: -3286789.250000 Penalty: 5222.051270 Iteration 32Q: 3 clusters Score -3286789 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 35579 members Entering Unmasked Estep Score: -3286792.500000 Penalty: 5222.051270 Iteration 33Q: 3 clusters Score -3286792 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 35584 members Entering Unmasked Estep Score: -3286790.250000 Penalty: 5222.051270 Iteration 34Q: 3 clusters Score -3286790 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 35590 members Entering Unmasked Estep Score: -3286788.000000 Penalty: 5222.051270 Iteration 35Q: 3 clusters Score -3286788 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 35595 members Entering Unmasked Estep Score: -3286789.500000 Penalty: 5222.051270 Iteration 36Q: 3 clusters Score -3286790 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 35595 members Entering Unmasked Estep Score: -3286789.500000 Penalty: 5222.051270 Iteration 37Q: 3 clusters Score -3286790 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 35596 members Entering Unmasked Estep Score: -3286790.250000 Penalty: 5222.051270 Iteration 38Q: 3 clusters Score -3286790 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 35599 members Entering Unmasked Estep Score: -3286792.500000 Penalty: 5222.051270 Iteration 39Q: 3 clusters Score -3286792 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 35600 members Entering Unmasked Estep Score: -3286796.750000 Penalty: 5222.051270 Iteration 40F: 3 clusters Score -3286797 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 35601 members Entering Unmasked Estep Score: -3286797.250000 Penalty: 5222.051270 Iteration 41Q: 3 clusters Score -3286797 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 35601 members Entering Unmasked Estep Score: -3286797.250000 Penalty: 5222.051270 Iteration 42F: 3 clusters Score -3286797 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 740 members Mstep: Class 3 contains 282773 members Mstep: Class 4 contains 1323 members Mstep: Class 5 contains 3690 members Mstep: Class 6 contains 1314 members Mstep: Class 7 contains 1758 members Mstep: Class 8 contains 11160 members Mstep: Class 9 contains 5843 members Mstep: Class 10 contains 553 members Mstep: Class 11 contains 11908 members Mstep: Class 12 contains 35601 members Mstep: Class 14 contains 6610 members Mstep: Class 15 contains 9311 members Mstep: Class 16 contains 10300 members Mstep: Class 17 contains 294451 members Mstep: Class 18 contains 83471 members Mstep: Class 19 contains 6780 members Entering Unmasked Estep Score: -68862616.000000 Penalty: 60534.062500 Splitting cluster 7 changes total score from -68859640.000000 to -68862616.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 8 (11160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11160 members Entering Unmasked Estep Score: -930978.687500 Penalty: 2311.382568 Iteration 0F: 2 clusters Score -930978.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -922524.937500 Penalty: 4622.765137 Iteration 0F: 3 clusters Score -922524.9 nChanged 4677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -925238.562500 Penalty: 4622.765137 Iteration 1F: 3 clusters Score -925238.6 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -925710.125000 Penalty: 4622.765137 Iteration 2F: 3 clusters Score -925710.1 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -926106.687500 Penalty: 4622.765137 Iteration 3F: 3 clusters Score -926106.7 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5558 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -926476.687500 Penalty: 4622.765137 Iteration 4F: 3 clusters Score -926476.7 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5532 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -926779.687500 Penalty: 4622.765137 Iteration 5Q: 3 clusters Score -926779.7 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5470 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -927078.625000 Penalty: 4622.765137 Iteration 6Q: 3 clusters Score -927078.6 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 5750 members Entering Unmasked Estep Score: -927347.062500 Penalty: 4622.765137 Iteration 7Q: 3 clusters Score -927347.1 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -927610.937500 Penalty: 4622.765137 Iteration 8Q: 3 clusters Score -927610.9 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -927845.562500 Penalty: 4622.765137 Iteration 9Q: 3 clusters Score -927845.6 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -928034.437500 Penalty: 4622.765137 Iteration 10Q: 3 clusters Score -928034.4 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -928179.500000 Penalty: 4622.765137 Iteration 11Q: 3 clusters Score -928179.5 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -928273.312500 Penalty: 4622.765137 Iteration 12Q: 3 clusters Score -928273.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -928334.437500 Penalty: 4622.765137 Iteration 13Q: 3 clusters Score -928334.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 6141 members Entering Unmasked Estep Score: -928389.687500 Penalty: 4622.765137 Iteration 14Q: 3 clusters Score -928389.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 6187 members Entering Unmasked Estep Score: -928440.500000 Penalty: 4622.765137 Iteration 15Q: 3 clusters Score -928440.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -928484.125000 Penalty: 4622.765137 Iteration 16Q: 3 clusters Score -928484.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 6285 members Entering Unmasked Estep Score: -928524.937500 Penalty: 4622.765137 Iteration 17Q: 3 clusters Score -928524.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -928565.062500 Penalty: 4622.765137 Iteration 18Q: 3 clusters Score -928565.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 6369 members Entering Unmasked Estep Score: -928606.312500 Penalty: 4622.765137 Iteration 19Q: 3 clusters Score -928606.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 6410 members Entering Unmasked Estep Score: -928643.000000 Penalty: 4622.765137 Iteration 20F: 3 clusters Score -928643 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 6433 members Entering Unmasked Estep Score: -928700.437500 Penalty: 4622.765137 Iteration 21Q: 3 clusters Score -928700.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -928754.062500 Penalty: 4622.765137 Iteration 22Q: 3 clusters Score -928754.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 6407 members Entering Unmasked Estep Score: -928810.937500 Penalty: 4622.765137 Iteration 23Q: 3 clusters Score -928810.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 6410 members Entering Unmasked Estep Score: -928865.375000 Penalty: 4622.765137 Iteration 24Q: 3 clusters Score -928865.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -928929.000000 Penalty: 4622.765137 Iteration 25Q: 3 clusters Score -928929 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 6368 members Entering Unmasked Estep Score: -929007.125000 Penalty: 4622.765137 Iteration 26Q: 3 clusters Score -929007.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -929070.625000 Penalty: 4622.765137 Iteration 27Q: 3 clusters Score -929070.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4830 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -929119.437500 Penalty: 4622.765137 Iteration 28Q: 3 clusters Score -929119.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 6334 members Entering Unmasked Estep Score: -929158.750000 Penalty: 4622.765137 Iteration 29Q: 3 clusters Score -929158.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 6353 members Entering Unmasked Estep Score: -929192.500000 Penalty: 4622.765137 Iteration 30Q: 3 clusters Score -929192.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 6383 members Entering Unmasked Estep Score: -929223.062500 Penalty: 4622.765137 Iteration 31Q: 3 clusters Score -929223.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 6407 members Entering Unmasked Estep Score: -929244.687500 Penalty: 4622.765137 Iteration 32Q: 3 clusters Score -929244.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 6414 members Entering Unmasked Estep Score: -929262.187500 Penalty: 4622.765137 Iteration 33Q: 3 clusters Score -929262.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -929274.187500 Penalty: 4622.765137 Iteration 34Q: 3 clusters Score -929274.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4712 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -929287.125000 Penalty: 4622.765137 Iteration 35Q: 3 clusters Score -929287.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 6467 members Entering Unmasked Estep Score: -929297.687500 Penalty: 4622.765137 Iteration 36Q: 3 clusters Score -929297.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -929311.875000 Penalty: 4622.765137 Iteration 37Q: 3 clusters Score -929311.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 6521 members Entering Unmasked Estep Score: -929320.000000 Penalty: 4622.765137 Iteration 38Q: 3 clusters Score -929320 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 6548 members Entering Unmasked Estep Score: -929330.750000 Penalty: 4622.765137 Iteration 39Q: 3 clusters Score -929330.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 6574 members Entering Unmasked Estep Score: -929343.875000 Penalty: 4622.765137 Iteration 40F: 3 clusters Score -929343.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 6598 members Entering Unmasked Estep Score: -929349.375000 Penalty: 4622.765137 Iteration 41Q: 3 clusters Score -929349.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 6617 members Entering Unmasked Estep Score: -929357.500000 Penalty: 4622.765137 Iteration 42Q: 3 clusters Score -929357.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -929360.437500 Penalty: 4622.765137 Iteration 43Q: 3 clusters Score -929360.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -929364.312500 Penalty: 4622.765137 Iteration 44Q: 3 clusters Score -929364.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 6672 members Entering Unmasked Estep Score: -929370.437500 Penalty: 4622.765137 Iteration 45Q: 3 clusters Score -929370.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 6692 members Entering Unmasked Estep Score: -929373.562500 Penalty: 4622.765137 Iteration 46Q: 3 clusters Score -929373.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4457 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -929375.062500 Penalty: 4622.765137 Iteration 47Q: 3 clusters Score -929375.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -929383.687500 Penalty: 4622.765137 Iteration 48Q: 3 clusters Score -929383.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 6742 members Entering Unmasked Estep Score: -929383.937500 Penalty: 4622.765137 Iteration 49Q: 3 clusters Score -929383.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -929389.500000 Penalty: 4622.765137 Iteration 50Q: 3 clusters Score -929389.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -929397.062500 Penalty: 4622.765137 Iteration 51Q: 3 clusters Score -929397.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 6793 members Entering Unmasked Estep Score: -929396.000000 Penalty: 4622.765137 Iteration 52Q: 3 clusters Score -929396 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 6805 members Entering Unmasked Estep Score: -929398.500000 Penalty: 4622.765137 Iteration 53Q: 3 clusters Score -929398.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -929402.187500 Penalty: 4622.765137 Iteration 54Q: 3 clusters Score -929402.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -929402.437500 Penalty: 4622.765137 Iteration 55Q: 3 clusters Score -929402.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 6832 members Entering Unmasked Estep Score: -929405.687500 Penalty: 4622.765137 Iteration 56Q: 3 clusters Score -929405.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -929405.937500 Penalty: 4622.765137 Iteration 57Q: 3 clusters Score -929405.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -929409.750000 Penalty: 4622.765137 Iteration 58Q: 3 clusters Score -929409.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -929411.687500 Penalty: 4622.765137 Iteration 59Q: 3 clusters Score -929411.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -929413.750000 Penalty: 4622.765137 Iteration 60F: 3 clusters Score -929413.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 6883 members Entering Unmasked Estep Score: -929416.562500 Penalty: 4622.765137 Iteration 61Q: 3 clusters Score -929416.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -929419.375000 Penalty: 4622.765137 Iteration 62Q: 3 clusters Score -929419.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 6887 members Entering Unmasked Estep Score: -929419.312500 Penalty: 4622.765137 Iteration 63Q: 3 clusters Score -929419.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 6887 members Entering Unmasked Estep Score: -929419.312500 Penalty: 4622.765137 Iteration 64F: 3 clusters Score -929419.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Entering Unmasked Estep Score: -536676.687500 Penalty: 2150.903809 Iteration 0F: 2 clusters Score -536676.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -531668.062500 Penalty: 4301.807617 Iteration 0F: 3 clusters Score -531668.1 nChanged 2276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -532897.125000 Penalty: 4301.807617 Iteration 1F: 3 clusters Score -532897.1 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -533137.812500 Penalty: 4301.807617 Iteration 2F: 3 clusters Score -533137.8 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -533318.000000 Penalty: 4301.807617 Iteration 3F: 3 clusters Score -533318 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -533574.250000 Penalty: 4301.807617 Iteration 4F: 3 clusters Score -533574.2 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -533886.062500 Penalty: 4301.807617 Iteration 5F: 3 clusters Score -533886.1 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -534212.375000 Penalty: 4301.807617 Iteration 6F: 3 clusters Score -534212.4 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -534532.250000 Penalty: 4301.807617 Iteration 7F: 3 clusters Score -534532.2 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -534792.562500 Penalty: 4301.807617 Iteration 8F: 3 clusters Score -534792.6 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -534996.750000 Penalty: 4301.807617 Iteration 9Q: 3 clusters Score -534996.8 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -535132.000000 Penalty: 4301.807617 Iteration 10Q: 3 clusters Score -535132 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -535218.062500 Penalty: 4301.807617 Iteration 11Q: 3 clusters Score -535218.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -535267.625000 Penalty: 4301.807617 Iteration 12Q: 3 clusters Score -535267.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -535298.187500 Penalty: 4301.807617 Iteration 13Q: 3 clusters Score -535298.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -535314.500000 Penalty: 4301.807617 Iteration 14Q: 3 clusters Score -535314.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -535334.250000 Penalty: 4301.807617 Iteration 15Q: 3 clusters Score -535334.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -535347.625000 Penalty: 4301.807617 Iteration 16Q: 3 clusters Score -535347.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -535358.562500 Penalty: 4301.807617 Iteration 17Q: 3 clusters Score -535358.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -535368.375000 Penalty: 4301.807617 Iteration 18Q: 3 clusters Score -535368.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -535372.125000 Penalty: 4301.807617 Iteration 19Q: 3 clusters Score -535372.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -535374.000000 Penalty: 4301.807617 Iteration 20F: 3 clusters Score -535374 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -535376.875000 Penalty: 4301.807617 Iteration 21Q: 3 clusters Score -535376.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -535380.562500 Penalty: 4301.807617 Iteration 22Q: 3 clusters Score -535380.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -535380.000000 Penalty: 4301.807617 Iteration 23Q: 3 clusters Score -535380 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -535382.625000 Penalty: 4301.807617 Iteration 24Q: 3 clusters Score -535382.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -535385.437500 Penalty: 4301.807617 Iteration 25Q: 3 clusters Score -535385.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -535386.750000 Penalty: 4301.807617 Iteration 26Q: 3 clusters Score -535386.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -535387.812500 Penalty: 4301.807617 Iteration 27Q: 3 clusters Score -535387.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -535390.687500 Penalty: 4301.807617 Iteration 28Q: 3 clusters Score -535390.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -535390.875000 Penalty: 4301.807617 Iteration 29Q: 3 clusters Score -535390.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -535392.312500 Penalty: 4301.807617 Iteration 30Q: 3 clusters Score -535392.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4457 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -535391.750000 Penalty: 4301.807617 Iteration 31Q: 3 clusters Score -535391.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -535392.625000 Penalty: 4301.807617 Iteration 32Q: 3 clusters Score -535392.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -535392.750000 Penalty: 4301.807617 Iteration 33Q: 3 clusters Score -535392.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -535394.000000 Penalty: 4301.807617 Iteration 34Q: 3 clusters Score -535394 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -535393.500000 Penalty: 4301.807617 Iteration 35Q: 3 clusters Score -535393.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -535393.750000 Penalty: 4301.807617 Iteration 36Q: 3 clusters Score -535393.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -535394.687500 Penalty: 4301.807617 Iteration 37Q: 3 clusters Score -535394.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -535394.687500 Penalty: 4301.807617 Iteration 38F: 3 clusters Score -535394.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (11908 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11908 members Entering Unmasked Estep Score: -1092211.500000 Penalty: 2327.471436 Iteration 0F: 2 clusters Score -1092212 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -1083336.875000 Penalty: 4654.942871 Iteration 0F: 3 clusters Score -1083337 nChanged 5027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -1086054.875000 Penalty: 4654.942871 Iteration 1F: 3 clusters Score -1086055 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 5431 members Entering Unmasked Estep Score: -1086455.250000 Penalty: 4654.942871 Iteration 2F: 3 clusters Score -1086455 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -1086802.375000 Penalty: 4654.942871 Iteration 3F: 3 clusters Score -1086802 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7134 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -1087146.875000 Penalty: 4654.942871 Iteration 4F: 3 clusters Score -1087147 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7538 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -1087505.375000 Penalty: 4654.942871 Iteration 5F: 3 clusters Score -1087505 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7968 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -1087869.000000 Penalty: 4654.942871 Iteration 6Q: 3 clusters Score -1087869 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8452 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -1088283.000000 Penalty: 4654.942871 Iteration 7F: 3 clusters Score -1088283 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8926 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -1088695.500000 Penalty: 4654.942871 Iteration 8Q: 3 clusters Score -1088696 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9372 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -1089086.125000 Penalty: 4654.942871 Iteration 9Q: 3 clusters Score -1089086 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9784 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -1089398.500000 Penalty: 4654.942871 Iteration 10Q: 3 clusters Score -1089398 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10105 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -1089624.750000 Penalty: 4654.942871 Iteration 11Q: 3 clusters Score -1089625 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10343 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -1089772.875000 Penalty: 4654.942871 Iteration 12Q: 3 clusters Score -1089773 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10512 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -1089887.750000 Penalty: 4654.942871 Iteration 13Q: 3 clusters Score -1089888 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10641 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -1089966.000000 Penalty: 4654.942871 Iteration 14Q: 3 clusters Score -1089966 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10740 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -1090021.750000 Penalty: 4654.942871 Iteration 15Q: 3 clusters Score -1090022 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10817 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -1090063.250000 Penalty: 4654.942871 Iteration 16Q: 3 clusters Score -1090063 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10884 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -1090099.750000 Penalty: 4654.942871 Iteration 17Q: 3 clusters Score -1090100 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10935 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -1090134.125000 Penalty: 4654.942871 Iteration 18Q: 3 clusters Score -1090134 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10979 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -1090159.375000 Penalty: 4654.942871 Iteration 19Q: 3 clusters Score -1090159 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11021 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -1090179.625000 Penalty: 4654.942871 Iteration 20F: 3 clusters Score -1090180 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11049 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1090196.375000 Penalty: 4654.942871 Iteration 21Q: 3 clusters Score -1090196 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11068 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -1090207.500000 Penalty: 4654.942871 Iteration 22Q: 3 clusters Score -1090208 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11084 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -1090214.875000 Penalty: 4654.942871 Iteration 23Q: 3 clusters Score -1090215 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11102 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -1090227.750000 Penalty: 4654.942871 Iteration 24Q: 3 clusters Score -1090228 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11118 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -1090234.500000 Penalty: 4654.942871 Iteration 25Q: 3 clusters Score -1090234 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11127 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -1090241.125000 Penalty: 4654.942871 Iteration 26Q: 3 clusters Score -1090241 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11137 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -1090243.875000 Penalty: 4654.942871 Iteration 27Q: 3 clusters Score -1090244 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11144 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -1090248.750000 Penalty: 4654.942871 Iteration 28Q: 3 clusters Score -1090249 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11147 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -1090250.000000 Penalty: 4654.942871 Iteration 29Q: 3 clusters Score -1090250 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11155 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -1090254.375000 Penalty: 4654.942871 Iteration 30Q: 3 clusters Score -1090254 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11163 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -1090257.500000 Penalty: 4654.942871 Iteration 31Q: 3 clusters Score -1090258 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11169 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -1090260.500000 Penalty: 4654.942871 Iteration 32Q: 3 clusters Score -1090260 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11175 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -1090265.625000 Penalty: 4654.942871 Iteration 33Q: 3 clusters Score -1090266 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11180 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -1090269.000000 Penalty: 4654.942871 Iteration 34Q: 3 clusters Score -1090269 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11188 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -1090270.375000 Penalty: 4654.942871 Iteration 35Q: 3 clusters Score -1090270 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11189 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -1090267.500000 Penalty: 4654.942871 Iteration 36Q: 3 clusters Score -1090268 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11192 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -1090269.375000 Penalty: 4654.942871 Iteration 37Q: 3 clusters Score -1090269 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11195 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -1090270.500000 Penalty: 4654.942871 Iteration 38Q: 3 clusters Score -1090270 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11199 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -1090275.250000 Penalty: 4654.942871 Iteration 39Q: 3 clusters Score -1090275 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11201 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -1090275.500000 Penalty: 4654.942871 Iteration 40F: 3 clusters Score -1090276 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11203 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -1090276.500000 Penalty: 4654.942871 Iteration 41Q: 3 clusters Score -1090276 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11204 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -1090277.875000 Penalty: 4654.942871 Iteration 42Q: 3 clusters Score -1090278 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11204 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -1090277.875000 Penalty: 4654.942871 Iteration 43F: 3 clusters Score -1090278 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (6610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Entering Unmasked Estep Score: -604605.812500 Penalty: 2181.492188 Iteration 0F: 2 clusters Score -604605.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -599052.250000 Penalty: 4362.984375 Iteration 0F: 3 clusters Score -599052.2 nChanged 2619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -600455.125000 Penalty: 4362.984375 Iteration 1F: 3 clusters Score -600455.1 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -600726.375000 Penalty: 4362.984375 Iteration 2F: 3 clusters Score -600726.4 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -600927.562500 Penalty: 4362.984375 Iteration 3F: 3 clusters Score -600927.6 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -601082.687500 Penalty: 4362.984375 Iteration 4Q: 3 clusters Score -601082.7 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -601227.875000 Penalty: 4362.984375 Iteration 5Q: 3 clusters Score -601227.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -601357.937500 Penalty: 4362.984375 Iteration 6Q: 3 clusters Score -601357.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -601494.750000 Penalty: 4362.984375 Iteration 7Q: 3 clusters Score -601494.8 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -601685.937500 Penalty: 4362.984375 Iteration 8Q: 3 clusters Score -601685.9 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -601948.375000 Penalty: 4362.984375 Iteration 9Q: 3 clusters Score -601948.4 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -602182.125000 Penalty: 4362.984375 Iteration 10Q: 3 clusters Score -602182.1 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -602361.437500 Penalty: 4362.984375 Iteration 11Q: 3 clusters Score -602361.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -602464.125000 Penalty: 4362.984375 Iteration 12Q: 3 clusters Score -602464.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -602514.625000 Penalty: 4362.984375 Iteration 13Q: 3 clusters Score -602514.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -602547.250000 Penalty: 4362.984375 Iteration 14Q: 3 clusters Score -602547.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -602581.812500 Penalty: 4362.984375 Iteration 15Q: 3 clusters Score -602581.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -602613.000000 Penalty: 4362.984375 Iteration 16Q: 3 clusters Score -602613 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -602634.500000 Penalty: 4362.984375 Iteration 17Q: 3 clusters Score -602634.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -602657.812500 Penalty: 4362.984375 Iteration 18Q: 3 clusters Score -602657.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -602677.375000 Penalty: 4362.984375 Iteration 19Q: 3 clusters Score -602677.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -602694.562500 Penalty: 4362.984375 Iteration 20F: 3 clusters Score -602694.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -602702.250000 Penalty: 4362.984375 Iteration 21Q: 3 clusters Score -602702.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -602714.125000 Penalty: 4362.984375 Iteration 22Q: 3 clusters Score -602714.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -602721.875000 Penalty: 4362.984375 Iteration 23Q: 3 clusters Score -602721.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -602727.375000 Penalty: 4362.984375 Iteration 24Q: 3 clusters Score -602727.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -602731.437500 Penalty: 4362.984375 Iteration 25Q: 3 clusters Score -602731.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -602740.687500 Penalty: 4362.984375 Iteration 26Q: 3 clusters Score -602740.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -602749.875000 Penalty: 4362.984375 Iteration 27Q: 3 clusters Score -602749.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -602756.562500 Penalty: 4362.984375 Iteration 28Q: 3 clusters Score -602756.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -602767.375000 Penalty: 4362.984375 Iteration 29Q: 3 clusters Score -602767.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -602774.250000 Penalty: 4362.984375 Iteration 30Q: 3 clusters Score -602774.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -602777.437500 Penalty: 4362.984375 Iteration 31Q: 3 clusters Score -602777.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -602782.000000 Penalty: 4362.984375 Iteration 32Q: 3 clusters Score -602782 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -602782.312500 Penalty: 4362.984375 Iteration 33Q: 3 clusters Score -602782.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -602783.812500 Penalty: 4362.984375 Iteration 34Q: 3 clusters Score -602783.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -602785.187500 Penalty: 4362.984375 Iteration 35Q: 3 clusters Score -602785.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -602786.750000 Penalty: 4362.984375 Iteration 36Q: 3 clusters Score -602786.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -602788.875000 Penalty: 4362.984375 Iteration 37Q: 3 clusters Score -602788.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -602791.375000 Penalty: 4362.984375 Iteration 38Q: 3 clusters Score -602791.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -602793.875000 Penalty: 4362.984375 Iteration 39Q: 3 clusters Score -602793.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -602794.687500 Penalty: 4362.984375 Iteration 40F: 3 clusters Score -602794.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -602796.437500 Penalty: 4362.984375 Iteration 41Q: 3 clusters Score -602796.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -602797.937500 Penalty: 4362.984375 Iteration 42Q: 3 clusters Score -602797.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -602800.875000 Penalty: 4362.984375 Iteration 43Q: 3 clusters Score -602800.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -602801.625000 Penalty: 4362.984375 Iteration 44Q: 3 clusters Score -602801.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -602800.750000 Penalty: 4362.984375 Iteration 45Q: 3 clusters Score -602800.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -602802.937500 Penalty: 4362.984375 Iteration 46Q: 3 clusters Score -602802.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -602802.937500 Penalty: 4362.984375 Iteration 47Q: 3 clusters Score -602802.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -602803.750000 Penalty: 4362.984375 Iteration 48Q: 3 clusters Score -602803.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -602804.062500 Penalty: 4362.984375 Iteration 49Q: 3 clusters Score -602804.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -602804.375000 Penalty: 4362.984375 Iteration 50Q: 3 clusters Score -602804.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -602805.312500 Penalty: 4362.984375 Iteration 51Q: 3 clusters Score -602805.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -602806.125000 Penalty: 4362.984375 Iteration 52Q: 3 clusters Score -602806.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -602807.062500 Penalty: 4362.984375 Iteration 53Q: 3 clusters Score -602807.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -602807.562500 Penalty: 4362.984375 Iteration 54Q: 3 clusters Score -602807.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -602808.312500 Penalty: 4362.984375 Iteration 55Q: 3 clusters Score -602808.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -602808.187500 Penalty: 4362.984375 Iteration 56Q: 3 clusters Score -602808.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -602809.375000 Penalty: 4362.984375 Iteration 57Q: 3 clusters Score -602809.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -602810.687500 Penalty: 4362.984375 Iteration 58Q: 3 clusters Score -602810.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -602809.812500 Penalty: 4362.984375 Iteration 59Q: 3 clusters Score -602809.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -602809.312500 Penalty: 4362.984375 Iteration 60F: 3 clusters Score -602809.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -602809.375000 Penalty: 4362.984375 Iteration 61Q: 3 clusters Score -602809.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -602809.375000 Penalty: 4362.984375 Iteration 62F: 3 clusters Score -602809.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (9311 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9311 members Entering Unmasked Estep Score: -863623.250000 Penalty: 2266.460205 Iteration 0F: 2 clusters Score -863623.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -856393.500000 Penalty: 4532.920410 Iteration 0F: 3 clusters Score -856393.5 nChanged 3826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -858590.812500 Penalty: 4532.920410 Iteration 1F: 3 clusters Score -858590.8 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -859078.062500 Penalty: 4532.920410 Iteration 2F: 3 clusters Score -859078.1 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -859649.125000 Penalty: 4532.920410 Iteration 3F: 3 clusters Score -859649.1 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -860153.875000 Penalty: 4532.920410 Iteration 4F: 3 clusters Score -860153.9 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5604 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -860562.500000 Penalty: 4532.920410 Iteration 5F: 3 clusters Score -860562.5 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5960 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -860903.375000 Penalty: 4532.920410 Iteration 6F: 3 clusters Score -860903.4 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -861181.312500 Penalty: 4532.920410 Iteration 7Q: 3 clusters Score -861181.3 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -861436.750000 Penalty: 4532.920410 Iteration 8Q: 3 clusters Score -861436.8 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6985 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -861657.750000 Penalty: 4532.920410 Iteration 9Q: 3 clusters Score -861657.8 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7299 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -861882.187500 Penalty: 4532.920410 Iteration 10Q: 3 clusters Score -861882.2 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7528 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -862026.625000 Penalty: 4532.920410 Iteration 11Q: 3 clusters Score -862026.6 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7734 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -862157.312500 Penalty: 4532.920410 Iteration 12Q: 3 clusters Score -862157.3 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7912 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -862268.250000 Penalty: 4532.920410 Iteration 13Q: 3 clusters Score -862268.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8042 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -862346.875000 Penalty: 4532.920410 Iteration 14Q: 3 clusters Score -862346.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8172 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -862434.125000 Penalty: 4532.920410 Iteration 15Q: 3 clusters Score -862434.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8265 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -862499.312500 Penalty: 4532.920410 Iteration 16Q: 3 clusters Score -862499.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8343 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -862547.812500 Penalty: 4532.920410 Iteration 17Q: 3 clusters Score -862547.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8403 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -862582.562500 Penalty: 4532.920410 Iteration 18Q: 3 clusters Score -862582.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8440 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -862602.250000 Penalty: 4532.920410 Iteration 19Q: 3 clusters Score -862602.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8469 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -862619.687500 Penalty: 4532.920410 Iteration 20F: 3 clusters Score -862619.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8495 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -862637.000000 Penalty: 4532.920410 Iteration 21Q: 3 clusters Score -862637 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8510 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -862646.562500 Penalty: 4532.920410 Iteration 22Q: 3 clusters Score -862646.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8527 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -862653.875000 Penalty: 4532.920410 Iteration 23Q: 3 clusters Score -862653.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8538 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -862659.562500 Penalty: 4532.920410 Iteration 24Q: 3 clusters Score -862659.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8550 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -862668.375000 Penalty: 4532.920410 Iteration 25Q: 3 clusters Score -862668.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8559 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -862673.500000 Penalty: 4532.920410 Iteration 26Q: 3 clusters Score -862673.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8563 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -862677.000000 Penalty: 4532.920410 Iteration 27Q: 3 clusters Score -862677 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8568 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -862678.437500 Penalty: 4532.920410 Iteration 28Q: 3 clusters Score -862678.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8571 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -862679.687500 Penalty: 4532.920410 Iteration 29Q: 3 clusters Score -862679.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8572 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -862679.312500 Penalty: 4532.920410 Iteration 30Q: 3 clusters Score -862679.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8572 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -862679.312500 Penalty: 4532.920410 Iteration 31F: 3 clusters Score -862679.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (10300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10300 members Entering Unmasked Estep Score: -956146.375000 Penalty: 2291.495117 Iteration 0F: 2 clusters Score -956146.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -948247.125000 Penalty: 4582.990234 Iteration 0F: 3 clusters Score -948247.1 nChanged 4320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -950493.750000 Penalty: 4582.990234 Iteration 1F: 3 clusters Score -950493.8 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -950787.625000 Penalty: 4582.990234 Iteration 2F: 3 clusters Score -950787.6 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -951023.937500 Penalty: 4582.990234 Iteration 3F: 3 clusters Score -951023.9 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5300 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -951258.687500 Penalty: 4582.990234 Iteration 4Q: 3 clusters Score -951258.7 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5290 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -951471.000000 Penalty: 4582.990234 Iteration 5Q: 3 clusters Score -951471 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -951653.062500 Penalty: 4582.990234 Iteration 6Q: 3 clusters Score -951653.1 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -951822.062500 Penalty: 4582.990234 Iteration 7Q: 3 clusters Score -951822.1 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -952002.375000 Penalty: 4582.990234 Iteration 8Q: 3 clusters Score -952002.4 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5190 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -952199.250000 Penalty: 4582.990234 Iteration 9Q: 3 clusters Score -952199.2 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -952415.500000 Penalty: 4582.990234 Iteration 10Q: 3 clusters Score -952415.5 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 5178 members Entering Unmasked Estep Score: -952655.437500 Penalty: 4582.990234 Iteration 11Q: 3 clusters Score -952655.4 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -952893.125000 Penalty: 4582.990234 Iteration 12Q: 3 clusters Score -952893.1 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 5345 members Entering Unmasked Estep Score: -953106.875000 Penalty: 4582.990234 Iteration 13Q: 3 clusters Score -953106.9 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -953291.375000 Penalty: 4582.990234 Iteration 14Q: 3 clusters Score -953291.4 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -953472.562500 Penalty: 4582.990234 Iteration 15Q: 3 clusters Score -953472.6 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 5656 members Entering Unmasked Estep Score: -953630.437500 Penalty: 4582.990234 Iteration 16Q: 3 clusters Score -953630.4 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -953752.312500 Penalty: 4582.990234 Iteration 17Q: 3 clusters Score -953752.3 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -953826.562500 Penalty: 4582.990234 Iteration 18Q: 3 clusters Score -953826.6 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 5955 members Entering Unmasked Estep Score: -953890.687500 Penalty: 4582.990234 Iteration 19Q: 3 clusters Score -953890.7 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -953946.562500 Penalty: 4582.990234 Iteration 20F: 3 clusters Score -953946.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -953984.625000 Penalty: 4582.990234 Iteration 21Q: 3 clusters Score -953984.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 6229 members Entering Unmasked Estep Score: -954018.062500 Penalty: 4582.990234 Iteration 22Q: 3 clusters Score -954018.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 6288 members Entering Unmasked Estep Score: -954041.250000 Penalty: 4582.990234 Iteration 23Q: 3 clusters Score -954041.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -954054.750000 Penalty: 4582.990234 Iteration 24Q: 3 clusters Score -954054.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 6359 members Entering Unmasked Estep Score: -954065.375000 Penalty: 4582.990234 Iteration 25Q: 3 clusters Score -954065.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -954077.937500 Penalty: 4582.990234 Iteration 26Q: 3 clusters Score -954077.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -954094.375000 Penalty: 4582.990234 Iteration 27Q: 3 clusters Score -954094.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 6464 members Entering Unmasked Estep Score: -954110.812500 Penalty: 4582.990234 Iteration 28Q: 3 clusters Score -954110.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 6505 members Entering Unmasked Estep Score: -954126.250000 Penalty: 4582.990234 Iteration 29Q: 3 clusters Score -954126.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 6557 members Entering Unmasked Estep Score: -954145.062500 Penalty: 4582.990234 Iteration 30Q: 3 clusters Score -954145.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 6593 members Entering Unmasked Estep Score: -954157.250000 Penalty: 4582.990234 Iteration 31Q: 3 clusters Score -954157.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 6632 members Entering Unmasked Estep Score: -954170.187500 Penalty: 4582.990234 Iteration 32Q: 3 clusters Score -954170.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -954179.625000 Penalty: 4582.990234 Iteration 33Q: 3 clusters Score -954179.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 6692 members Entering Unmasked Estep Score: -954186.562500 Penalty: 4582.990234 Iteration 34Q: 3 clusters Score -954186.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -954191.875000 Penalty: 4582.990234 Iteration 35Q: 3 clusters Score -954191.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 6734 members Entering Unmasked Estep Score: -954197.875000 Penalty: 4582.990234 Iteration 36Q: 3 clusters Score -954197.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -954199.625000 Penalty: 4582.990234 Iteration 37Q: 3 clusters Score -954199.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -954202.812500 Penalty: 4582.990234 Iteration 38Q: 3 clusters Score -954202.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -954207.562500 Penalty: 4582.990234 Iteration 39Q: 3 clusters Score -954207.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 6781 members Entering Unmasked Estep Score: -954206.875000 Penalty: 4582.990234 Iteration 40F: 3 clusters Score -954206.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -954207.375000 Penalty: 4582.990234 Iteration 41Q: 3 clusters Score -954207.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -954207.750000 Penalty: 4582.990234 Iteration 42Q: 3 clusters Score -954207.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -954211.500000 Penalty: 4582.990234 Iteration 43Q: 3 clusters Score -954211.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 6804 members Entering Unmasked Estep Score: -954212.875000 Penalty: 4582.990234 Iteration 44Q: 3 clusters Score -954212.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 6805 members Entering Unmasked Estep Score: -954211.750000 Penalty: 4582.990234 Iteration 45Q: 3 clusters Score -954211.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 6807 members Entering Unmasked Estep Score: -954209.875000 Penalty: 4582.990234 Iteration 46Q: 3 clusters Score -954209.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 6811 members Entering Unmasked Estep Score: -954213.562500 Penalty: 4582.990234 Iteration 47Q: 3 clusters Score -954213.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -954212.937500 Penalty: 4582.990234 Iteration 48Q: 3 clusters Score -954212.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -954212.937500 Penalty: 4582.990234 Iteration 49F: 3 clusters Score -954212.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (294451 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294451 members Entering Unmasked Estep Score: -26888920.000000 Penalty: 3123.031250 Iteration 0F: 2 clusters Score -2.688892e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147173 members Mstep: Class 2 contains 147278 members Entering Unmasked Estep Score: -26691978.000000 Penalty: 6246.062500 Iteration 0F: 3 clusters Score -2.669198e+07 nChanged 142288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145835 members Mstep: Class 2 contains 148616 members Entering Unmasked Estep Score: -26775254.000000 Penalty: 6246.062500 Iteration 1F: 3 clusters Score -2.677525e+07 nChanged 6501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145108 members Mstep: Class 2 contains 149343 members Entering Unmasked Estep Score: -26776310.000000 Penalty: 6246.062500 Iteration 2Q: 3 clusters Score -2.677631e+07 nChanged 6807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144039 members Mstep: Class 2 contains 150412 members Entering Unmasked Estep Score: -26777778.000000 Penalty: 6246.062500 Iteration 3Q: 3 clusters Score -2.677778e+07 nChanged 7317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142244 members Mstep: Class 2 contains 152207 members Entering Unmasked Estep Score: -26779374.000000 Penalty: 6246.062500 Iteration 4Q: 3 clusters Score -2.677937e+07 nChanged 8115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139301 members Mstep: Class 2 contains 155150 members Entering Unmasked Estep Score: -26781200.000000 Penalty: 6246.062500 Iteration 5Q: 3 clusters Score -2.67812e+07 nChanged 9245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134614 members Mstep: Class 2 contains 159837 members Entering Unmasked Estep Score: -26783604.000000 Penalty: 6246.062500 Iteration 6Q: 3 clusters Score -2.67836e+07 nChanged 10710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127504 members Mstep: Class 2 contains 166947 members Entering Unmasked Estep Score: -26787290.000000 Penalty: 6246.062500 Iteration 7Q: 3 clusters Score -2.678729e+07 nChanged 12769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117321 members Mstep: Class 2 contains 177130 members Entering Unmasked Estep Score: -26793014.000000 Penalty: 6246.062500 Iteration 8Q: 3 clusters Score -2.679301e+07 nChanged 15826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103079 members Mstep: Class 2 contains 191372 members Entering Unmasked Estep Score: -26802126.000000 Penalty: 6246.062500 Iteration 9F: 3 clusters Score -2.680213e+07 nChanged 19156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84881 members Mstep: Class 2 contains 209570 members Entering Unmasked Estep Score: -26815234.000000 Penalty: 6246.062500 Iteration 10F: 3 clusters Score -2.681523e+07 nChanged 20943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64508 members Mstep: Class 2 contains 229943 members Entering Unmasked Estep Score: -26832192.000000 Penalty: 6246.062500 Iteration 11F: 3 clusters Score -2.683219e+07 nChanged 19615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45201 members Mstep: Class 2 contains 249250 members Entering Unmasked Estep Score: -26849092.000000 Penalty: 6246.062500 Iteration 12F: 3 clusters Score -2.684909e+07 nChanged 15249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30168 members Mstep: Class 2 contains 264283 members Entering Unmasked Estep Score: -26862768.000000 Penalty: 6246.062500 Iteration 13F: 3 clusters Score -2.686277e+07 nChanged 10275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20061 members Mstep: Class 2 contains 274390 members Entering Unmasked Estep Score: -26872326.000000 Penalty: 6246.062500 Iteration 14Q: 3 clusters Score -2.687233e+07 nChanged 6444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13727 members Mstep: Class 2 contains 280724 members Entering Unmasked Estep Score: -26877962.000000 Penalty: 6246.062500 Iteration 15Q: 3 clusters Score -2.687796e+07 nChanged 3879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9944 members Mstep: Class 2 contains 284507 members Entering Unmasked Estep Score: -26881342.000000 Penalty: 6246.062500 Iteration 16Q: 3 clusters Score -2.688134e+07 nChanged 2308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 286729 members Entering Unmasked Estep Score: -26883220.000000 Penalty: 6246.062500 Iteration 17Q: 3 clusters Score -2.688322e+07 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 288106 members Entering Unmasked Estep Score: -26884448.000000 Penalty: 6246.062500 Iteration 18Q: 3 clusters Score -2.688445e+07 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 289016 members Entering Unmasked Estep Score: -26885234.000000 Penalty: 6246.062500 Iteration 19Q: 3 clusters Score -2.688523e+07 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 289652 members Entering Unmasked Estep Score: -26885816.000000 Penalty: 6246.062500 Iteration 20F: 3 clusters Score -2.688582e+07 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 290104 members Entering Unmasked Estep Score: -26886120.000000 Penalty: 6246.062500 Iteration 21Q: 3 clusters Score -2.688612e+07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 290423 members Entering Unmasked Estep Score: -26886250.000000 Penalty: 6246.062500 Iteration 22Q: 3 clusters Score -2.688625e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 290693 members Entering Unmasked Estep Score: -26886402.000000 Penalty: 6246.062500 Iteration 23Q: 3 clusters Score -2.68864e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 290906 members Entering Unmasked Estep Score: -26886474.000000 Penalty: 6246.062500 Iteration 24Q: 3 clusters Score -2.688647e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 291052 members Entering Unmasked Estep Score: -26886600.000000 Penalty: 6246.062500 Iteration 25Q: 3 clusters Score -2.68866e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 291159 members Entering Unmasked Estep Score: -26886606.000000 Penalty: 6246.062500 Iteration 26Q: 3 clusters Score -2.688661e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 291233 members Entering Unmasked Estep Score: -26886606.000000 Penalty: 6246.062500 Iteration 27Q: 3 clusters Score -2.688661e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 291290 members Entering Unmasked Estep Score: -26886652.000000 Penalty: 6246.062500 Iteration 28Q: 3 clusters Score -2.688665e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 291327 members Entering Unmasked Estep Score: -26886644.000000 Penalty: 6246.062500 Iteration 29Q: 3 clusters Score -2.688664e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 291349 members Entering Unmasked Estep Score: -26886658.000000 Penalty: 6246.062500 Iteration 30Q: 3 clusters Score -2.688666e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 291378 members Entering Unmasked Estep Score: -26886642.000000 Penalty: 6246.062500 Iteration 31Q: 3 clusters Score -2.688664e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 291397 members Entering Unmasked Estep Score: -26886630.000000 Penalty: 6246.062500 Iteration 32Q: 3 clusters Score -2.688663e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 291407 members Entering Unmasked Estep Score: -26886630.000000 Penalty: 6246.062500 Iteration 33Q: 3 clusters Score -2.688663e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 291421 members Entering Unmasked Estep Score: -26886642.000000 Penalty: 6246.062500 Iteration 34Q: 3 clusters Score -2.688664e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 291430 members Entering Unmasked Estep Score: -26886630.000000 Penalty: 6246.062500 Iteration 35Q: 3 clusters Score -2.688663e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 291438 members Entering Unmasked Estep Score: -26886652.000000 Penalty: 6246.062500 Iteration 36Q: 3 clusters Score -2.688665e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 291445 members Entering Unmasked Estep Score: -26886660.000000 Penalty: 6246.062500 Iteration 37Q: 3 clusters Score -2.688666e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 291454 members Entering Unmasked Estep Score: -26886666.000000 Penalty: 6246.062500 Iteration 38Q: 3 clusters Score -2.688667e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 291460 members Entering Unmasked Estep Score: -26886692.000000 Penalty: 6246.062500 Iteration 39Q: 3 clusters Score -2.688669e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 291468 members Entering Unmasked Estep Score: -26886694.000000 Penalty: 6246.062500 Iteration 40F: 3 clusters Score -2.688669e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 291476 members Entering Unmasked Estep Score: -26886672.000000 Penalty: 6246.062500 Iteration 41Q: 3 clusters Score -2.688667e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 291479 members Entering Unmasked Estep Score: -26886678.000000 Penalty: 6246.062500 Iteration 42Q: 3 clusters Score -2.688668e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 291484 members Entering Unmasked Estep Score: -26886674.000000 Penalty: 6246.062500 Iteration 43Q: 3 clusters Score -2.688667e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 291490 members Entering Unmasked Estep Score: -26886684.000000 Penalty: 6246.062500 Iteration 44Q: 3 clusters Score -2.688668e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 291494 members Entering Unmasked Estep Score: -26886680.000000 Penalty: 6246.062500 Iteration 45Q: 3 clusters Score -2.688668e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 291493 members Entering Unmasked Estep Score: -26886694.000000 Penalty: 6246.062500 Iteration 46Q: 3 clusters Score -2.688669e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 291493 members Entering Unmasked Estep Score: -26886682.000000 Penalty: 6246.062500 Iteration 47Q: 3 clusters Score -2.688668e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 291494 members Entering Unmasked Estep Score: -26886686.000000 Penalty: 6246.062500 Iteration 48Q: 3 clusters Score -2.688669e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 291497 members Entering Unmasked Estep Score: -26886672.000000 Penalty: 6246.062500 Iteration 49Q: 3 clusters Score -2.688667e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 291502 members Entering Unmasked Estep Score: -26886686.000000 Penalty: 6246.062500 Iteration 50Q: 3 clusters Score -2.688669e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 291507 members Entering Unmasked Estep Score: -26886690.000000 Penalty: 6246.062500 Iteration 51Q: 3 clusters Score -2.688669e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 291514 members Entering Unmasked Estep Score: -26886692.000000 Penalty: 6246.062500 Iteration 52Q: 3 clusters Score -2.688669e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 291518 members Entering Unmasked Estep Score: -26886700.000000 Penalty: 6246.062500 Iteration 53Q: 3 clusters Score -2.68867e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 291519 members Entering Unmasked Estep Score: -26886698.000000 Penalty: 6246.062500 Iteration 54Q: 3 clusters Score -2.68867e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 291517 members Entering Unmasked Estep Score: -26886688.000000 Penalty: 6246.062500 Iteration 55Q: 3 clusters Score -2.688669e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 291516 members Entering Unmasked Estep Score: -26886700.000000 Penalty: 6246.062500 Iteration 56Q: 3 clusters Score -2.68867e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 291516 members Entering Unmasked Estep Score: -26886700.000000 Penalty: 6246.062500 Iteration 57F: 3 clusters Score -2.68867e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (83471 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83471 members Entering Unmasked Estep Score: -7451162.000000 Penalty: 2810.399170 Iteration 0F: 2 clusters Score -7451162 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41903 members Mstep: Class 2 contains 41568 members Entering Unmasked Estep Score: -7395740.500000 Penalty: 5620.798340 Iteration 0F: 3 clusters Score -7395740 nChanged 39116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42257 members Mstep: Class 2 contains 41214 members Entering Unmasked Estep Score: -7419779.000000 Penalty: 5620.798340 Iteration 1F: 3 clusters Score -7419779 nChanged 4771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41872 members Mstep: Class 2 contains 41599 members Entering Unmasked Estep Score: -7423297.000000 Penalty: 5620.798340 Iteration 2F: 3 clusters Score -7423297 nChanged 5635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40261 members Mstep: Class 2 contains 43210 members Entering Unmasked Estep Score: -7426834.000000 Penalty: 5620.798340 Iteration 3F: 3 clusters Score -7426834 nChanged 5985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37206 members Mstep: Class 2 contains 46265 members Entering Unmasked Estep Score: -7430252.500000 Penalty: 5620.798340 Iteration 4F: 3 clusters Score -7430252 nChanged 6254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32724 members Mstep: Class 2 contains 50747 members Entering Unmasked Estep Score: -7434366.000000 Penalty: 5620.798340 Iteration 5F: 3 clusters Score -7434366 nChanged 6295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27361 members Mstep: Class 2 contains 56110 members Entering Unmasked Estep Score: -7439331.000000 Penalty: 5620.798340 Iteration 6F: 3 clusters Score -7439331 nChanged 6035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21866 members Mstep: Class 2 contains 61605 members Entering Unmasked Estep Score: -7444763.500000 Penalty: 5620.798340 Iteration 7F: 3 clusters Score -7444764 nChanged 4772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17502 members Mstep: Class 2 contains 65969 members Entering Unmasked Estep Score: -7449580.000000 Penalty: 5620.798340 Iteration 8F: 3 clusters Score -7449580 nChanged 3183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14617 members Mstep: Class 2 contains 68854 members Entering Unmasked Estep Score: -7453144.000000 Penalty: 5620.798340 Iteration 9Q: 3 clusters Score -7453144 nChanged 2020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12875 members Mstep: Class 2 contains 70596 members Entering Unmasked Estep Score: -7454991.000000 Penalty: 5620.798340 Iteration 10Q: 3 clusters Score -7454991 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11785 members Mstep: Class 2 contains 71686 members Entering Unmasked Estep Score: -7455842.500000 Penalty: 5620.798340 Iteration 11Q: 3 clusters Score -7455842 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 72406 members Entering Unmasked Estep Score: -7456197.500000 Penalty: 5620.798340 Iteration 12Q: 3 clusters Score -7456198 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10555 members Mstep: Class 2 contains 72916 members Entering Unmasked Estep Score: -7456342.500000 Penalty: 5620.798340 Iteration 13Q: 3 clusters Score -7456342 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10179 members Mstep: Class 2 contains 73292 members Entering Unmasked Estep Score: -7456453.000000 Penalty: 5620.798340 Iteration 14Q: 3 clusters Score -7456453 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9887 members Mstep: Class 2 contains 73584 members Entering Unmasked Estep Score: -7456493.000000 Penalty: 5620.798340 Iteration 15Q: 3 clusters Score -7456493 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9659 members Mstep: Class 2 contains 73812 members Entering Unmasked Estep Score: -7456542.500000 Penalty: 5620.798340 Iteration 16Q: 3 clusters Score -7456542 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9464 members Mstep: Class 2 contains 74007 members Entering Unmasked Estep Score: -7456623.000000 Penalty: 5620.798340 Iteration 17Q: 3 clusters Score -7456623 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9308 members Mstep: Class 2 contains 74163 members Entering Unmasked Estep Score: -7456649.000000 Penalty: 5620.798340 Iteration 18Q: 3 clusters Score -7456649 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9171 members Mstep: Class 2 contains 74300 members Entering Unmasked Estep Score: -7456684.000000 Penalty: 5620.798340 Iteration 19Q: 3 clusters Score -7456684 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9035 members Mstep: Class 2 contains 74436 members Entering Unmasked Estep Score: -7456691.000000 Penalty: 5620.798340 Iteration 20F: 3 clusters Score -7456691 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8930 members Mstep: Class 2 contains 74541 members Entering Unmasked Estep Score: -7456674.000000 Penalty: 5620.798340 Iteration 21Q: 3 clusters Score -7456674 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8843 members Mstep: Class 2 contains 74628 members Entering Unmasked Estep Score: -7456697.500000 Penalty: 5620.798340 Iteration 22Q: 3 clusters Score -7456698 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8745 members Mstep: Class 2 contains 74726 members Entering Unmasked Estep Score: -7456703.000000 Penalty: 5620.798340 Iteration 23Q: 3 clusters Score -7456703 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 74810 members Entering Unmasked Estep Score: -7456707.000000 Penalty: 5620.798340 Iteration 24Q: 3 clusters Score -7456707 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 74884 members Entering Unmasked Estep Score: -7456703.500000 Penalty: 5620.798340 Iteration 25Q: 3 clusters Score -7456704 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8506 members Mstep: Class 2 contains 74965 members Entering Unmasked Estep Score: -7456725.000000 Penalty: 5620.798340 Iteration 26Q: 3 clusters Score -7456725 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8433 members Mstep: Class 2 contains 75038 members Entering Unmasked Estep Score: -7456766.000000 Penalty: 5620.798340 Iteration 27Q: 3 clusters Score -7456766 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8375 members Mstep: Class 2 contains 75096 members Entering Unmasked Estep Score: -7456766.000000 Penalty: 5620.798340 Iteration 28Q: 3 clusters Score -7456766 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8322 members Mstep: Class 2 contains 75149 members Entering Unmasked Estep Score: -7456769.500000 Penalty: 5620.798340 Iteration 29Q: 3 clusters Score -7456770 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8272 members Mstep: Class 2 contains 75199 members Entering Unmasked Estep Score: -7456755.500000 Penalty: 5620.798340 Iteration 30Q: 3 clusters Score -7456756 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 75234 members Entering Unmasked Estep Score: -7456743.000000 Penalty: 5620.798340 Iteration 31Q: 3 clusters Score -7456743 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8199 members Mstep: Class 2 contains 75272 members Entering Unmasked Estep Score: -7456747.000000 Penalty: 5620.798340 Iteration 32Q: 3 clusters Score -7456747 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8167 members Mstep: Class 2 contains 75304 members Entering Unmasked Estep Score: -7456742.000000 Penalty: 5620.798340 Iteration 33Q: 3 clusters Score -7456742 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8140 members Mstep: Class 2 contains 75331 members Entering Unmasked Estep Score: -7456735.500000 Penalty: 5620.798340 Iteration 34Q: 3 clusters Score -7456736 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8110 members Mstep: Class 2 contains 75361 members Entering Unmasked Estep Score: -7456742.000000 Penalty: 5620.798340 Iteration 35Q: 3 clusters Score -7456742 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8095 members Mstep: Class 2 contains 75376 members Entering Unmasked Estep Score: -7456746.500000 Penalty: 5620.798340 Iteration 36Q: 3 clusters Score -7456746 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8076 members Mstep: Class 2 contains 75395 members Entering Unmasked Estep Score: -7456750.000000 Penalty: 5620.798340 Iteration 37Q: 3 clusters Score -7456750 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8056 members Mstep: Class 2 contains 75415 members Entering Unmasked Estep Score: -7456756.500000 Penalty: 5620.798340 Iteration 38Q: 3 clusters Score -7456756 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8047 members Mstep: Class 2 contains 75424 members Entering Unmasked Estep Score: -7456747.500000 Penalty: 5620.798340 Iteration 39Q: 3 clusters Score -7456748 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 75427 members Entering Unmasked Estep Score: -7456746.000000 Penalty: 5620.798340 Iteration 40F: 3 clusters Score -7456746 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8039 members Mstep: Class 2 contains 75432 members Entering Unmasked Estep Score: -7456751.500000 Penalty: 5620.798340 Iteration 41Q: 3 clusters Score -7456752 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 75435 members Entering Unmasked Estep Score: -7456753.000000 Penalty: 5620.798340 Iteration 42Q: 3 clusters Score -7456753 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8032 members Mstep: Class 2 contains 75439 members Entering Unmasked Estep Score: -7456755.500000 Penalty: 5620.798340 Iteration 43Q: 3 clusters Score -7456756 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8030 members Mstep: Class 2 contains 75441 members Entering Unmasked Estep Score: -7456754.000000 Penalty: 5620.798340 Iteration 44Q: 3 clusters Score -7456754 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8029 members Mstep: Class 2 contains 75442 members Entering Unmasked Estep Score: -7456751.500000 Penalty: 5620.798340 Iteration 45Q: 3 clusters Score -7456752 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8027 members Mstep: Class 2 contains 75444 members Entering Unmasked Estep Score: -7456757.000000 Penalty: 5620.798340 Iteration 46Q: 3 clusters Score -7456757 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8026 members Mstep: Class 2 contains 75445 members Entering Unmasked Estep Score: -7456751.000000 Penalty: 5620.798340 Iteration 47Q: 3 clusters Score -7456751 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 75448 members Entering Unmasked Estep Score: -7456756.000000 Penalty: 5620.798340 Iteration 48Q: 3 clusters Score -7456756 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8020 members Mstep: Class 2 contains 75451 members Entering Unmasked Estep Score: -7456756.000000 Penalty: 5620.798340 Iteration 49Q: 3 clusters Score -7456756 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8018 members Mstep: Class 2 contains 75453 members Entering Unmasked Estep Score: -7456749.500000 Penalty: 5620.798340 Iteration 50Q: 3 clusters Score -7456750 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8014 members Mstep: Class 2 contains 75457 members Entering Unmasked Estep Score: -7456753.000000 Penalty: 5620.798340 Iteration 51Q: 3 clusters Score -7456753 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8008 members Mstep: Class 2 contains 75463 members Entering Unmasked Estep Score: -7456757.000000 Penalty: 5620.798340 Iteration 52Q: 3 clusters Score -7456757 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8007 members Mstep: Class 2 contains 75464 members Entering Unmasked Estep Score: -7456754.500000 Penalty: 5620.798340 Iteration 53Q: 3 clusters Score -7456754 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8006 members Mstep: Class 2 contains 75465 members Entering Unmasked Estep Score: -7456756.500000 Penalty: 5620.798340 Iteration 54Q: 3 clusters Score -7456756 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8004 members Mstep: Class 2 contains 75467 members Entering Unmasked Estep Score: -7456756.000000 Penalty: 5620.798340 Iteration 55Q: 3 clusters Score -7456756 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8002 members Mstep: Class 2 contains 75469 members Entering Unmasked Estep Score: -7456753.500000 Penalty: 5620.798340 Iteration 56Q: 3 clusters Score -7456754 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8001 members Mstep: Class 2 contains 75470 members Entering Unmasked Estep Score: -7456748.500000 Penalty: 5620.798340 Iteration 57Q: 3 clusters Score -7456748 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8000 members Mstep: Class 2 contains 75471 members Entering Unmasked Estep Score: -7456751.500000 Penalty: 5620.798340 Iteration 58Q: 3 clusters Score -7456752 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7999 members Mstep: Class 2 contains 75472 members Entering Unmasked Estep Score: -7456761.000000 Penalty: 5620.798340 Iteration 59Q: 3 clusters Score -7456761 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7999 members Mstep: Class 2 contains 75472 members Entering Unmasked Estep Score: -7456761.000000 Penalty: 5620.798340 Iteration 60F: 3 clusters Score -7456761 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 740 members Mstep: Class 3 contains 282773 members Mstep: Class 4 contains 1323 members Mstep: Class 5 contains 3690 members Mstep: Class 6 contains 1314 members Mstep: Class 7 contains 1758 members Mstep: Class 8 contains 11160 members Mstep: Class 9 contains 5843 members Mstep: Class 10 contains 553 members Mstep: Class 11 contains 11908 members Mstep: Class 12 contains 35601 members Mstep: Class 13 contains 75472 members Mstep: Class 14 contains 6610 members Mstep: Class 15 contains 9311 members Mstep: Class 16 contains 10300 members Mstep: Class 17 contains 294451 members Mstep: Class 18 contains 7999 members Mstep: Class 19 contains 6780 members Entering Unmasked Estep Score: -68867672.000000 Penalty: 63897.066406 Splitting cluster 18 changes total score from -68859640.000000 to -68867672.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 19 (6780 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6780 members Entering Unmasked Estep Score: -604827.625000 Penalty: 2187.789551 Iteration 0F: 2 clusters Score -604827.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -599176.062500 Penalty: 4375.579102 Iteration 0F: 3 clusters Score -599176.1 nChanged 2770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -600867.062500 Penalty: 4375.579102 Iteration 1F: 3 clusters Score -600867.1 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -601550.000000 Penalty: 4375.579102 Iteration 2F: 3 clusters Score -601550 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -602459.000000 Penalty: 4375.579102 Iteration 3F: 3 clusters Score -602459 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -603584.750000 Penalty: 4375.579102 Iteration 4F: 3 clusters Score -603584.8 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -604475.000000 Penalty: 4375.579102 Iteration 5F: 3 clusters Score -604475 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -605060.875000 Penalty: 4375.579102 Iteration 6F: 3 clusters Score -605060.9 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -605391.000000 Penalty: 4375.579102 Iteration 7Q: 3 clusters Score -605391 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -605531.250000 Penalty: 4375.579102 Iteration 8Q: 3 clusters Score -605531.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -605578.625000 Penalty: 4375.579102 Iteration 9Q: 3 clusters Score -605578.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -605600.750000 Penalty: 4375.579102 Iteration 10Q: 3 clusters Score -605600.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -605613.562500 Penalty: 4375.579102 Iteration 11Q: 3 clusters Score -605613.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -605621.625000 Penalty: 4375.579102 Iteration 12Q: 3 clusters Score -605621.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -605623.625000 Penalty: 4375.579102 Iteration 13Q: 3 clusters Score -605623.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -605625.187500 Penalty: 4375.579102 Iteration 14Q: 3 clusters Score -605625.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -605624.875000 Penalty: 4375.579102 Iteration 15Q: 3 clusters Score -605624.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -605625.187500 Penalty: 4375.579102 Iteration 16Q: 3 clusters Score -605625.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -605624.812500 Penalty: 4375.579102 Iteration 17Q: 3 clusters Score -605624.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -605625.062500 Penalty: 4375.579102 Iteration 18Q: 3 clusters Score -605625.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -605625.062500 Penalty: 4375.579102 Iteration 19Q: 3 clusters Score -605625.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -605625.062500 Penalty: 4375.579102 Iteration 20F: 3 clusters Score -605625.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 740 members Mstep: Class 3 contains 282773 members Mstep: Class 4 contains 1323 members Mstep: Class 5 contains 3690 members Mstep: Class 6 contains 1314 members Mstep: Class 7 contains 1758 members Mstep: Class 8 contains 11160 members Mstep: Class 9 contains 5843 members Mstep: Class 10 contains 553 members Mstep: Class 11 contains 11908 members Mstep: Class 12 contains 35601 members Mstep: Class 13 contains 75472 members Mstep: Class 14 contains 6610 members Mstep: Class 15 contains 9311 members Mstep: Class 16 contains 10300 members Mstep: Class 17 contains 294451 members Mstep: Class 18 contains 7999 members Mstep: Class 19 contains 4037 members Mstep: Class 20 contains 2743 members Entering Unmasked Estep Score: -68867232.000000 Penalty: 67260.070312 Splitting cluster 19 changes total score from -68859640.000000 to -68867232.000000 So it's getting split into cluster 20. Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 740 members Mstep: Class 3 contains 282773 members Mstep: Class 4 contains 1323 members Mstep: Class 5 contains 3690 members Mstep: Class 7 contains 1758 members Mstep: Class 8 contains 11160 members Mstep: Class 9 contains 5843 members Mstep: Class 11 contains 11908 members Mstep: Class 14 contains 6610 members Mstep: Class 15 contains 9311 members Mstep: Class 16 contains 10300 members Mstep: Class 17 contains 294451 members Mstep: Class 18 contains 7999 members Mstep: Class 19 contains 4037 members Entering Unmasked Estep ConsiderDeletion Score: -68871952.000000 Penalty: 67260.070312 Iteration 39Q: 21 clusters Score -6.887195e+07 nChanged 9940 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 7201 members Mstep: Class 2 contains 1032 members Mstep: Class 3 contains 281440 members Mstep: Class 4 contains 1327 members Mstep: Class 5 contains 4148 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1759 members Mstep: Class 8 contains 11199 members Mstep: Class 9 contains 5969 members Mstep: Class 10 contains 493 members Mstep: Class 11 contains 11893 members Mstep: Class 12 contains 35507 members Mstep: Class 13 contains 73925 members Mstep: Class 14 contains 6221 members Mstep: Class 15 contains 9423 members Mstep: Class 16 contains 10388 members Mstep: Class 17 contains 295948 members Mstep: Class 18 contains 8245 members Mstep: Class 19 contains 4784 members Mstep: Class 20 contains 2585 members Entering Unmasked Estep ConsiderDeletion Score: -68877192.000000 Penalty: 67260.070312 Iteration 40F: 21 clusters Score -6.887719e+07 nChanged 7339 Entering Unmasked Mstep Mstep: Class 0 contains 79 members Mstep: Class 1 contains 7363 members Mstep: Class 2 contains 1207 members Mstep: Class 3 contains 279596 members Mstep: Class 4 contains 1327 members Mstep: Class 5 contains 4489 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1762 members Mstep: Class 8 contains 11067 members Mstep: Class 9 contains 6045 members Mstep: Class 10 contains 509 members Mstep: Class 11 contains 11874 members Mstep: Class 12 contains 35802 members Mstep: Class 13 contains 72742 members Mstep: Class 14 contains 5949 members Mstep: Class 15 contains 9471 members Mstep: Class 16 contains 10521 members Mstep: Class 17 contains 297152 members Mstep: Class 18 contains 8305 members Mstep: Class 19 contains 5413 members Mstep: Class 20 contains 2927 members Entering Unmasked Estep ConsiderDeletion Score: -68879952.000000 Penalty: 67260.070312 Iteration 41Q: 21 clusters Score -6.887995e+07 nChanged 5273 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 7555 members Mstep: Class 2 contains 1335 members Mstep: Class 3 contains 278114 members Mstep: Class 4 contains 1327 members Mstep: Class 5 contains 4796 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1776 members Mstep: Class 8 contains 10984 members Mstep: Class 9 contains 6105 members Mstep: Class 10 contains 447 members Mstep: Class 11 contains 11852 members Mstep: Class 12 contains 35847 members Mstep: Class 13 contains 71902 members Mstep: Class 14 contains 5735 members Mstep: Class 15 contains 9500 members Mstep: Class 16 contains 10605 members Mstep: Class 17 contains 298174 members Mstep: Class 18 contains 8319 members Mstep: Class 19 contains 5918 members Mstep: Class 20 contains 3233 members Entering Unmasked Estep ConsiderDeletion Score: -68881424.000000 Penalty: 67260.070312 Iteration 42Q: 21 clusters Score -6.888142e+07 nChanged 4226 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 7798 members Mstep: Class 2 contains 1426 members Mstep: Class 3 contains 276832 members Mstep: Class 4 contains 1327 members Mstep: Class 5 contains 5074 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1786 members Mstep: Class 8 contains 10893 members Mstep: Class 9 contains 6173 members Mstep: Class 10 contains 405 members Mstep: Class 11 contains 11829 members Mstep: Class 12 contains 35790 members Mstep: Class 13 contains 71219 members Mstep: Class 14 contains 5513 members Mstep: Class 15 contains 9540 members Mstep: Class 16 contains 10691 members Mstep: Class 17 contains 299114 members Mstep: Class 18 contains 8302 members Mstep: Class 19 contains 6340 members Mstep: Class 20 contains 3472 members Entering Unmasked Estep ConsiderDeletion Score: -68881984.000000 Penalty: 67260.070312 Iteration 43Q: 21 clusters Score -6.888198e+07 nChanged 3391 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 8042 members Mstep: Class 2 contains 1506 members Mstep: Class 3 contains 275748 members Mstep: Class 4 contains 1327 members Mstep: Class 5 contains 5258 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1800 members Mstep: Class 8 contains 10803 members Mstep: Class 9 contains 6228 members Mstep: Class 10 contains 395 members Mstep: Class 11 contains 11815 members Mstep: Class 12 contains 35700 members Mstep: Class 13 contains 70697 members Mstep: Class 14 contains 5307 members Mstep: Class 15 contains 9571 members Mstep: Class 16 contains 10742 members Mstep: Class 17 contains 299949 members Mstep: Class 18 contains 8262 members Mstep: Class 19 contains 6660 members Mstep: Class 20 contains 3714 members Entering Unmasked Estep ConsiderDeletion Score: -68882696.000000 Penalty: 67260.070312 Iteration 44Q: 21 clusters Score -6.88827e+07 nChanged 2846 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 8240 members Mstep: Class 2 contains 1566 members Mstep: Class 3 contains 274902 members Mstep: Class 4 contains 1327 members Mstep: Class 5 contains 5362 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1813 members Mstep: Class 8 contains 10724 members Mstep: Class 9 contains 6271 members Mstep: Class 10 contains 391 members Mstep: Class 11 contains 11805 members Mstep: Class 12 contains 35580 members Mstep: Class 13 contains 70262 members Mstep: Class 14 contains 5128 members Mstep: Class 15 contains 9606 members Mstep: Class 16 contains 10782 members Mstep: Class 17 contains 300705 members Mstep: Class 18 contains 8229 members Mstep: Class 19 contains 6917 members Mstep: Class 20 contains 3914 members Entering Unmasked Estep ConsiderDeletion Score: -68883016.000000 Penalty: 67260.070312 Iteration 45Q: 21 clusters Score -6.888302e+07 nChanged 2498 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 8444 members Mstep: Class 2 contains 1612 members Mstep: Class 3 contains 274088 members Mstep: Class 4 contains 1327 members Mstep: Class 5 contains 5456 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1823 members Mstep: Class 8 contains 10650 members Mstep: Class 9 contains 6300 members Mstep: Class 10 contains 393 members Mstep: Class 11 contains 11815 members Mstep: Class 12 contains 35461 members Mstep: Class 13 contains 69929 members Mstep: Class 14 contains 4954 members Mstep: Class 15 contains 9649 members Mstep: Class 16 contains 10833 members Mstep: Class 17 contains 301409 members Mstep: Class 18 contains 8176 members Mstep: Class 19 contains 7134 members Mstep: Class 20 contains 4071 members Entering Unmasked Estep ConsiderDeletion Score: -68883096.000000 Penalty: 67260.070312 Iteration 46Q: 21 clusters Score -6.88831e+07 nChanged 2224 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 1655 members Mstep: Class 3 contains 273345 members Mstep: Class 4 contains 1327 members Mstep: Class 5 contains 5558 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1830 members Mstep: Class 8 contains 10584 members Mstep: Class 9 contains 6338 members Mstep: Class 10 contains 394 members Mstep: Class 11 contains 11805 members Mstep: Class 12 contains 35348 members Mstep: Class 13 contains 69668 members Mstep: Class 14 contains 4792 members Mstep: Class 15 contains 9668 members Mstep: Class 16 contains 10877 members Mstep: Class 17 contains 302034 members Mstep: Class 18 contains 8133 members Mstep: Class 19 contains 7312 members Mstep: Class 20 contains 4195 members Entering Unmasked Estep ConsiderDeletion Score: -68883344.000000 Penalty: 67260.070312 Iteration 47Q: 21 clusters Score -6.888334e+07 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 8861 members Mstep: Class 2 contains 1700 members Mstep: Class 3 contains 272737 members Mstep: Class 4 contains 1327 members Mstep: Class 5 contains 5660 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1834 members Mstep: Class 8 contains 10484 members Mstep: Class 9 contains 6364 members Mstep: Class 10 contains 395 members Mstep: Class 11 contains 11787 members Mstep: Class 12 contains 35227 members Mstep: Class 13 contains 69468 members Mstep: Class 14 contains 4640 members Mstep: Class 15 contains 9693 members Mstep: Class 16 contains 10917 members Mstep: Class 17 contains 302569 members Mstep: Class 18 contains 8111 members Mstep: Class 19 contains 7459 members Mstep: Class 20 contains 4291 members Entering Unmasked Estep ConsiderDeletion Score: -68883488.000000 Penalty: 67260.070312 Iteration 48Q: 21 clusters Score -6.888349e+07 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 9041 members Mstep: Class 2 contains 1737 members Mstep: Class 3 contains 272181 members Mstep: Class 4 contains 1327 members Mstep: Class 5 contains 5723 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1836 members Mstep: Class 8 contains 10400 members Mstep: Class 9 contains 6388 members Mstep: Class 10 contains 398 members Mstep: Class 11 contains 11783 members Mstep: Class 12 contains 35122 members Mstep: Class 13 contains 69321 members Mstep: Class 14 contains 4511 members Mstep: Class 15 contains 9718 members Mstep: Class 16 contains 10953 members Mstep: Class 17 contains 303021 members Mstep: Class 18 contains 8085 members Mstep: Class 19 contains 7592 members Mstep: Class 20 contains 4387 members Entering Unmasked Estep ConsiderDeletion Score: -68883752.000000 Penalty: 67260.070312 Iteration 49Q: 21 clusters Score -6.888375e+07 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 9212 members Mstep: Class 2 contains 1769 members Mstep: Class 3 contains 271647 members Mstep: Class 4 contains 1328 members Mstep: Class 5 contains 5764 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1838 members Mstep: Class 8 contains 10343 members Mstep: Class 9 contains 6405 members Mstep: Class 10 contains 402 members Mstep: Class 11 contains 11784 members Mstep: Class 12 contains 35014 members Mstep: Class 13 contains 69206 members Mstep: Class 14 contains 4387 members Mstep: Class 15 contains 9744 members Mstep: Class 16 contains 10994 members Mstep: Class 17 contains 303450 members Mstep: Class 18 contains 8066 members Mstep: Class 19 contains 7696 members Mstep: Class 20 contains 4475 members Entering Unmasked Estep ConsiderDeletion Score: -68884024.000000 Penalty: 67260.070312 Iteration 50Q: 21 clusters Score -6.888402e+07 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 9358 members Mstep: Class 2 contains 1799 members Mstep: Class 3 contains 271206 members Mstep: Class 4 contains 1328 members Mstep: Class 5 contains 5814 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1841 members Mstep: Class 8 contains 10280 members Mstep: Class 9 contains 6427 members Mstep: Class 10 contains 406 members Mstep: Class 11 contains 11784 members Mstep: Class 12 contains 34909 members Mstep: Class 13 contains 69110 members Mstep: Class 14 contains 4291 members Mstep: Class 15 contains 9754 members Mstep: Class 16 contains 11007 members Mstep: Class 17 contains 303827 members Mstep: Class 18 contains 8044 members Mstep: Class 19 contains 7795 members Mstep: Class 20 contains 4544 members Entering Unmasked Estep ConsiderDeletion Score: -68884200.000000 Penalty: 67260.070312 Iteration 51Q: 21 clusters Score -6.88842e+07 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 9508 members Mstep: Class 2 contains 1826 members Mstep: Class 3 contains 270793 members Mstep: Class 4 contains 1328 members Mstep: Class 5 contains 5874 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1842 members Mstep: Class 8 contains 10208 members Mstep: Class 9 contains 6444 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 11786 members Mstep: Class 12 contains 34809 members Mstep: Class 13 contains 69027 members Mstep: Class 14 contains 4174 members Mstep: Class 15 contains 9783 members Mstep: Class 16 contains 11028 members Mstep: Class 17 contains 304184 members Mstep: Class 18 contains 8024 members Mstep: Class 19 contains 7880 members Mstep: Class 20 contains 4599 members Entering Unmasked Estep ConsiderDeletion Score: -68884344.000000 Penalty: 67260.070312 Iteration 52Q: 21 clusters Score -6.888434e+07 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 9658 members Mstep: Class 2 contains 1843 members Mstep: Class 3 contains 270454 members Mstep: Class 4 contains 1328 members Mstep: Class 5 contains 5908 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1842 members Mstep: Class 8 contains 10161 members Mstep: Class 9 contains 6457 members Mstep: Class 10 contains 405 members Mstep: Class 11 contains 11790 members Mstep: Class 12 contains 34714 members Mstep: Class 13 contains 68961 members Mstep: Class 14 contains 4065 members Mstep: Class 15 contains 9817 members Mstep: Class 16 contains 11045 members Mstep: Class 17 contains 304440 members Mstep: Class 18 contains 8018 members Mstep: Class 19 contains 7969 members Mstep: Class 20 contains 4649 members Entering Unmasked Estep ConsiderDeletion Score: -68884528.000000 Penalty: 67260.070312 Iteration 53Q: 21 clusters Score -6.888453e+07 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 9790 members Mstep: Class 2 contains 1856 members Mstep: Class 3 contains 270163 members Mstep: Class 4 contains 1328 members Mstep: Class 5 contains 5935 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1844 members Mstep: Class 8 contains 10109 members Mstep: Class 9 contains 6476 members Mstep: Class 10 contains 405 members Mstep: Class 11 contains 11795 members Mstep: Class 12 contains 34633 members Mstep: Class 13 contains 68899 members Mstep: Class 14 contains 3961 members Mstep: Class 15 contains 9840 members Mstep: Class 16 contains 11057 members Mstep: Class 17 contains 304684 members Mstep: Class 18 contains 8007 members Mstep: Class 19 contains 8041 members Mstep: Class 20 contains 4701 members Entering Unmasked Estep ConsiderDeletion Score: -68884496.000000 Penalty: 67260.070312 Iteration 54Q: 21 clusters Score -6.88845e+07 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 9912 members Mstep: Class 2 contains 1874 members Mstep: Class 3 contains 269869 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 5965 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1845 members Mstep: Class 8 contains 10051 members Mstep: Class 9 contains 6492 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 11801 members Mstep: Class 12 contains 34546 members Mstep: Class 13 contains 68842 members Mstep: Class 14 contains 3869 members Mstep: Class 15 contains 9859 members Mstep: Class 16 contains 11077 members Mstep: Class 17 contains 304943 members Mstep: Class 18 contains 7996 members Mstep: Class 19 contains 8108 members Mstep: Class 20 contains 4739 members Entering Unmasked Estep ConsiderDeletion Score: -68884464.000000 Penalty: 67260.070312 Iteration 55Q: 21 clusters Score -6.888446e+07 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 10012 members Mstep: Class 2 contains 1887 members Mstep: Class 3 contains 269592 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 5975 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1846 members Mstep: Class 8 contains 10000 members Mstep: Class 9 contains 6505 members Mstep: Class 10 contains 408 members Mstep: Class 11 contains 11799 members Mstep: Class 12 contains 34478 members Mstep: Class 13 contains 68810 members Mstep: Class 14 contains 3778 members Mstep: Class 15 contains 9884 members Mstep: Class 16 contains 11116 members Mstep: Class 17 contains 305184 members Mstep: Class 18 contains 7986 members Mstep: Class 19 contains 8166 members Mstep: Class 20 contains 4769 members Entering Unmasked Estep ConsiderDeletion Score: -68884616.000000 Penalty: 67260.070312 Iteration 56Q: 21 clusters Score -6.888462e+07 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 10098 members Mstep: Class 2 contains 1893 members Mstep: Class 3 contains 269374 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6002 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1847 members Mstep: Class 8 contains 9968 members Mstep: Class 9 contains 6511 members Mstep: Class 10 contains 408 members Mstep: Class 11 contains 11798 members Mstep: Class 12 contains 34412 members Mstep: Class 13 contains 68778 members Mstep: Class 14 contains 3696 members Mstep: Class 15 contains 9906 members Mstep: Class 16 contains 11141 members Mstep: Class 17 contains 305381 members Mstep: Class 18 contains 7974 members Mstep: Class 19 contains 8214 members Mstep: Class 20 contains 4794 members Entering Unmasked Estep ConsiderDeletion Score: -68884568.000000 Penalty: 67260.070312 Iteration 57Q: 21 clusters Score -6.888457e+07 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 10188 members Mstep: Class 2 contains 1907 members Mstep: Class 3 contains 269176 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6020 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1850 members Mstep: Class 8 contains 9925 members Mstep: Class 9 contains 6521 members Mstep: Class 10 contains 408 members Mstep: Class 11 contains 11800 members Mstep: Class 12 contains 34334 members Mstep: Class 13 contains 68751 members Mstep: Class 14 contains 3613 members Mstep: Class 15 contains 9926 members Mstep: Class 16 contains 11162 members Mstep: Class 17 contains 305567 members Mstep: Class 18 contains 7966 members Mstep: Class 19 contains 8257 members Mstep: Class 20 contains 4824 members Entering Unmasked Estep ConsiderDeletion Score: -68884800.000000 Penalty: 67260.070312 Iteration 58Q: 21 clusters Score -6.88848e+07 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 10283 members Mstep: Class 2 contains 1917 members Mstep: Class 3 contains 269001 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6040 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1851 members Mstep: Class 8 contains 9886 members Mstep: Class 9 contains 6530 members Mstep: Class 10 contains 408 members Mstep: Class 11 contains 11802 members Mstep: Class 12 contains 34271 members Mstep: Class 13 contains 68726 members Mstep: Class 14 contains 3522 members Mstep: Class 15 contains 9943 members Mstep: Class 16 contains 11181 members Mstep: Class 17 contains 305733 members Mstep: Class 18 contains 7959 members Mstep: Class 19 contains 8287 members Mstep: Class 20 contains 4855 members Entering Unmasked Estep ConsiderDeletion Score: -68884816.000000 Penalty: 67260.070312 Iteration 59Q: 21 clusters Score -6.888482e+07 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 10393 members Mstep: Class 2 contains 1936 members Mstep: Class 3 contains 268821 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6064 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1851 members Mstep: Class 8 contains 9836 members Mstep: Class 9 contains 6533 members Mstep: Class 10 contains 408 members Mstep: Class 11 contains 11810 members Mstep: Class 12 contains 34225 members Mstep: Class 13 contains 68709 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 9960 members Mstep: Class 16 contains 11193 members Mstep: Class 17 contains 305885 members Mstep: Class 18 contains 7948 members Mstep: Class 19 contains 8321 members Mstep: Class 20 contains 4878 members Entering Unmasked Estep ConsiderDeletion Score: -68885120.000000 Penalty: 67260.070312 Iteration 60F: 21 clusters Score -6.888512e+07 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 10509 members Mstep: Class 2 contains 1959 members Mstep: Class 3 contains 268673 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6071 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1851 members Mstep: Class 8 contains 9790 members Mstep: Class 9 contains 6542 members Mstep: Class 10 contains 432 members Mstep: Class 11 contains 11816 members Mstep: Class 12 contains 34184 members Mstep: Class 13 contains 68693 members Mstep: Class 14 contains 3309 members Mstep: Class 15 contains 9969 members Mstep: Class 16 contains 11202 members Mstep: Class 17 contains 306011 members Mstep: Class 18 contains 7935 members Mstep: Class 19 contains 8344 members Mstep: Class 20 contains 4925 members Entering Unmasked Estep ConsiderDeletion Score: -68885816.000000 Penalty: 67260.070312 Iteration 61Q: 21 clusters Score -6.888582e+07 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 10610 members Mstep: Class 2 contains 1987 members Mstep: Class 3 contains 268518 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6100 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1851 members Mstep: Class 8 contains 9759 members Mstep: Class 9 contains 6546 members Mstep: Class 10 contains 422 members Mstep: Class 11 contains 11818 members Mstep: Class 12 contains 34146 members Mstep: Class 13 contains 68678 members Mstep: Class 14 contains 3214 members Mstep: Class 15 contains 9979 members Mstep: Class 16 contains 11215 members Mstep: Class 17 contains 306135 members Mstep: Class 18 contains 7919 members Mstep: Class 19 contains 8361 members Mstep: Class 20 contains 4959 members Entering Unmasked Estep ConsiderDeletion Score: -68885976.000000 Penalty: 67260.070312 Iteration 62Q: 21 clusters Score -6.888598e+07 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 10704 members Mstep: Class 2 contains 2011 members Mstep: Class 3 contains 268396 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6107 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1852 members Mstep: Class 8 contains 9730 members Mstep: Class 9 contains 6549 members Mstep: Class 10 contains 415 members Mstep: Class 11 contains 11827 members Mstep: Class 12 contains 34110 members Mstep: Class 13 contains 68655 members Mstep: Class 14 contains 3116 members Mstep: Class 15 contains 9986 members Mstep: Class 16 contains 11232 members Mstep: Class 17 contains 306257 members Mstep: Class 18 contains 7902 members Mstep: Class 19 contains 8375 members Mstep: Class 20 contains 4993 members Entering Unmasked Estep ConsiderDeletion Score: -68886024.000000 Penalty: 67260.070312 Iteration 63Q: 21 clusters Score -6.888602e+07 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 10783 members Mstep: Class 2 contains 2040 members Mstep: Class 3 contains 268287 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6112 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1853 members Mstep: Class 8 contains 9705 members Mstep: Class 9 contains 6556 members Mstep: Class 10 contains 412 members Mstep: Class 11 contains 11830 members Mstep: Class 12 contains 34073 members Mstep: Class 13 contains 68640 members Mstep: Class 14 contains 3024 members Mstep: Class 15 contains 9996 members Mstep: Class 16 contains 11232 members Mstep: Class 17 contains 306363 members Mstep: Class 18 contains 7889 members Mstep: Class 19 contains 8391 members Mstep: Class 20 contains 5031 members Entering Unmasked Estep ConsiderDeletion Score: -68886224.000000 Penalty: 67260.070312 Iteration 64Q: 21 clusters Score -6.888622e+07 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 10864 members Mstep: Class 2 contains 2071 members Mstep: Class 3 contains 268185 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6121 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1853 members Mstep: Class 8 contains 9680 members Mstep: Class 9 contains 6560 members Mstep: Class 10 contains 412 members Mstep: Class 11 contains 11833 members Mstep: Class 12 contains 34042 members Mstep: Class 13 contains 68627 members Mstep: Class 14 contains 2924 members Mstep: Class 15 contains 10001 members Mstep: Class 16 contains 11235 members Mstep: Class 17 contains 306462 members Mstep: Class 18 contains 7882 members Mstep: Class 19 contains 8405 members Mstep: Class 20 contains 5060 members Entering Unmasked Estep ConsiderDeletion Score: -68886176.000000 Penalty: 67260.070312 Iteration 65Q: 21 clusters Score -6.888618e+07 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 10946 members Mstep: Class 2 contains 2100 members Mstep: Class 3 contains 268067 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6130 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1855 members Mstep: Class 8 contains 9657 members Mstep: Class 9 contains 6562 members Mstep: Class 10 contains 412 members Mstep: Class 11 contains 11834 members Mstep: Class 12 contains 34017 members Mstep: Class 13 contains 68601 members Mstep: Class 14 contains 2837 members Mstep: Class 15 contains 10008 members Mstep: Class 16 contains 11224 members Mstep: Class 17 contains 306587 members Mstep: Class 18 contains 7875 members Mstep: Class 19 contains 8417 members Mstep: Class 20 contains 5088 members Entering Unmasked Estep ConsiderDeletion Score: -68886200.000000 Penalty: 67260.070312 Iteration 66Q: 21 clusters Score -6.88862e+07 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 11035 members Mstep: Class 2 contains 2133 members Mstep: Class 3 contains 267958 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6132 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1858 members Mstep: Class 8 contains 9645 members Mstep: Class 9 contains 6568 members Mstep: Class 10 contains 411 members Mstep: Class 11 contains 11837 members Mstep: Class 12 contains 33988 members Mstep: Class 13 contains 68584 members Mstep: Class 14 contains 2737 members Mstep: Class 15 contains 10018 members Mstep: Class 16 contains 11217 members Mstep: Class 17 contains 306696 members Mstep: Class 18 contains 7867 members Mstep: Class 19 contains 8426 members Mstep: Class 20 contains 5107 members Entering Unmasked Estep ConsiderDeletion Score: -68886344.000000 Penalty: 67260.070312 Iteration 67Q: 21 clusters Score -6.888634e+07 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 11143 members Mstep: Class 2 contains 2155 members Mstep: Class 3 contains 267828 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6148 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1857 members Mstep: Class 8 contains 9617 members Mstep: Class 9 contains 6574 members Mstep: Class 10 contains 410 members Mstep: Class 11 contains 11841 members Mstep: Class 12 contains 33975 members Mstep: Class 13 contains 68561 members Mstep: Class 14 contains 2620 members Mstep: Class 15 contains 10039 members Mstep: Class 16 contains 11220 members Mstep: Class 17 contains 306806 members Mstep: Class 18 contains 7857 members Mstep: Class 19 contains 8436 members Mstep: Class 20 contains 5130 members Entering Unmasked Estep ConsiderDeletion Score: -68886576.000000 Penalty: 67260.070312 Iteration 68Q: 21 clusters Score -6.888658e+07 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 11258 members Mstep: Class 2 contains 2163 members Mstep: Class 3 contains 267722 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6149 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1859 members Mstep: Class 8 contains 9588 members Mstep: Class 9 contains 6580 members Mstep: Class 10 contains 410 members Mstep: Class 11 contains 11845 members Mstep: Class 12 contains 33960 members Mstep: Class 13 contains 68533 members Mstep: Class 14 contains 2490 members Mstep: Class 15 contains 10053 members Mstep: Class 16 contains 11221 members Mstep: Class 17 contains 306933 members Mstep: Class 18 contains 7851 members Mstep: Class 19 contains 8446 members Mstep: Class 20 contains 5156 members Entering Unmasked Estep ConsiderDeletion Score: -68886760.000000 Penalty: 67260.070312 Iteration 69Q: 21 clusters Score -6.888676e+07 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 11368 members Mstep: Class 2 contains 2160 members Mstep: Class 3 contains 267599 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6142 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1861 members Mstep: Class 8 contains 9572 members Mstep: Class 9 contains 6588 members Mstep: Class 10 contains 410 members Mstep: Class 11 contains 11848 members Mstep: Class 12 contains 33946 members Mstep: Class 13 contains 68510 members Mstep: Class 14 contains 2395 members Mstep: Class 15 contains 10063 members Mstep: Class 16 contains 11220 members Mstep: Class 17 contains 307054 members Mstep: Class 18 contains 7848 members Mstep: Class 19 contains 8454 members Mstep: Class 20 contains 5179 members Entering Unmasked Estep ConsiderDeletion Score: -68886800.000000 Penalty: 67260.070312 Iteration 70Q: 21 clusters Score -6.88868e+07 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 11478 members Mstep: Class 2 contains 2151 members Mstep: Class 3 contains 267494 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6139 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 9557 members Mstep: Class 9 contains 6593 members Mstep: Class 10 contains 410 members Mstep: Class 11 contains 11854 members Mstep: Class 12 contains 33924 members Mstep: Class 13 contains 68491 members Mstep: Class 14 contains 2305 members Mstep: Class 15 contains 10071 members Mstep: Class 16 contains 11229 members Mstep: Class 17 contains 307144 members Mstep: Class 18 contains 7844 members Mstep: Class 19 contains 8463 members Mstep: Class 20 contains 5207 members Entering Unmasked Estep ConsiderDeletion Score: -68886976.000000 Penalty: 67260.070312 Iteration 71Q: 21 clusters Score -6.888698e+07 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 11580 members Mstep: Class 2 contains 2143 members Mstep: Class 3 contains 267382 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6146 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 9545 members Mstep: Class 9 contains 6598 members Mstep: Class 10 contains 409 members Mstep: Class 11 contains 11858 members Mstep: Class 12 contains 33905 members Mstep: Class 13 contains 68467 members Mstep: Class 14 contains 2232 members Mstep: Class 15 contains 10080 members Mstep: Class 16 contains 11239 members Mstep: Class 17 contains 307228 members Mstep: Class 18 contains 7839 members Mstep: Class 19 contains 8476 members Mstep: Class 20 contains 5227 members Entering Unmasked Estep ConsiderDeletion Score: -68887104.000000 Penalty: 67260.070312 Iteration 72Q: 21 clusters Score -6.88871e+07 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 11670 members Mstep: Class 2 contains 2118 members Mstep: Class 3 contains 267248 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6155 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9540 members Mstep: Class 9 contains 6604 members Mstep: Class 10 contains 409 members Mstep: Class 11 contains 11856 members Mstep: Class 12 contains 33886 members Mstep: Class 13 contains 68449 members Mstep: Class 14 contains 2202 members Mstep: Class 15 contains 10087 members Mstep: Class 16 contains 11249 members Mstep: Class 17 contains 307306 members Mstep: Class 18 contains 7835 members Mstep: Class 19 contains 8487 members Mstep: Class 20 contains 5252 members Entering Unmasked Estep ConsiderDeletion Score: -68887368.000000 Penalty: 67260.070312 Iteration 73Q: 21 clusters Score -6.888737e+07 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 11755 members Mstep: Class 2 contains 2079 members Mstep: Class 3 contains 267126 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6164 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9537 members Mstep: Class 9 contains 6607 members Mstep: Class 10 contains 408 members Mstep: Class 11 contains 11858 members Mstep: Class 12 contains 33866 members Mstep: Class 13 contains 68433 members Mstep: Class 14 contains 2192 members Mstep: Class 15 contains 10090 members Mstep: Class 16 contains 11253 members Mstep: Class 17 contains 307395 members Mstep: Class 18 contains 7830 members Mstep: Class 19 contains 8494 members Mstep: Class 20 contains 5266 members Entering Unmasked Estep ConsiderDeletion Score: -68887304.000000 Penalty: 67260.070312 Iteration 74Q: 21 clusters Score -6.88873e+07 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 11820 members Mstep: Class 2 contains 2059 members Mstep: Class 3 contains 266999 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6182 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9528 members Mstep: Class 9 contains 6612 members Mstep: Class 10 contains 408 members Mstep: Class 11 contains 11860 members Mstep: Class 12 contains 33846 members Mstep: Class 13 contains 68412 members Mstep: Class 14 contains 2208 members Mstep: Class 15 contains 10093 members Mstep: Class 16 contains 11255 members Mstep: Class 17 contains 307457 members Mstep: Class 18 contains 7826 members Mstep: Class 19 contains 8502 members Mstep: Class 20 contains 5286 members Entering Unmasked Estep ConsiderDeletion Score: -68887392.000000 Penalty: 67260.070312 Iteration 75Q: 21 clusters Score -6.888739e+07 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 11861 members Mstep: Class 2 contains 2057 members Mstep: Class 3 contains 266875 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6184 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9515 members Mstep: Class 9 contains 6617 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 11859 members Mstep: Class 12 contains 33829 members Mstep: Class 13 contains 68378 members Mstep: Class 14 contains 2239 members Mstep: Class 15 contains 10092 members Mstep: Class 16 contains 11255 members Mstep: Class 17 contains 307545 members Mstep: Class 18 contains 7820 members Mstep: Class 19 contains 8513 members Mstep: Class 20 contains 5307 members Entering Unmasked Estep ConsiderDeletion Score: -68887520.000000 Penalty: 67260.070312 Iteration 76Q: 21 clusters Score -6.888752e+07 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 11901 members Mstep: Class 2 contains 2055 members Mstep: Class 3 contains 266768 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6187 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9505 members Mstep: Class 9 contains 6623 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 11861 members Mstep: Class 12 contains 33808 members Mstep: Class 13 contains 68352 members Mstep: Class 14 contains 2285 members Mstep: Class 15 contains 10092 members Mstep: Class 16 contains 11250 members Mstep: Class 17 contains 307597 members Mstep: Class 18 contains 7814 members Mstep: Class 19 contains 8522 members Mstep: Class 20 contains 5326 members Entering Unmasked Estep ConsiderDeletion Score: -68887584.000000 Penalty: 67260.070312 Iteration 77Q: 21 clusters Score -6.888758e+07 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 11940 members Mstep: Class 2 contains 2045 members Mstep: Class 3 contains 266647 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6190 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9503 members Mstep: Class 9 contains 6632 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 11862 members Mstep: Class 12 contains 33782 members Mstep: Class 13 contains 68332 members Mstep: Class 14 contains 2353 members Mstep: Class 15 contains 10098 members Mstep: Class 16 contains 11237 members Mstep: Class 17 contains 307653 members Mstep: Class 18 contains 7804 members Mstep: Class 19 contains 8527 members Mstep: Class 20 contains 5341 members Entering Unmasked Estep ConsiderDeletion Score: -68887656.000000 Penalty: 67260.070312 Iteration 78Q: 21 clusters Score -6.888766e+07 nChanged 461 Entering ConstructFrom: Score: -68887656.000000 Penalty: 67260.070312 Entering ConstructFrom: Trying to split cluster 1 (11979 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11979 members Entering Unmasked Estep Score: -1111167.375000 Penalty: 2328.945801 Iteration 0F: 2 clusters Score -1111167 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -1102251.625000 Penalty: 4657.891602 Iteration 0F: 3 clusters Score -1102252 nChanged 5051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 5779 members Entering Unmasked Estep Score: -1105028.750000 Penalty: 4657.891602 Iteration 1F: 3 clusters Score -1105029 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 5633 members Entering Unmasked Estep Score: -1105376.500000 Penalty: 4657.891602 Iteration 2F: 3 clusters Score -1105376 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -1105662.750000 Penalty: 4657.891602 Iteration 3F: 3 clusters Score -1105663 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6758 members Mstep: Class 2 contains 5221 members Entering Unmasked Estep Score: -1105896.625000 Penalty: 4657.891602 Iteration 4Q: 3 clusters Score -1105897 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -1106105.375000 Penalty: 4657.891602 Iteration 5Q: 3 clusters Score -1106105 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7226 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -1106346.000000 Penalty: 4657.891602 Iteration 6Q: 3 clusters Score -1106346 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7493 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -1106578.250000 Penalty: 4657.891602 Iteration 7Q: 3 clusters Score -1106578 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7776 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -1106801.625000 Penalty: 4657.891602 Iteration 8Q: 3 clusters Score -1106802 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8050 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -1106982.875000 Penalty: 4657.891602 Iteration 9Q: 3 clusters Score -1106983 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8326 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -1107131.375000 Penalty: 4657.891602 Iteration 10Q: 3 clusters Score -1107131 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8571 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -1107252.125000 Penalty: 4657.891602 Iteration 11Q: 3 clusters Score -1107252 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8840 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -1107390.125000 Penalty: 4657.891602 Iteration 12Q: 3 clusters Score -1107390 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9147 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -1107548.875000 Penalty: 4657.891602 Iteration 13Q: 3 clusters Score -1107549 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9457 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -1107721.250000 Penalty: 4657.891602 Iteration 14Q: 3 clusters Score -1107721 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9786 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -1107926.000000 Penalty: 4657.891602 Iteration 15Q: 3 clusters Score -1107926 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10113 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -1108136.500000 Penalty: 4657.891602 Iteration 16Q: 3 clusters Score -1108136 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10416 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -1108345.750000 Penalty: 4657.891602 Iteration 17Q: 3 clusters Score -1108346 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10671 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -1108529.875000 Penalty: 4657.891602 Iteration 18Q: 3 clusters Score -1108530 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10879 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -1108695.875000 Penalty: 4657.891602 Iteration 19Q: 3 clusters Score -1108696 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11060 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -1108820.500000 Penalty: 4657.891602 Iteration 20F: 3 clusters Score -1108820 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11176 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -1108902.125000 Penalty: 4657.891602 Iteration 21Q: 3 clusters Score -1108902 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11276 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -1108986.500000 Penalty: 4657.891602 Iteration 22Q: 3 clusters Score -1108986 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11341 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -1109039.375000 Penalty: 4657.891602 Iteration 23Q: 3 clusters Score -1109039 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11386 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -1109070.250000 Penalty: 4657.891602 Iteration 24Q: 3 clusters Score -1109070 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11421 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -1109089.875000 Penalty: 4657.891602 Iteration 25Q: 3 clusters Score -1109090 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11439 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -1109105.875000 Penalty: 4657.891602 Iteration 26Q: 3 clusters Score -1109106 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11462 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -1109123.875000 Penalty: 4657.891602 Iteration 27Q: 3 clusters Score -1109124 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11481 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -1109145.125000 Penalty: 4657.891602 Iteration 28Q: 3 clusters Score -1109145 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11491 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -1109152.250000 Penalty: 4657.891602 Iteration 29Q: 3 clusters Score -1109152 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11499 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -1109158.875000 Penalty: 4657.891602 Iteration 30Q: 3 clusters Score -1109159 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11506 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -1109162.125000 Penalty: 4657.891602 Iteration 31Q: 3 clusters Score -1109162 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11510 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -1109167.375000 Penalty: 4657.891602 Iteration 32Q: 3 clusters Score -1109167 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11513 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -1109171.500000 Penalty: 4657.891602 Iteration 33Q: 3 clusters Score -1109172 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11516 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -1109172.250000 Penalty: 4657.891602 Iteration 34Q: 3 clusters Score -1109172 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11521 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -1109177.375000 Penalty: 4657.891602 Iteration 35Q: 3 clusters Score -1109177 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11524 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -1109178.125000 Penalty: 4657.891602 Iteration 36Q: 3 clusters Score -1109178 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11526 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -1109182.750000 Penalty: 4657.891602 Iteration 37Q: 3 clusters Score -1109183 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11528 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -1109181.250000 Penalty: 4657.891602 Iteration 38Q: 3 clusters Score -1109181 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11529 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1109180.500000 Penalty: 4657.891602 Iteration 39Q: 3 clusters Score -1109180 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11529 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1109180.500000 Penalty: 4657.891602 Iteration 40F: 3 clusters Score -1109180 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2035 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Entering Unmasked Estep Score: -175853.125000 Penalty: 1889.326294 Iteration 0F: 2 clusters Score -175853.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -173195.718750 Penalty: 3778.652588 Iteration 0F: 3 clusters Score -173195.7 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -173663.406250 Penalty: 3778.652588 Iteration 1F: 3 clusters Score -173663.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -173787.921875 Penalty: 3778.652588 Iteration 2F: 3 clusters Score -173787.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -173853.875000 Penalty: 3778.652588 Iteration 3Q: 3 clusters Score -173853.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -173887.671875 Penalty: 3778.652588 Iteration 4Q: 3 clusters Score -173887.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -173915.218750 Penalty: 3778.652588 Iteration 5Q: 3 clusters Score -173915.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -173939.640625 Penalty: 3778.652588 Iteration 6Q: 3 clusters Score -173939.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -173958.625000 Penalty: 3778.652588 Iteration 7Q: 3 clusters Score -173958.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -173975.906250 Penalty: 3778.652588 Iteration 8Q: 3 clusters Score -173975.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -173987.234375 Penalty: 3778.652588 Iteration 9Q: 3 clusters Score -173987.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -173997.312500 Penalty: 3778.652588 Iteration 10Q: 3 clusters Score -173997.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -174002.546875 Penalty: 3778.652588 Iteration 11Q: 3 clusters Score -174002.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -174006.140625 Penalty: 3778.652588 Iteration 12Q: 3 clusters Score -174006.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -174009.328125 Penalty: 3778.652588 Iteration 13Q: 3 clusters Score -174009.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -174012.953125 Penalty: 3778.652588 Iteration 14Q: 3 clusters Score -174013 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -174018.312500 Penalty: 3778.652588 Iteration 15Q: 3 clusters Score -174018.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -174023.421875 Penalty: 3778.652588 Iteration 16Q: 3 clusters Score -174023.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -174030.140625 Penalty: 3778.652588 Iteration 17Q: 3 clusters Score -174030.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -174038.093750 Penalty: 3778.652588 Iteration 18Q: 3 clusters Score -174038.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -174041.218750 Penalty: 3778.652588 Iteration 19Q: 3 clusters Score -174041.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -174042.156250 Penalty: 3778.652588 Iteration 20F: 3 clusters Score -174042.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -174044.093750 Penalty: 3778.652588 Iteration 21Q: 3 clusters Score -174044.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -174047.187500 Penalty: 3778.652588 Iteration 22Q: 3 clusters Score -174047.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -174047.953125 Penalty: 3778.652588 Iteration 23Q: 3 clusters Score -174048 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -174048.328125 Penalty: 3778.652588 Iteration 24Q: 3 clusters Score -174048.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -174049.125000 Penalty: 3778.652588 Iteration 25Q: 3 clusters Score -174049.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -174051.171875 Penalty: 3778.652588 Iteration 26Q: 3 clusters Score -174051.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -174052.140625 Penalty: 3778.652588 Iteration 27Q: 3 clusters Score -174052.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -174053.250000 Penalty: 3778.652588 Iteration 28Q: 3 clusters Score -174053.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -174053.921875 Penalty: 3778.652588 Iteration 29Q: 3 clusters Score -174053.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -174054.234375 Penalty: 3778.652588 Iteration 30Q: 3 clusters Score -174054.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -174054.234375 Penalty: 3778.652588 Iteration 31F: 3 clusters Score -174054.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (266534 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266534 members Entering Unmasked Estep Score: -24161962.000000 Penalty: 3098.327881 Iteration 0F: 2 clusters Score -2.416196e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133460 members Mstep: Class 2 contains 133074 members Entering Unmasked Estep Score: -23983518.000000 Penalty: 6196.655762 Iteration 0F: 3 clusters Score -2.398352e+07 nChanged 128629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140533 members Mstep: Class 2 contains 126001 members Entering Unmasked Estep Score: -24060142.000000 Penalty: 6196.655762 Iteration 1F: 3 clusters Score -2.406014e+07 nChanged 8404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144625 members Mstep: Class 2 contains 121909 members Entering Unmasked Estep Score: -24062266.000000 Penalty: 6196.655762 Iteration 2Q: 3 clusters Score -2.406227e+07 nChanged 9664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150887 members Mstep: Class 2 contains 115647 members Entering Unmasked Estep Score: -24065082.000000 Penalty: 6196.655762 Iteration 3Q: 3 clusters Score -2.406508e+07 nChanged 11789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160312 members Mstep: Class 2 contains 106222 members Entering Unmasked Estep Score: -24069960.000000 Penalty: 6196.655762 Iteration 4Q: 3 clusters Score -2.406996e+07 nChanged 14945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173865 members Mstep: Class 2 contains 92669 members Entering Unmasked Estep Score: -24077652.000000 Penalty: 6196.655762 Iteration 5F: 3 clusters Score -2.407765e+07 nChanged 19002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192207 members Mstep: Class 2 contains 74327 members Entering Unmasked Estep Score: -24090834.000000 Penalty: 6196.655762 Iteration 6F: 3 clusters Score -2.409083e+07 nChanged 22004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214047 members Mstep: Class 2 contains 52487 members Entering Unmasked Estep Score: -24109666.000000 Penalty: 6196.655762 Iteration 7F: 3 clusters Score -2.410967e+07 nChanged 21365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235392 members Mstep: Class 2 contains 31142 members Entering Unmasked Estep Score: -24129898.000000 Penalty: 6196.655762 Iteration 8F: 3 clusters Score -2.41299e+07 nChanged 15738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251126 members Mstep: Class 2 contains 15408 members Entering Unmasked Estep Score: -24145750.000000 Penalty: 6196.655762 Iteration 9F: 3 clusters Score -2.414575e+07 nChanged 8719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259845 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -24153778.000000 Penalty: 6196.655762 Iteration 10Q: 3 clusters Score -2.415378e+07 nChanged 3865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263710 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -24157178.000000 Penalty: 6196.655762 Iteration 11Q: 3 clusters Score -2.415718e+07 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265189 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -24158346.000000 Penalty: 6196.655762 Iteration 12Q: 3 clusters Score -2.415835e+07 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265758 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -24158798.000000 Penalty: 6196.655762 Iteration 13Q: 3 clusters Score -2.41588e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265969 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -24158998.000000 Penalty: 6196.655762 Iteration 14Q: 3 clusters Score -2.4159e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266047 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -24159090.000000 Penalty: 6196.655762 Iteration 15Q: 3 clusters Score -2.415909e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266087 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -24159152.000000 Penalty: 6196.655762 Iteration 16Q: 3 clusters Score -2.415915e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266108 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -24159182.000000 Penalty: 6196.655762 Iteration 17Q: 3 clusters Score -2.415918e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266110 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -24159196.000000 Penalty: 6196.655762 Iteration 18Q: 3 clusters Score -2.41592e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266118 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -24159184.000000 Penalty: 6196.655762 Iteration 19Q: 3 clusters Score -2.415918e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266121 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -24159198.000000 Penalty: 6196.655762 Iteration 20F: 3 clusters Score -2.41592e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266129 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -24159216.000000 Penalty: 6196.655762 Iteration 21Q: 3 clusters Score -2.415922e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266133 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -24159218.000000 Penalty: 6196.655762 Iteration 22Q: 3 clusters Score -2.415922e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266132 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -24159214.000000 Penalty: 6196.655762 Iteration 23Q: 3 clusters Score -2.415921e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266138 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -24159240.000000 Penalty: 6196.655762 Iteration 24Q: 3 clusters Score -2.415924e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266140 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -24159238.000000 Penalty: 6196.655762 Iteration 25Q: 3 clusters Score -2.415924e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266144 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -24159246.000000 Penalty: 6196.655762 Iteration 26Q: 3 clusters Score -2.415925e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266146 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -24159262.000000 Penalty: 6196.655762 Iteration 27Q: 3 clusters Score -2.415926e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266149 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -24159266.000000 Penalty: 6196.655762 Iteration 28Q: 3 clusters Score -2.415927e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266149 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -24159276.000000 Penalty: 6196.655762 Iteration 29Q: 3 clusters Score -2.415928e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266152 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -24159256.000000 Penalty: 6196.655762 Iteration 30Q: 3 clusters Score -2.415926e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266154 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -24159278.000000 Penalty: 6196.655762 Iteration 31Q: 3 clusters Score -2.415928e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266157 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -24159286.000000 Penalty: 6196.655762 Iteration 32Q: 3 clusters Score -2.415929e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266156 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -24159290.000000 Penalty: 6196.655762 Iteration 33Q: 3 clusters Score -2.415929e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266155 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -24159288.000000 Penalty: 6196.655762 Iteration 34Q: 3 clusters Score -2.415929e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266155 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -24159288.000000 Penalty: 6196.655762 Iteration 35F: 3 clusters Score -2.415929e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Entering Unmasked Estep Score: -109438.632812 Penalty: 1783.661133 Iteration 0F: 2 clusters Score -109438.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -107339.937500 Penalty: 3567.322266 Iteration 0F: 3 clusters Score -107339.9 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -107812.000000 Penalty: 3567.322266 Iteration 1F: 3 clusters Score -107812 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -108109.406250 Penalty: 3567.322266 Iteration 2F: 3 clusters Score -108109.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -108286.492188 Penalty: 3567.322266 Iteration 3F: 3 clusters Score -108286.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -108405.453125 Penalty: 3567.322266 Iteration 4F: 3 clusters Score -108405.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -108508.765625 Penalty: 3567.322266 Iteration 5Q: 3 clusters Score -108508.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -108588.218750 Penalty: 3567.322266 Iteration 6Q: 3 clusters Score -108588.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -108665.750000 Penalty: 3567.322266 Iteration 7Q: 3 clusters Score -108665.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -108708.046875 Penalty: 3567.322266 Iteration 8Q: 3 clusters Score -108708 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -108735.054688 Penalty: 3567.322266 Iteration 9Q: 3 clusters Score -108735.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -108761.218750 Penalty: 3567.322266 Iteration 10Q: 3 clusters Score -108761.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -108789.492188 Penalty: 3567.322266 Iteration 11Q: 3 clusters Score -108789.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -108810.023438 Penalty: 3567.322266 Iteration 12Q: 3 clusters Score -108810 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -108820.039062 Penalty: 3567.322266 Iteration 13Q: 3 clusters Score -108820 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -108830.710938 Penalty: 3567.322266 Iteration 14Q: 3 clusters Score -108830.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -108839.179688 Penalty: 3567.322266 Iteration 15Q: 3 clusters Score -108839.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -108847.109375 Penalty: 3567.322266 Iteration 16Q: 3 clusters Score -108847.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -108847.109375 Penalty: 3567.322266 Iteration 17F: 3 clusters Score -108847.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (6189 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Entering Unmasked Estep Score: -507685.000000 Penalty: 2165.171143 Iteration 0F: 2 clusters Score -507685 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -502373.906250 Penalty: 4330.342285 Iteration 0F: 3 clusters Score -502373.9 nChanged 2416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -503720.687500 Penalty: 4330.342285 Iteration 1F: 3 clusters Score -503720.7 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -504051.843750 Penalty: 4330.342285 Iteration 2F: 3 clusters Score -504051.8 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -504359.406250 Penalty: 4330.342285 Iteration 3F: 3 clusters Score -504359.4 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -504637.562500 Penalty: 4330.342285 Iteration 4F: 3 clusters Score -504637.6 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -504905.906250 Penalty: 4330.342285 Iteration 5F: 3 clusters Score -504905.9 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -505088.875000 Penalty: 4330.342285 Iteration 6Q: 3 clusters Score -505088.9 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -505228.125000 Penalty: 4330.342285 Iteration 7Q: 3 clusters Score -505228.1 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -505348.187500 Penalty: 4330.342285 Iteration 8Q: 3 clusters Score -505348.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -505430.593750 Penalty: 4330.342285 Iteration 9Q: 3 clusters Score -505430.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -505503.031250 Penalty: 4330.342285 Iteration 10Q: 3 clusters Score -505503 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -505554.562500 Penalty: 4330.342285 Iteration 11Q: 3 clusters Score -505554.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -505583.468750 Penalty: 4330.342285 Iteration 12Q: 3 clusters Score -505583.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -505603.437500 Penalty: 4330.342285 Iteration 13Q: 3 clusters Score -505603.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -505619.937500 Penalty: 4330.342285 Iteration 14Q: 3 clusters Score -505619.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -505632.562500 Penalty: 4330.342285 Iteration 15Q: 3 clusters Score -505632.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -505647.593750 Penalty: 4330.342285 Iteration 16Q: 3 clusters Score -505647.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -505660.562500 Penalty: 4330.342285 Iteration 17Q: 3 clusters Score -505660.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -505670.000000 Penalty: 4330.342285 Iteration 18Q: 3 clusters Score -505670 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -505677.531250 Penalty: 4330.342285 Iteration 19Q: 3 clusters Score -505677.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -505686.000000 Penalty: 4330.342285 Iteration 20F: 3 clusters Score -505686 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -505693.406250 Penalty: 4330.342285 Iteration 21Q: 3 clusters Score -505693.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -505697.500000 Penalty: 4330.342285 Iteration 22Q: 3 clusters Score -505697.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -505701.781250 Penalty: 4330.342285 Iteration 23Q: 3 clusters Score -505701.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -505708.562500 Penalty: 4330.342285 Iteration 24Q: 3 clusters Score -505708.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -505711.906250 Penalty: 4330.342285 Iteration 25Q: 3 clusters Score -505711.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -505720.718750 Penalty: 4330.342285 Iteration 26Q: 3 clusters Score -505720.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -505728.218750 Penalty: 4330.342285 Iteration 27Q: 3 clusters Score -505728.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -505737.000000 Penalty: 4330.342285 Iteration 28Q: 3 clusters Score -505737 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -505748.593750 Penalty: 4330.342285 Iteration 29Q: 3 clusters Score -505748.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -505758.343750 Penalty: 4330.342285 Iteration 30Q: 3 clusters Score -505758.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -505764.062500 Penalty: 4330.342285 Iteration 31Q: 3 clusters Score -505764.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -505769.687500 Penalty: 4330.342285 Iteration 32Q: 3 clusters Score -505769.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -505774.031250 Penalty: 4330.342285 Iteration 33Q: 3 clusters Score -505774 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -505777.687500 Penalty: 4330.342285 Iteration 34Q: 3 clusters Score -505777.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -505780.468750 Penalty: 4330.342285 Iteration 35Q: 3 clusters Score -505780.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -505782.406250 Penalty: 4330.342285 Iteration 36Q: 3 clusters Score -505782.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -505783.562500 Penalty: 4330.342285 Iteration 37Q: 3 clusters Score -505783.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -505784.906250 Penalty: 4330.342285 Iteration 38Q: 3 clusters Score -505784.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -505787.343750 Penalty: 4330.342285 Iteration 39Q: 3 clusters Score -505787.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -505788.875000 Penalty: 4330.342285 Iteration 40F: 3 clusters Score -505788.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1307 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Entering Unmasked Estep Score: -108156.960938 Penalty: 1779.521484 Iteration 0F: 2 clusters Score -108157 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -106014.257812 Penalty: 3559.042969 Iteration 0F: 3 clusters Score -106014.3 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -106361.671875 Penalty: 3559.042969 Iteration 1F: 3 clusters Score -106361.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -106538.164062 Penalty: 3559.042969 Iteration 2F: 3 clusters Score -106538.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -106682.015625 Penalty: 3559.042969 Iteration 3F: 3 clusters Score -106682 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -106822.273438 Penalty: 3559.042969 Iteration 4Q: 3 clusters Score -106822.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -106968.812500 Penalty: 3559.042969 Iteration 5F: 3 clusters Score -106968.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -107113.507812 Penalty: 3559.042969 Iteration 6F: 3 clusters Score -107113.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -107215.523438 Penalty: 3559.042969 Iteration 7Q: 3 clusters Score -107215.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -107346.929688 Penalty: 3559.042969 Iteration 8Q: 3 clusters Score -107346.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -107578.203125 Penalty: 3559.042969 Iteration 9Q: 3 clusters Score -107578.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -107930.375000 Penalty: 3559.042969 Iteration 10Q: 3 clusters Score -107930.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -108248.867188 Penalty: 3559.042969 Iteration 11Q: 3 clusters Score -108248.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -108288.656250 Penalty: 3559.042969 Iteration 12Q: 3 clusters Score -108288.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -108305.789062 Penalty: 3559.042969 Iteration 13Q: 3 clusters Score -108305.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -108322.546875 Penalty: 3559.042969 Iteration 14Q: 3 clusters Score -108322.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -108326.992188 Penalty: 3559.042969 Iteration 15Q: 3 clusters Score -108327 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -108331.343750 Penalty: 3559.042969 Iteration 16Q: 3 clusters Score -108331.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -108333.601562 Penalty: 3559.042969 Iteration 17Q: 3 clusters Score -108333.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -108333.601562 Penalty: 3559.042969 Iteration 18F: 3 clusters Score -108333.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 11979 members Mstep: Class 2 contains 2035 members Mstep: Class 3 contains 266534 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6189 members Mstep: Class 6 contains 799 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9489 members Mstep: Class 9 contains 6642 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 11866 members Mstep: Class 12 contains 33754 members Mstep: Class 13 contains 68308 members Mstep: Class 14 contains 2425 members Mstep: Class 15 contains 10103 members Mstep: Class 16 contains 11226 members Mstep: Class 17 contains 307699 members Mstep: Class 18 contains 7801 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 5366 members Mstep: Class 21 contains 508 members Entering Unmasked Estep Score: -68886360.000000 Penalty: 70623.078125 Splitting cluster 6 changes total score from -68887656.000000 to -68886360.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (1864 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Entering Unmasked Estep Score: -158385.937500 Penalty: 1867.558960 Iteration 0F: 2 clusters Score -158385.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -155837.140625 Penalty: 3735.117920 Iteration 0F: 3 clusters Score -155837.1 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -156272.937500 Penalty: 3735.117920 Iteration 1F: 3 clusters Score -156272.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -156431.062500 Penalty: 3735.117920 Iteration 2F: 3 clusters Score -156431.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -156531.859375 Penalty: 3735.117920 Iteration 3F: 3 clusters Score -156531.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -156583.781250 Penalty: 3735.117920 Iteration 4Q: 3 clusters Score -156583.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -156620.531250 Penalty: 3735.117920 Iteration 5Q: 3 clusters Score -156620.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -156637.640625 Penalty: 3735.117920 Iteration 6Q: 3 clusters Score -156637.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -156649.000000 Penalty: 3735.117920 Iteration 7Q: 3 clusters Score -156649 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -156660.703125 Penalty: 3735.117920 Iteration 8Q: 3 clusters Score -156660.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -156673.828125 Penalty: 3735.117920 Iteration 9Q: 3 clusters Score -156673.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -156687.140625 Penalty: 3735.117920 Iteration 10Q: 3 clusters Score -156687.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -156702.765625 Penalty: 3735.117920 Iteration 11Q: 3 clusters Score -156702.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -156711.703125 Penalty: 3735.117920 Iteration 12Q: 3 clusters Score -156711.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -156721.859375 Penalty: 3735.117920 Iteration 13Q: 3 clusters Score -156721.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -156732.015625 Penalty: 3735.117920 Iteration 14Q: 3 clusters Score -156732 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -156749.468750 Penalty: 3735.117920 Iteration 15Q: 3 clusters Score -156749.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -156762.640625 Penalty: 3735.117920 Iteration 16Q: 3 clusters Score -156762.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -156774.171875 Penalty: 3735.117920 Iteration 17Q: 3 clusters Score -156774.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -156786.609375 Penalty: 3735.117920 Iteration 18Q: 3 clusters Score -156786.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -156798.312500 Penalty: 3735.117920 Iteration 19Q: 3 clusters Score -156798.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -156807.031250 Penalty: 3735.117920 Iteration 20F: 3 clusters Score -156807 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -156815.906250 Penalty: 3735.117920 Iteration 21Q: 3 clusters Score -156815.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -156825.906250 Penalty: 3735.117920 Iteration 22Q: 3 clusters Score -156825.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -156831.203125 Penalty: 3735.117920 Iteration 23Q: 3 clusters Score -156831.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -156837.109375 Penalty: 3735.117920 Iteration 24Q: 3 clusters Score -156837.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -156838.562500 Penalty: 3735.117920 Iteration 25Q: 3 clusters Score -156838.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -156842.296875 Penalty: 3735.117920 Iteration 26Q: 3 clusters Score -156842.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -156846.265625 Penalty: 3735.117920 Iteration 27Q: 3 clusters Score -156846.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -156848.140625 Penalty: 3735.117920 Iteration 28Q: 3 clusters Score -156848.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -156848.546875 Penalty: 3735.117920 Iteration 29Q: 3 clusters Score -156848.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -156848.546875 Penalty: 3735.117920 Iteration 30F: 3 clusters Score -156848.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (9489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9489 members Entering Unmasked Estep Score: -788434.250000 Penalty: 2271.156250 Iteration 0F: 2 clusters Score -788434.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -781134.000000 Penalty: 4542.312500 Iteration 0F: 3 clusters Score -781134 nChanged 3933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -783346.500000 Penalty: 4542.312500 Iteration 1F: 3 clusters Score -783346.5 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -783719.000000 Penalty: 4542.312500 Iteration 2F: 3 clusters Score -783719 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -784003.312500 Penalty: 4542.312500 Iteration 3F: 3 clusters Score -784003.3 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 5721 members Entering Unmasked Estep Score: -784263.687500 Penalty: 4542.312500 Iteration 4Q: 3 clusters Score -784263.7 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 5954 members Entering Unmasked Estep Score: -784538.937500 Penalty: 4542.312500 Iteration 5Q: 3 clusters Score -784538.9 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -784834.125000 Penalty: 4542.312500 Iteration 6Q: 3 clusters Score -784834.1 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -785098.437500 Penalty: 4542.312500 Iteration 7Q: 3 clusters Score -785098.4 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -785344.687500 Penalty: 4542.312500 Iteration 8Q: 3 clusters Score -785344.7 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 6935 members Entering Unmasked Estep Score: -785579.875000 Penalty: 4542.312500 Iteration 9Q: 3 clusters Score -785579.9 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 7150 members Entering Unmasked Estep Score: -785806.437500 Penalty: 4542.312500 Iteration 10Q: 3 clusters Score -785806.4 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 7352 members Entering Unmasked Estep Score: -786005.312500 Penalty: 4542.312500 Iteration 11Q: 3 clusters Score -786005.3 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 7498 members Entering Unmasked Estep Score: -786140.625000 Penalty: 4542.312500 Iteration 12Q: 3 clusters Score -786140.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 7617 members Entering Unmasked Estep Score: -786253.125000 Penalty: 4542.312500 Iteration 13Q: 3 clusters Score -786253.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 7709 members Entering Unmasked Estep Score: -786342.250000 Penalty: 4542.312500 Iteration 14Q: 3 clusters Score -786342.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 7778 members Entering Unmasked Estep Score: -786429.000000 Penalty: 4542.312500 Iteration 15Q: 3 clusters Score -786429 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -786497.937500 Penalty: 4542.312500 Iteration 16Q: 3 clusters Score -786497.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 7887 members Entering Unmasked Estep Score: -786556.625000 Penalty: 4542.312500 Iteration 17Q: 3 clusters Score -786556.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -786599.187500 Penalty: 4542.312500 Iteration 18Q: 3 clusters Score -786599.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 7954 members Entering Unmasked Estep Score: -786637.937500 Penalty: 4542.312500 Iteration 19Q: 3 clusters Score -786637.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 7981 members Entering Unmasked Estep Score: -786678.500000 Penalty: 4542.312500 Iteration 20F: 3 clusters Score -786678.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 8006 members Entering Unmasked Estep Score: -786719.750000 Penalty: 4542.312500 Iteration 21Q: 3 clusters Score -786719.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 8017 members Entering Unmasked Estep Score: -786742.187500 Penalty: 4542.312500 Iteration 22Q: 3 clusters Score -786742.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 8033 members Entering Unmasked Estep Score: -786756.812500 Penalty: 4542.312500 Iteration 23Q: 3 clusters Score -786756.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 8053 members Entering Unmasked Estep Score: -786771.375000 Penalty: 4542.312500 Iteration 24Q: 3 clusters Score -786771.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 8074 members Entering Unmasked Estep Score: -786783.875000 Penalty: 4542.312500 Iteration 25Q: 3 clusters Score -786783.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 8092 members Entering Unmasked Estep Score: -786799.812500 Penalty: 4542.312500 Iteration 26Q: 3 clusters Score -786799.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 8114 members Entering Unmasked Estep Score: -786813.500000 Penalty: 4542.312500 Iteration 27Q: 3 clusters Score -786813.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 8132 members Entering Unmasked Estep Score: -786824.562500 Penalty: 4542.312500 Iteration 28Q: 3 clusters Score -786824.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 8139 members Entering Unmasked Estep Score: -786833.250000 Penalty: 4542.312500 Iteration 29Q: 3 clusters Score -786833.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 8150 members Entering Unmasked Estep Score: -786845.437500 Penalty: 4542.312500 Iteration 30Q: 3 clusters Score -786845.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 8165 members Entering Unmasked Estep Score: -786859.312500 Penalty: 4542.312500 Iteration 31Q: 3 clusters Score -786859.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 8180 members Entering Unmasked Estep Score: -786869.375000 Penalty: 4542.312500 Iteration 32Q: 3 clusters Score -786869.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 8199 members Entering Unmasked Estep Score: -786885.250000 Penalty: 4542.312500 Iteration 33Q: 3 clusters Score -786885.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 8214 members Entering Unmasked Estep Score: -786896.875000 Penalty: 4542.312500 Iteration 34Q: 3 clusters Score -786896.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 8237 members Entering Unmasked Estep Score: -786908.937500 Penalty: 4542.312500 Iteration 35Q: 3 clusters Score -786908.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 8252 members Entering Unmasked Estep Score: -786919.812500 Penalty: 4542.312500 Iteration 36Q: 3 clusters Score -786919.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 8266 members Entering Unmasked Estep Score: -786928.500000 Penalty: 4542.312500 Iteration 37Q: 3 clusters Score -786928.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 8284 members Entering Unmasked Estep Score: -786940.562500 Penalty: 4542.312500 Iteration 38Q: 3 clusters Score -786940.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 8306 members Entering Unmasked Estep Score: -786955.187500 Penalty: 4542.312500 Iteration 39Q: 3 clusters Score -786955.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 8324 members Entering Unmasked Estep Score: -786970.750000 Penalty: 4542.312500 Iteration 40F: 3 clusters Score -786970.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 8335 members Entering Unmasked Estep Score: -786981.750000 Penalty: 4542.312500 Iteration 41Q: 3 clusters Score -786981.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 8342 members Entering Unmasked Estep Score: -786987.375000 Penalty: 4542.312500 Iteration 42Q: 3 clusters Score -786987.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 8352 members Entering Unmasked Estep Score: -786991.625000 Penalty: 4542.312500 Iteration 43Q: 3 clusters Score -786991.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 8356 members Entering Unmasked Estep Score: -786997.437500 Penalty: 4542.312500 Iteration 44Q: 3 clusters Score -786997.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 8361 members Entering Unmasked Estep Score: -786997.687500 Penalty: 4542.312500 Iteration 45Q: 3 clusters Score -786997.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 8363 members Entering Unmasked Estep Score: -786999.875000 Penalty: 4542.312500 Iteration 46Q: 3 clusters Score -786999.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 8364 members Entering Unmasked Estep Score: -786999.625000 Penalty: 4542.312500 Iteration 47Q: 3 clusters Score -786999.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 8364 members Entering Unmasked Estep Score: -786999.625000 Penalty: 4542.312500 Iteration 48F: 3 clusters Score -786999.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (6642 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6642 members Entering Unmasked Estep Score: -610812.000000 Penalty: 2182.689697 Iteration 0F: 2 clusters Score -610812 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -605368.312500 Penalty: 4365.379395 Iteration 0F: 3 clusters Score -605368.3 nChanged 2543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -606727.812500 Penalty: 4365.379395 Iteration 1F: 3 clusters Score -606727.8 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -606977.187500 Penalty: 4365.379395 Iteration 2F: 3 clusters Score -606977.2 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -607147.437500 Penalty: 4365.379395 Iteration 3Q: 3 clusters Score -607147.4 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -607308.125000 Penalty: 4365.379395 Iteration 4Q: 3 clusters Score -607308.1 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -607473.125000 Penalty: 4365.379395 Iteration 5Q: 3 clusters Score -607473.1 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -607673.187500 Penalty: 4365.379395 Iteration 6Q: 3 clusters Score -607673.2 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -607940.437500 Penalty: 4365.379395 Iteration 7Q: 3 clusters Score -607940.4 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -608315.375000 Penalty: 4365.379395 Iteration 8F: 3 clusters Score -608315.4 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -608782.812500 Penalty: 4365.379395 Iteration 9F: 3 clusters Score -608782.8 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -609164.625000 Penalty: 4365.379395 Iteration 10F: 3 clusters Score -609164.6 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -609395.875000 Penalty: 4365.379395 Iteration 11Q: 3 clusters Score -609395.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -609543.625000 Penalty: 4365.379395 Iteration 12Q: 3 clusters Score -609543.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -609613.937500 Penalty: 4365.379395 Iteration 13Q: 3 clusters Score -609613.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -609658.312500 Penalty: 4365.379395 Iteration 14Q: 3 clusters Score -609658.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -609684.500000 Penalty: 4365.379395 Iteration 15Q: 3 clusters Score -609684.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -609702.250000 Penalty: 4365.379395 Iteration 16Q: 3 clusters Score -609702.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -609711.625000 Penalty: 4365.379395 Iteration 17Q: 3 clusters Score -609711.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -609722.062500 Penalty: 4365.379395 Iteration 18Q: 3 clusters Score -609722.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -609726.812500 Penalty: 4365.379395 Iteration 19Q: 3 clusters Score -609726.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 5585 members Entering Unmasked Estep Score: -609729.375000 Penalty: 4365.379395 Iteration 20F: 3 clusters Score -609729.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -609734.937500 Penalty: 4365.379395 Iteration 21Q: 3 clusters Score -609734.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -609735.437500 Penalty: 4365.379395 Iteration 22Q: 3 clusters Score -609735.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -609737.687500 Penalty: 4365.379395 Iteration 23Q: 3 clusters Score -609737.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -609737.687500 Penalty: 4365.379395 Iteration 24F: 3 clusters Score -609737.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Entering Unmasked Estep Score: -27196.375000 Penalty: 1490.185669 Iteration 0F: 2 clusters Score -27196.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -25869.253906 Penalty: 2980.371338 Iteration 0F: 3 clusters Score -25869.25 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -26027.037109 Penalty: 2980.371338 Iteration 1F: 3 clusters Score -26027.04 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -26081.599609 Penalty: 2980.371338 Iteration 2F: 3 clusters Score -26081.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -26128.513672 Penalty: 2980.371338 Iteration 3Q: 3 clusters Score -26128.51 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -26180.341797 Penalty: 2980.371338 Iteration 4Q: 3 clusters Score -26180.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -26230.826172 Penalty: 2980.371338 Iteration 5Q: 3 clusters Score -26230.83 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -26296.910156 Penalty: 2980.371338 Iteration 6F: 3 clusters Score -26296.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -26308.865234 Penalty: 2980.371338 Iteration 7Q: 3 clusters Score -26308.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -26328.623047 Penalty: 2980.371338 Iteration 8Q: 3 clusters Score -26328.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -26339.736328 Penalty: 2980.371338 Iteration 9Q: 3 clusters Score -26339.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -26347.111328 Penalty: 2980.371338 Iteration 10Q: 3 clusters Score -26347.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -26349.486328 Penalty: 2980.371338 Iteration 11Q: 3 clusters Score -26349.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -26349.486328 Penalty: 2980.371338 Iteration 12F: 3 clusters Score -26349.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (11866 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11866 members Entering Unmasked Estep Score: -1091209.125000 Penalty: 2326.595215 Iteration 0F: 2 clusters Score -1091209 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 5896 members Entering Unmasked Estep Score: -1082295.375000 Penalty: 4653.190430 Iteration 0F: 3 clusters Score -1082295 nChanged 5092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -1085006.875000 Penalty: 4653.190430 Iteration 1F: 3 clusters Score -1085007 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -1085352.000000 Penalty: 4653.190430 Iteration 2F: 3 clusters Score -1085352 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -1085629.000000 Penalty: 4653.190430 Iteration 3F: 3 clusters Score -1085629 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6706 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -1085862.750000 Penalty: 4653.190430 Iteration 4Q: 3 clusters Score -1085863 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6966 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -1086044.375000 Penalty: 4653.190430 Iteration 5Q: 3 clusters Score -1086044 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7268 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -1086208.750000 Penalty: 4653.190430 Iteration 6Q: 3 clusters Score -1086209 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7602 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -1086405.625000 Penalty: 4653.190430 Iteration 7Q: 3 clusters Score -1086406 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8017 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -1086654.125000 Penalty: 4653.190430 Iteration 8Q: 3 clusters Score -1086654 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8469 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -1086930.500000 Penalty: 4653.190430 Iteration 9Q: 3 clusters Score -1086930 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8963 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -1087285.625000 Penalty: 4653.190430 Iteration 10Q: 3 clusters Score -1087286 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9464 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -1087672.875000 Penalty: 4653.190430 Iteration 11Q: 3 clusters Score -1087673 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9949 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -1088042.375000 Penalty: 4653.190430 Iteration 12Q: 3 clusters Score -1088042 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10377 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -1088373.750000 Penalty: 4653.190430 Iteration 13Q: 3 clusters Score -1088374 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10678 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -1088612.250000 Penalty: 4653.190430 Iteration 14Q: 3 clusters Score -1088612 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10914 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -1088794.375000 Penalty: 4653.190430 Iteration 15Q: 3 clusters Score -1088794 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11071 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -1088912.750000 Penalty: 4653.190430 Iteration 16Q: 3 clusters Score -1088913 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11164 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -1088980.875000 Penalty: 4653.190430 Iteration 17Q: 3 clusters Score -1088981 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11228 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -1089015.625000 Penalty: 4653.190430 Iteration 18Q: 3 clusters Score -1089016 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11265 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -1089046.000000 Penalty: 4653.190430 Iteration 19Q: 3 clusters Score -1089046 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11304 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -1089076.625000 Penalty: 4653.190430 Iteration 20F: 3 clusters Score -1089077 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11334 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -1089104.500000 Penalty: 4653.190430 Iteration 21Q: 3 clusters Score -1089104 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11358 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -1089122.250000 Penalty: 4653.190430 Iteration 22Q: 3 clusters Score -1089122 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11373 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -1089134.250000 Penalty: 4653.190430 Iteration 23Q: 3 clusters Score -1089134 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11386 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -1089149.375000 Penalty: 4653.190430 Iteration 24Q: 3 clusters Score -1089149 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11396 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -1089152.500000 Penalty: 4653.190430 Iteration 25Q: 3 clusters Score -1089152 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11398 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1089157.375000 Penalty: 4653.190430 Iteration 26Q: 3 clusters Score -1089157 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11406 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -1089161.000000 Penalty: 4653.190430 Iteration 27Q: 3 clusters Score -1089161 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11411 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -1089165.625000 Penalty: 4653.190430 Iteration 28Q: 3 clusters Score -1089166 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11413 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -1089167.625000 Penalty: 4653.190430 Iteration 29Q: 3 clusters Score -1089168 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11413 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -1089169.500000 Penalty: 4653.190430 Iteration 30Q: 3 clusters Score -1089170 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -1089168.500000 Penalty: 4653.190430 Iteration 31Q: 3 clusters Score -1089168 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -1089168.500000 Penalty: 4653.190430 Iteration 32F: 3 clusters Score -1089168 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (33754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33754 members Entering Unmasked Estep Score: -2991262.250000 Penalty: 2585.859863 Iteration 0F: 2 clusters Score -2991262 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16923 members Mstep: Class 2 contains 16831 members Entering Unmasked Estep Score: -2968283.250000 Penalty: 5171.719727 Iteration 0F: 3 clusters Score -2968283 nChanged 15320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16681 members Mstep: Class 2 contains 17073 members Entering Unmasked Estep Score: -2976694.250000 Penalty: 5171.719727 Iteration 1F: 3 clusters Score -2976694 nChanged 1691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16428 members Mstep: Class 2 contains 17326 members Entering Unmasked Estep Score: -2977318.750000 Penalty: 5171.719727 Iteration 2F: 3 clusters Score -2977319 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16031 members Mstep: Class 2 contains 17723 members Entering Unmasked Estep Score: -2977958.500000 Penalty: 5171.719727 Iteration 3Q: 3 clusters Score -2977958 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15426 members Mstep: Class 2 contains 18328 members Entering Unmasked Estep Score: -2978640.750000 Penalty: 5171.719727 Iteration 4Q: 3 clusters Score -2978641 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14614 members Mstep: Class 2 contains 19140 members Entering Unmasked Estep Score: -2979451.000000 Penalty: 5171.719727 Iteration 5F: 3 clusters Score -2979451 nChanged 1774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13626 members Mstep: Class 2 contains 20128 members Entering Unmasked Estep Score: -2980277.000000 Penalty: 5171.719727 Iteration 6F: 3 clusters Score -2980277 nChanged 1745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12575 members Mstep: Class 2 contains 21179 members Entering Unmasked Estep Score: -2981140.250000 Penalty: 5171.719727 Iteration 7F: 3 clusters Score -2981140 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11412 members Mstep: Class 2 contains 22342 members Entering Unmasked Estep Score: -2982034.000000 Penalty: 5171.719727 Iteration 8Q: 3 clusters Score -2982034 nChanged 1600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10164 members Mstep: Class 2 contains 23590 members Entering Unmasked Estep Score: -2982917.000000 Penalty: 5171.719727 Iteration 9Q: 3 clusters Score -2982917 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8991 members Mstep: Class 2 contains 24763 members Entering Unmasked Estep Score: -2983732.750000 Penalty: 5171.719727 Iteration 10Q: 3 clusters Score -2983733 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7856 members Mstep: Class 2 contains 25898 members Entering Unmasked Estep Score: -2984535.500000 Penalty: 5171.719727 Iteration 11Q: 3 clusters Score -2984536 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 26942 members Entering Unmasked Estep Score: -2985243.750000 Penalty: 5171.719727 Iteration 12Q: 3 clusters Score -2985244 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 27802 members Entering Unmasked Estep Score: -2985791.000000 Penalty: 5171.719727 Iteration 13Q: 3 clusters Score -2985791 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5298 members Mstep: Class 2 contains 28456 members Entering Unmasked Estep Score: -2986181.500000 Penalty: 5171.719727 Iteration 14Q: 3 clusters Score -2986182 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 29022 members Entering Unmasked Estep Score: -2986502.750000 Penalty: 5171.719727 Iteration 15Q: 3 clusters Score -2986503 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 29564 members Entering Unmasked Estep Score: -2986788.000000 Penalty: 5171.719727 Iteration 16Q: 3 clusters Score -2986788 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 30032 members Entering Unmasked Estep Score: -2987058.750000 Penalty: 5171.719727 Iteration 17Q: 3 clusters Score -2987059 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 30474 members Entering Unmasked Estep Score: -2987311.250000 Penalty: 5171.719727 Iteration 18Q: 3 clusters Score -2987311 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 30908 members Entering Unmasked Estep Score: -2987553.750000 Penalty: 5171.719727 Iteration 19Q: 3 clusters Score -2987554 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 31297 members Entering Unmasked Estep Score: -2987785.500000 Penalty: 5171.719727 Iteration 20F: 3 clusters Score -2987786 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 31640 members Entering Unmasked Estep Score: -2988023.750000 Penalty: 5171.719727 Iteration 21Q: 3 clusters Score -2988024 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 31949 members Entering Unmasked Estep Score: -2988259.000000 Penalty: 5171.719727 Iteration 22Q: 3 clusters Score -2988259 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 32204 members Entering Unmasked Estep Score: -2988458.500000 Penalty: 5171.719727 Iteration 23Q: 3 clusters Score -2988458 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 32386 members Entering Unmasked Estep Score: -2988645.000000 Penalty: 5171.719727 Iteration 24Q: 3 clusters Score -2988645 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 32521 members Entering Unmasked Estep Score: -2988777.000000 Penalty: 5171.719727 Iteration 25Q: 3 clusters Score -2988777 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 32628 members Entering Unmasked Estep Score: -2988890.250000 Penalty: 5171.719727 Iteration 26Q: 3 clusters Score -2988890 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 32695 members Entering Unmasked Estep Score: -2988967.000000 Penalty: 5171.719727 Iteration 27Q: 3 clusters Score -2988967 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 32762 members Entering Unmasked Estep Score: -2989057.000000 Penalty: 5171.719727 Iteration 28Q: 3 clusters Score -2989057 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 32808 members Entering Unmasked Estep Score: -2989124.000000 Penalty: 5171.719727 Iteration 29Q: 3 clusters Score -2989124 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 32832 members Entering Unmasked Estep Score: -2989157.000000 Penalty: 5171.719727 Iteration 30Q: 3 clusters Score -2989157 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 32844 members Entering Unmasked Estep Score: -2989181.000000 Penalty: 5171.719727 Iteration 31Q: 3 clusters Score -2989181 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 32856 members Entering Unmasked Estep Score: -2989211.500000 Penalty: 5171.719727 Iteration 32Q: 3 clusters Score -2989212 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 32871 members Entering Unmasked Estep Score: -2989224.500000 Penalty: 5171.719727 Iteration 33Q: 3 clusters Score -2989224 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 32873 members Entering Unmasked Estep Score: -2989241.250000 Penalty: 5171.719727 Iteration 34Q: 3 clusters Score -2989241 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 32873 members Entering Unmasked Estep Score: -2989251.000000 Penalty: 5171.719727 Iteration 35Q: 3 clusters Score -2989251 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 32873 members Entering Unmasked Estep Score: -2989260.000000 Penalty: 5171.719727 Iteration 36Q: 3 clusters Score -2989260 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 32873 members Entering Unmasked Estep Score: -2989261.750000 Penalty: 5171.719727 Iteration 37Q: 3 clusters Score -2989262 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 32871 members Entering Unmasked Estep Score: -2989269.000000 Penalty: 5171.719727 Iteration 38Q: 3 clusters Score -2989269 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 32872 members Entering Unmasked Estep Score: -2989278.250000 Penalty: 5171.719727 Iteration 39Q: 3 clusters Score -2989278 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32875 members Entering Unmasked Estep Score: -2989277.500000 Penalty: 5171.719727 Iteration 40F: 3 clusters Score -2989278 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 32875 members Entering Unmasked Estep Score: -2989283.250000 Penalty: 5171.719727 Iteration 41Q: 3 clusters Score -2989283 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 32871 members Entering Unmasked Estep Score: -2989285.250000 Penalty: 5171.719727 Iteration 42Q: 3 clusters Score -2989285 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 32870 members Entering Unmasked Estep Score: -2989289.000000 Penalty: 5171.719727 Iteration 43Q: 3 clusters Score -2989289 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 32867 members Entering Unmasked Estep Score: -2989289.250000 Penalty: 5171.719727 Iteration 44Q: 3 clusters Score -2989289 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 32865 members Entering Unmasked Estep Score: -2989293.250000 Penalty: 5171.719727 Iteration 45Q: 3 clusters Score -2989293 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 32861 members Entering Unmasked Estep Score: -2989295.500000 Penalty: 5171.719727 Iteration 46Q: 3 clusters Score -2989296 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 32861 members Entering Unmasked Estep Score: -2989298.750000 Penalty: 5171.719727 Iteration 47Q: 3 clusters Score -2989299 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 32862 members Entering Unmasked Estep Score: -2989301.000000 Penalty: 5171.719727 Iteration 48Q: 3 clusters Score -2989301 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 32862 members Entering Unmasked Estep Score: -2989302.250000 Penalty: 5171.719727 Iteration 49Q: 3 clusters Score -2989302 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 32862 members Entering Unmasked Estep Score: -2989302.250000 Penalty: 5171.719727 Iteration 50F: 3 clusters Score -2989302 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (68308 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68308 members Entering Unmasked Estep Score: -6144614.500000 Penalty: 2760.682129 Iteration 0F: 2 clusters Score -6144614 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34232 members Mstep: Class 2 contains 34076 members Entering Unmasked Estep Score: -6098647.500000 Penalty: 5521.364258 Iteration 0F: 3 clusters Score -6098648 nChanged 31946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34336 members Mstep: Class 2 contains 33972 members Entering Unmasked Estep Score: -6116808.500000 Penalty: 5521.364258 Iteration 1F: 3 clusters Score -6116808 nChanged 2783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34399 members Mstep: Class 2 contains 33909 members Entering Unmasked Estep Score: -6117685.500000 Penalty: 5521.364258 Iteration 2Q: 3 clusters Score -6117686 nChanged 2755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34484 members Mstep: Class 2 contains 33824 members Entering Unmasked Estep Score: -6118620.500000 Penalty: 5521.364258 Iteration 3Q: 3 clusters Score -6118620 nChanged 2790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34504 members Mstep: Class 2 contains 33804 members Entering Unmasked Estep Score: -6119631.500000 Penalty: 5521.364258 Iteration 4Q: 3 clusters Score -6119632 nChanged 2997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34541 members Mstep: Class 2 contains 33767 members Entering Unmasked Estep Score: -6120846.000000 Penalty: 5521.364258 Iteration 5Q: 3 clusters Score -6120846 nChanged 3175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34596 members Mstep: Class 2 contains 33712 members Entering Unmasked Estep Score: -6122239.000000 Penalty: 5521.364258 Iteration 6Q: 3 clusters Score -6122239 nChanged 3288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34666 members Mstep: Class 2 contains 33642 members Entering Unmasked Estep Score: -6123592.500000 Penalty: 5521.364258 Iteration 7Q: 3 clusters Score -6123592 nChanged 3092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34826 members Mstep: Class 2 contains 33482 members Entering Unmasked Estep Score: -6124952.000000 Penalty: 5521.364258 Iteration 8Q: 3 clusters Score -6124952 nChanged 3038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35070 members Mstep: Class 2 contains 33238 members Entering Unmasked Estep Score: -6126289.000000 Penalty: 5521.364258 Iteration 9Q: 3 clusters Score -6126289 nChanged 2869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35505 members Mstep: Class 2 contains 32803 members Entering Unmasked Estep Score: -6127484.500000 Penalty: 5521.364258 Iteration 10Q: 3 clusters Score -6127484 nChanged 2624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36063 members Mstep: Class 2 contains 32245 members Entering Unmasked Estep Score: -6128493.500000 Penalty: 5521.364258 Iteration 11Q: 3 clusters Score -6128494 nChanged 2356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36817 members Mstep: Class 2 contains 31491 members Entering Unmasked Estep Score: -6129344.000000 Penalty: 5521.364258 Iteration 12Q: 3 clusters Score -6129344 nChanged 2020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37823 members Mstep: Class 2 contains 30485 members Entering Unmasked Estep Score: -6129978.000000 Penalty: 5521.364258 Iteration 13Q: 3 clusters Score -6129978 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39006 members Mstep: Class 2 contains 29302 members Entering Unmasked Estep Score: -6130563.000000 Penalty: 5521.364258 Iteration 14Q: 3 clusters Score -6130563 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40284 members Mstep: Class 2 contains 28024 members Entering Unmasked Estep Score: -6131036.500000 Penalty: 5521.364258 Iteration 15Q: 3 clusters Score -6131036 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41695 members Mstep: Class 2 contains 26613 members Entering Unmasked Estep Score: -6131475.000000 Penalty: 5521.364258 Iteration 16Q: 3 clusters Score -6131475 nChanged 1669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43286 members Mstep: Class 2 contains 25022 members Entering Unmasked Estep Score: -6131990.500000 Penalty: 5521.364258 Iteration 17Q: 3 clusters Score -6131990 nChanged 1824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45072 members Mstep: Class 2 contains 23236 members Entering Unmasked Estep Score: -6132549.500000 Penalty: 5521.364258 Iteration 18Q: 3 clusters Score -6132550 nChanged 1994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47058 members Mstep: Class 2 contains 21250 members Entering Unmasked Estep Score: -6133174.500000 Penalty: 5521.364258 Iteration 19Q: 3 clusters Score -6133174 nChanged 2118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49172 members Mstep: Class 2 contains 19136 members Entering Unmasked Estep Score: -6133961.500000 Penalty: 5521.364258 Iteration 20F: 3 clusters Score -6133962 nChanged 2202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51374 members Mstep: Class 2 contains 16934 members Entering Unmasked Estep Score: -6134786.500000 Penalty: 5521.364258 Iteration 21Q: 3 clusters Score -6134786 nChanged 2327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53701 members Mstep: Class 2 contains 14607 members Entering Unmasked Estep Score: -6135788.500000 Penalty: 5521.364258 Iteration 22Q: 3 clusters Score -6135788 nChanged 2348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56049 members Mstep: Class 2 contains 12259 members Entering Unmasked Estep Score: -6136848.500000 Penalty: 5521.364258 Iteration 23Q: 3 clusters Score -6136848 nChanged 2197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58246 members Mstep: Class 2 contains 10062 members Entering Unmasked Estep Score: -6137865.500000 Penalty: 5521.364258 Iteration 24Q: 3 clusters Score -6137866 nChanged 2031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60277 members Mstep: Class 2 contains 8031 members Entering Unmasked Estep Score: -6138853.000000 Penalty: 5521.364258 Iteration 25Q: 3 clusters Score -6138853 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62012 members Mstep: Class 2 contains 6296 members Entering Unmasked Estep Score: -6139739.500000 Penalty: 5521.364258 Iteration 26Q: 3 clusters Score -6139740 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63365 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -6140434.000000 Penalty: 5521.364258 Iteration 27Q: 3 clusters Score -6140434 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64414 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -6140972.500000 Penalty: 5521.364258 Iteration 28Q: 3 clusters Score -6140972 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65204 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -6141363.000000 Penalty: 5521.364258 Iteration 29Q: 3 clusters Score -6141363 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65772 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -6141621.500000 Penalty: 5521.364258 Iteration 30Q: 3 clusters Score -6141622 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66157 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -6141806.500000 Penalty: 5521.364258 Iteration 31Q: 3 clusters Score -6141806 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66441 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -6141944.000000 Penalty: 5521.364258 Iteration 32Q: 3 clusters Score -6141944 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66645 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -6142061.500000 Penalty: 5521.364258 Iteration 33Q: 3 clusters Score -6142062 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66795 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -6142147.500000 Penalty: 5521.364258 Iteration 34Q: 3 clusters Score -6142148 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66889 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -6142198.000000 Penalty: 5521.364258 Iteration 35Q: 3 clusters Score -6142198 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66948 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -6142230.000000 Penalty: 5521.364258 Iteration 36Q: 3 clusters Score -6142230 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67008 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -6142253.000000 Penalty: 5521.364258 Iteration 37Q: 3 clusters Score -6142253 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67057 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -6142278.000000 Penalty: 5521.364258 Iteration 38Q: 3 clusters Score -6142278 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67099 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -6142298.000000 Penalty: 5521.364258 Iteration 39Q: 3 clusters Score -6142298 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67135 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -6142322.000000 Penalty: 5521.364258 Iteration 40F: 3 clusters Score -6142322 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67159 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -6142334.000000 Penalty: 5521.364258 Iteration 41Q: 3 clusters Score -6142334 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67172 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -6142343.000000 Penalty: 5521.364258 Iteration 42Q: 3 clusters Score -6142343 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67187 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -6142347.500000 Penalty: 5521.364258 Iteration 43Q: 3 clusters Score -6142348 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67202 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -6142363.000000 Penalty: 5521.364258 Iteration 44Q: 3 clusters Score -6142363 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67213 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -6142369.500000 Penalty: 5521.364258 Iteration 45Q: 3 clusters Score -6142370 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67216 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -6142376.000000 Penalty: 5521.364258 Iteration 46Q: 3 clusters Score -6142376 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67222 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -6142381.500000 Penalty: 5521.364258 Iteration 47Q: 3 clusters Score -6142382 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67230 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -6142381.000000 Penalty: 5521.364258 Iteration 48Q: 3 clusters Score -6142381 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67236 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -6142384.500000 Penalty: 5521.364258 Iteration 49Q: 3 clusters Score -6142384 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67245 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -6142389.500000 Penalty: 5521.364258 Iteration 50Q: 3 clusters Score -6142390 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67251 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -6142399.500000 Penalty: 5521.364258 Iteration 51Q: 3 clusters Score -6142400 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67256 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -6142400.000000 Penalty: 5521.364258 Iteration 52Q: 3 clusters Score -6142400 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67264 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -6142400.000000 Penalty: 5521.364258 Iteration 53Q: 3 clusters Score -6142400 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67268 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -6142406.500000 Penalty: 5521.364258 Iteration 54Q: 3 clusters Score -6142406 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67272 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -6142407.000000 Penalty: 5521.364258 Iteration 55Q: 3 clusters Score -6142407 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67276 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -6142400.500000 Penalty: 5521.364258 Iteration 56Q: 3 clusters Score -6142400 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67277 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -6142403.500000 Penalty: 5521.364258 Iteration 57Q: 3 clusters Score -6142404 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67282 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -6142404.000000 Penalty: 5521.364258 Iteration 58Q: 3 clusters Score -6142404 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67286 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -6142405.000000 Penalty: 5521.364258 Iteration 59Q: 3 clusters Score -6142405 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67289 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -6142404.500000 Penalty: 5521.364258 Iteration 60F: 3 clusters Score -6142404 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67293 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -6142407.000000 Penalty: 5521.364258 Iteration 61Q: 3 clusters Score -6142407 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67297 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -6142417.500000 Penalty: 5521.364258 Iteration 62Q: 3 clusters Score -6142418 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67297 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -6142416.500000 Penalty: 5521.364258 Iteration 63Q: 3 clusters Score -6142416 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67301 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -6142424.000000 Penalty: 5521.364258 Iteration 64Q: 3 clusters Score -6142424 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67302 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -6142419.500000 Penalty: 5521.364258 Iteration 65Q: 3 clusters Score -6142420 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67302 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -6142419.500000 Penalty: 5521.364258 Iteration 66F: 3 clusters Score -6142420 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2425 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Entering Unmasked Estep Score: -224772.593750 Penalty: 1932.809570 Iteration 0F: 2 clusters Score -224772.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -221922.515625 Penalty: 3865.619141 Iteration 0F: 3 clusters Score -221922.5 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -222452.328125 Penalty: 3865.619141 Iteration 1F: 3 clusters Score -222452.3 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -222621.250000 Penalty: 3865.619141 Iteration 2F: 3 clusters Score -222621.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -222738.515625 Penalty: 3865.619141 Iteration 3Q: 3 clusters Score -222738.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -222830.609375 Penalty: 3865.619141 Iteration 4Q: 3 clusters Score -222830.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -222895.203125 Penalty: 3865.619141 Iteration 5Q: 3 clusters Score -222895.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -222950.921875 Penalty: 3865.619141 Iteration 6Q: 3 clusters Score -222950.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -222976.203125 Penalty: 3865.619141 Iteration 7Q: 3 clusters Score -222976.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -222995.406250 Penalty: 3865.619141 Iteration 8Q: 3 clusters Score -222995.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -223011.921875 Penalty: 3865.619141 Iteration 9Q: 3 clusters Score -223011.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -223023.656250 Penalty: 3865.619141 Iteration 10Q: 3 clusters Score -223023.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -223030.953125 Penalty: 3865.619141 Iteration 11Q: 3 clusters Score -223031 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -223037.781250 Penalty: 3865.619141 Iteration 12Q: 3 clusters Score -223037.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -223046.140625 Penalty: 3865.619141 Iteration 13Q: 3 clusters Score -223046.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -223053.765625 Penalty: 3865.619141 Iteration 14Q: 3 clusters Score -223053.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -223059.968750 Penalty: 3865.619141 Iteration 15Q: 3 clusters Score -223060 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -223071.109375 Penalty: 3865.619141 Iteration 16Q: 3 clusters Score -223071.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -223082.953125 Penalty: 3865.619141 Iteration 17Q: 3 clusters Score -223083 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -223091.718750 Penalty: 3865.619141 Iteration 18Q: 3 clusters Score -223091.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -223100.890625 Penalty: 3865.619141 Iteration 19Q: 3 clusters Score -223100.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -223110.546875 Penalty: 3865.619141 Iteration 20F: 3 clusters Score -223110.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -223117.734375 Penalty: 3865.619141 Iteration 21Q: 3 clusters Score -223117.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -223119.656250 Penalty: 3865.619141 Iteration 22Q: 3 clusters Score -223119.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -223121.656250 Penalty: 3865.619141 Iteration 23Q: 3 clusters Score -223121.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -223124.515625 Penalty: 3865.619141 Iteration 24Q: 3 clusters Score -223124.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -223125.640625 Penalty: 3865.619141 Iteration 25Q: 3 clusters Score -223125.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -223126.062500 Penalty: 3865.619141 Iteration 26Q: 3 clusters Score -223126.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -223126.703125 Penalty: 3865.619141 Iteration 27Q: 3 clusters Score -223126.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -223126.968750 Penalty: 3865.619141 Iteration 28Q: 3 clusters Score -223127 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -223128.437500 Penalty: 3865.619141 Iteration 29Q: 3 clusters Score -223128.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -223128.875000 Penalty: 3865.619141 Iteration 30Q: 3 clusters Score -223128.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -223128.875000 Penalty: 3865.619141 Iteration 31F: 3 clusters Score -223128.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (10103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10103 members Entering Unmasked Estep Score: -938963.375000 Penalty: 2286.705811 Iteration 0F: 2 clusters Score -938963.4 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 5089 members Entering Unmasked Estep Score: -931213.375000 Penalty: 4573.411621 Iteration 0F: 3 clusters Score -931213.4 nChanged 4213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -933812.000000 Penalty: 4573.411621 Iteration 1F: 3 clusters Score -933812 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5388 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -934550.750000 Penalty: 4573.411621 Iteration 2F: 3 clusters Score -934550.8 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -935198.750000 Penalty: 4573.411621 Iteration 3F: 3 clusters Score -935198.8 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6265 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -935726.812500 Penalty: 4573.411621 Iteration 4F: 3 clusters Score -935726.8 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -936183.000000 Penalty: 4573.411621 Iteration 5F: 3 clusters Score -936183 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -936568.625000 Penalty: 4573.411621 Iteration 6F: 3 clusters Score -936568.6 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -936921.562500 Penalty: 4573.411621 Iteration 7Q: 3 clusters Score -936921.6 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8033 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -937197.000000 Penalty: 4573.411621 Iteration 8Q: 3 clusters Score -937197 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8330 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -937405.062500 Penalty: 4573.411621 Iteration 9Q: 3 clusters Score -937405.1 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8554 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -937556.375000 Penalty: 4573.411621 Iteration 10Q: 3 clusters Score -937556.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8736 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -937676.375000 Penalty: 4573.411621 Iteration 11Q: 3 clusters Score -937676.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8888 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -937775.500000 Penalty: 4573.411621 Iteration 12Q: 3 clusters Score -937775.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8983 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -937830.625000 Penalty: 4573.411621 Iteration 13Q: 3 clusters Score -937830.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9054 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -937866.062500 Penalty: 4573.411621 Iteration 14Q: 3 clusters Score -937866.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9108 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -937895.000000 Penalty: 4573.411621 Iteration 15Q: 3 clusters Score -937895 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9144 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -937911.875000 Penalty: 4573.411621 Iteration 16Q: 3 clusters Score -937911.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9169 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -937923.937500 Penalty: 4573.411621 Iteration 17Q: 3 clusters Score -937923.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9191 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -937934.125000 Penalty: 4573.411621 Iteration 18Q: 3 clusters Score -937934.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9210 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -937941.437500 Penalty: 4573.411621 Iteration 19Q: 3 clusters Score -937941.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9227 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -937950.375000 Penalty: 4573.411621 Iteration 20F: 3 clusters Score -937950.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9247 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -937959.437500 Penalty: 4573.411621 Iteration 21Q: 3 clusters Score -937959.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9262 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -937966.937500 Penalty: 4573.411621 Iteration 22Q: 3 clusters Score -937966.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9273 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -937967.125000 Penalty: 4573.411621 Iteration 23Q: 3 clusters Score -937967.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9282 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -937976.062500 Penalty: 4573.411621 Iteration 24Q: 3 clusters Score -937976.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9287 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -937975.500000 Penalty: 4573.411621 Iteration 25Q: 3 clusters Score -937975.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9290 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -937978.750000 Penalty: 4573.411621 Iteration 26Q: 3 clusters Score -937978.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9291 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -937978.250000 Penalty: 4573.411621 Iteration 27Q: 3 clusters Score -937978.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9293 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -937981.000000 Penalty: 4573.411621 Iteration 28Q: 3 clusters Score -937981 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9299 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -937984.375000 Penalty: 4573.411621 Iteration 29Q: 3 clusters Score -937984.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9310 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -937991.500000 Penalty: 4573.411621 Iteration 30Q: 3 clusters Score -937991.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9319 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -937995.500000 Penalty: 4573.411621 Iteration 31Q: 3 clusters Score -937995.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9328 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -937996.375000 Penalty: 4573.411621 Iteration 32Q: 3 clusters Score -937996.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -937999.812500 Penalty: 4573.411621 Iteration 33Q: 3 clusters Score -937999.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9337 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -937999.187500 Penalty: 4573.411621 Iteration 34Q: 3 clusters Score -937999.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9340 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -938002.812500 Penalty: 4573.411621 Iteration 35Q: 3 clusters Score -938002.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9343 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -938003.625000 Penalty: 4573.411621 Iteration 36Q: 3 clusters Score -938003.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9344 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -938003.875000 Penalty: 4573.411621 Iteration 37Q: 3 clusters Score -938003.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9345 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -938002.687500 Penalty: 4573.411621 Iteration 38Q: 3 clusters Score -938002.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9348 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -938003.250000 Penalty: 4573.411621 Iteration 39Q: 3 clusters Score -938003.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9351 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -938005.187500 Penalty: 4573.411621 Iteration 40F: 3 clusters Score -938005.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9353 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -938005.812500 Penalty: 4573.411621 Iteration 41Q: 3 clusters Score -938005.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9355 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -938008.375000 Penalty: 4573.411621 Iteration 42Q: 3 clusters Score -938008.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9355 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -938008.375000 Penalty: 4573.411621 Iteration 43F: 3 clusters Score -938008.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (11226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11226 members Entering Unmasked Estep Score: -1028818.687500 Penalty: 2312.844971 Iteration 0F: 2 clusters Score -1028819 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -1020299.375000 Penalty: 4625.689941 Iteration 0F: 3 clusters Score -1020299 nChanged 4851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -1022929.000000 Penalty: 4625.689941 Iteration 1F: 3 clusters Score -1022929 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -1023258.750000 Penalty: 4625.689941 Iteration 2F: 3 clusters Score -1023259 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6336 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -1023481.437500 Penalty: 4625.689941 Iteration 3F: 3 clusters Score -1023481 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6555 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -1023671.437500 Penalty: 4625.689941 Iteration 4Q: 3 clusters Score -1023671 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6802 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -1023848.687500 Penalty: 4625.689941 Iteration 5Q: 3 clusters Score -1023849 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -1024044.062500 Penalty: 4625.689941 Iteration 6Q: 3 clusters Score -1024044 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7486 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -1024272.500000 Penalty: 4625.689941 Iteration 7Q: 3 clusters Score -1024272 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7897 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -1024546.000000 Penalty: 4625.689941 Iteration 8Q: 3 clusters Score -1024546 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -1024905.000000 Penalty: 4625.689941 Iteration 9Q: 3 clusters Score -1024905 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8816 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -1025307.062500 Penalty: 4625.689941 Iteration 10Q: 3 clusters Score -1025307 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9255 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -1025727.000000 Penalty: 4625.689941 Iteration 11Q: 3 clusters Score -1025727 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9632 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -1026081.187500 Penalty: 4625.689941 Iteration 12Q: 3 clusters Score -1026081 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9905 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -1026346.437500 Penalty: 4625.689941 Iteration 13Q: 3 clusters Score -1026346 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10102 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -1026536.000000 Penalty: 4625.689941 Iteration 14Q: 3 clusters Score -1026536 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10247 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -1026667.125000 Penalty: 4625.689941 Iteration 15Q: 3 clusters Score -1026667 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10343 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -1026763.250000 Penalty: 4625.689941 Iteration 16Q: 3 clusters Score -1026763 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10413 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -1026834.187500 Penalty: 4625.689941 Iteration 17Q: 3 clusters Score -1026834 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10466 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -1026884.500000 Penalty: 4625.689941 Iteration 18Q: 3 clusters Score -1026884 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10492 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -1026913.812500 Penalty: 4625.689941 Iteration 19Q: 3 clusters Score -1026914 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10518 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -1026938.062500 Penalty: 4625.689941 Iteration 20F: 3 clusters Score -1026938 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10532 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -1026957.812500 Penalty: 4625.689941 Iteration 21Q: 3 clusters Score -1026958 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10547 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -1026978.312500 Penalty: 4625.689941 Iteration 22Q: 3 clusters Score -1026978 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10560 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -1026987.687500 Penalty: 4625.689941 Iteration 23Q: 3 clusters Score -1026988 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10570 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -1027000.625000 Penalty: 4625.689941 Iteration 24Q: 3 clusters Score -1027001 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10581 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -1027007.875000 Penalty: 4625.689941 Iteration 25Q: 3 clusters Score -1027008 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10587 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -1027011.187500 Penalty: 4625.689941 Iteration 26Q: 3 clusters Score -1027011 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10590 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -1027015.562500 Penalty: 4625.689941 Iteration 27Q: 3 clusters Score -1027016 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10591 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -1027018.437500 Penalty: 4625.689941 Iteration 28Q: 3 clusters Score -1027018 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10599 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -1027023.500000 Penalty: 4625.689941 Iteration 29Q: 3 clusters Score -1027024 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10603 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -1027027.500000 Penalty: 4625.689941 Iteration 30Q: 3 clusters Score -1027028 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10602 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -1027031.937500 Penalty: 4625.689941 Iteration 31Q: 3 clusters Score -1027032 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10601 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -1027032.625000 Penalty: 4625.689941 Iteration 32Q: 3 clusters Score -1027033 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10602 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -1027034.375000 Penalty: 4625.689941 Iteration 33Q: 3 clusters Score -1027034 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10602 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -1027033.875000 Penalty: 4625.689941 Iteration 34Q: 3 clusters Score -1027034 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10601 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -1027034.000000 Penalty: 4625.689941 Iteration 35Q: 3 clusters Score -1027034 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10601 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -1027034.000000 Penalty: 4625.689941 Iteration 36F: 3 clusters Score -1027034 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (307699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307699 members Entering Unmasked Estep Score: -28067122.000000 Penalty: 3133.945557 Iteration 0F: 2 clusters Score -2.806712e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153810 members Mstep: Class 2 contains 153889 members Entering Unmasked Estep Score: -27860544.000000 Penalty: 6267.891113 Iteration 0F: 3 clusters Score -2.786054e+07 nChanged 148968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150258 members Mstep: Class 2 contains 157441 members Entering Unmasked Estep Score: -27948850.000000 Penalty: 6267.891113 Iteration 1F: 3 clusters Score -2.794885e+07 nChanged 7273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148517 members Mstep: Class 2 contains 159182 members Entering Unmasked Estep Score: -27950216.000000 Penalty: 6267.891113 Iteration 2Q: 3 clusters Score -2.795022e+07 nChanged 7849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145798 members Mstep: Class 2 contains 161901 members Entering Unmasked Estep Score: -27951938.000000 Penalty: 6267.891113 Iteration 3Q: 3 clusters Score -2.795194e+07 nChanged 8961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141667 members Mstep: Class 2 contains 166032 members Entering Unmasked Estep Score: -27954226.000000 Penalty: 6267.891113 Iteration 4Q: 3 clusters Score -2.795423e+07 nChanged 10486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135561 members Mstep: Class 2 contains 172138 members Entering Unmasked Estep Score: -27957780.000000 Penalty: 6267.891113 Iteration 5Q: 3 clusters Score -2.795778e+07 nChanged 12587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126568 members Mstep: Class 2 contains 181131 members Entering Unmasked Estep Score: -27963228.000000 Penalty: 6267.891113 Iteration 6Q: 3 clusters Score -2.796323e+07 nChanged 15489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113699 members Mstep: Class 2 contains 194000 members Entering Unmasked Estep Score: -27971732.000000 Penalty: 6267.891113 Iteration 7F: 3 clusters Score -2.797173e+07 nChanged 18715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96548 members Mstep: Class 2 contains 211151 members Entering Unmasked Estep Score: -27984356.000000 Penalty: 6267.891113 Iteration 8F: 3 clusters Score -2.798436e+07 nChanged 21379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75915 members Mstep: Class 2 contains 231784 members Entering Unmasked Estep Score: -28001214.000000 Penalty: 6267.891113 Iteration 9F: 3 clusters Score -2.800121e+07 nChanged 21819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54360 members Mstep: Class 2 contains 253339 members Entering Unmasked Estep Score: -28019778.000000 Penalty: 6267.891113 Iteration 10F: 3 clusters Score -2.801978e+07 nChanged 18832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35598 members Mstep: Class 2 contains 272101 members Entering Unmasked Estep Score: -28036180.000000 Penalty: 6267.891113 Iteration 11F: 3 clusters Score -2.803618e+07 nChanged 14126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21492 members Mstep: Class 2 contains 286207 members Entering Unmasked Estep Score: -28048418.000000 Penalty: 6267.891113 Iteration 12Q: 3 clusters Score -2.804842e+07 nChanged 9064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12434 members Mstep: Class 2 contains 295265 members Entering Unmasked Estep Score: -28055790.000000 Penalty: 6267.891113 Iteration 13Q: 3 clusters Score -2.805579e+07 nChanged 5337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 300600 members Entering Unmasked Estep Score: -28059794.000000 Penalty: 6267.891113 Iteration 14Q: 3 clusters Score -2.805979e+07 nChanged 2944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 303538 members Entering Unmasked Estep Score: -28061900.000000 Penalty: 6267.891113 Iteration 15Q: 3 clusters Score -2.80619e+07 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 305113 members Entering Unmasked Estep Score: -28063128.000000 Penalty: 6267.891113 Iteration 16Q: 3 clusters Score -2.806313e+07 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 305918 members Entering Unmasked Estep Score: -28063568.000000 Penalty: 6267.891113 Iteration 17Q: 3 clusters Score -2.806357e+07 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 306348 members Entering Unmasked Estep Score: -28063862.000000 Penalty: 6267.891113 Iteration 18Q: 3 clusters Score -2.806386e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 306579 members Entering Unmasked Estep Score: -28064056.000000 Penalty: 6267.891113 Iteration 19Q: 3 clusters Score -2.806406e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 306709 members Entering Unmasked Estep Score: -28064106.000000 Penalty: 6267.891113 Iteration 20F: 3 clusters Score -2.806411e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 306799 members Entering Unmasked Estep Score: -28064230.000000 Penalty: 6267.891113 Iteration 21Q: 3 clusters Score -2.806423e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 306843 members Entering Unmasked Estep Score: -28064276.000000 Penalty: 6267.891113 Iteration 22Q: 3 clusters Score -2.806428e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 306896 members Entering Unmasked Estep Score: -28064316.000000 Penalty: 6267.891113 Iteration 23Q: 3 clusters Score -2.806432e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 306930 members Entering Unmasked Estep Score: -28064324.000000 Penalty: 6267.891113 Iteration 24Q: 3 clusters Score -2.806432e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 306965 members Entering Unmasked Estep Score: -28064354.000000 Penalty: 6267.891113 Iteration 25Q: 3 clusters Score -2.806435e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 306986 members Entering Unmasked Estep Score: -28064354.000000 Penalty: 6267.891113 Iteration 26Q: 3 clusters Score -2.806435e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 306997 members Entering Unmasked Estep Score: -28064348.000000 Penalty: 6267.891113 Iteration 27Q: 3 clusters Score -2.806435e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 307010 members Entering Unmasked Estep Score: -28064352.000000 Penalty: 6267.891113 Iteration 28Q: 3 clusters Score -2.806435e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 307018 members Entering Unmasked Estep Score: -28064386.000000 Penalty: 6267.891113 Iteration 29Q: 3 clusters Score -2.806439e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 307031 members Entering Unmasked Estep Score: -28064384.000000 Penalty: 6267.891113 Iteration 30Q: 3 clusters Score -2.806438e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 307036 members Entering Unmasked Estep Score: -28064386.000000 Penalty: 6267.891113 Iteration 31Q: 3 clusters Score -2.806439e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 307044 members Entering Unmasked Estep Score: -28064408.000000 Penalty: 6267.891113 Iteration 32Q: 3 clusters Score -2.806441e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 307051 members Entering Unmasked Estep Score: -28064412.000000 Penalty: 6267.891113 Iteration 33Q: 3 clusters Score -2.806441e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 307063 members Entering Unmasked Estep Score: -28064434.000000 Penalty: 6267.891113 Iteration 34Q: 3 clusters Score -2.806443e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 307067 members Entering Unmasked Estep Score: -28064432.000000 Penalty: 6267.891113 Iteration 35Q: 3 clusters Score -2.806443e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 307073 members Entering Unmasked Estep Score: -28064444.000000 Penalty: 6267.891113 Iteration 36Q: 3 clusters Score -2.806444e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 307077 members Entering Unmasked Estep Score: -28064450.000000 Penalty: 6267.891113 Iteration 37Q: 3 clusters Score -2.806445e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 307082 members Entering Unmasked Estep Score: -28064458.000000 Penalty: 6267.891113 Iteration 38Q: 3 clusters Score -2.806446e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 307079 members Entering Unmasked Estep Score: -28064458.000000 Penalty: 6267.891113 Iteration 39Q: 3 clusters Score -2.806446e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 307080 members Entering Unmasked Estep Score: -28064446.000000 Penalty: 6267.891113 Iteration 40F: 3 clusters Score -2.806445e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 307083 members Entering Unmasked Estep Score: -28064450.000000 Penalty: 6267.891113 Iteration 41Q: 3 clusters Score -2.806445e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 307082 members Entering Unmasked Estep Score: -28064452.000000 Penalty: 6267.891113 Iteration 42Q: 3 clusters Score -2.806445e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 307081 members Entering Unmasked Estep Score: -28064440.000000 Penalty: 6267.891113 Iteration 43Q: 3 clusters Score -2.806444e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 307081 members Entering Unmasked Estep Score: -28064440.000000 Penalty: 6267.891113 Iteration 44F: 3 clusters Score -2.806444e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (7801 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7801 members Entering Unmasked Estep Score: -705656.562500 Penalty: 2222.577881 Iteration 0F: 2 clusters Score -705656.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -699521.625000 Penalty: 4445.155762 Iteration 0F: 3 clusters Score -699521.6 nChanged 3083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -701226.875000 Penalty: 4445.155762 Iteration 1F: 3 clusters Score -701226.9 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -701619.750000 Penalty: 4445.155762 Iteration 2F: 3 clusters Score -701619.8 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -701953.437500 Penalty: 4445.155762 Iteration 3F: 3 clusters Score -701953.4 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -702252.250000 Penalty: 4445.155762 Iteration 4F: 3 clusters Score -702252.2 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -702579.687500 Penalty: 4445.155762 Iteration 5F: 3 clusters Score -702579.7 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -702880.125000 Penalty: 4445.155762 Iteration 6F: 3 clusters Score -702880.1 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -703111.437500 Penalty: 4445.155762 Iteration 7Q: 3 clusters Score -703111.4 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -703313.062500 Penalty: 4445.155762 Iteration 8Q: 3 clusters Score -703313.1 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -703483.687500 Penalty: 4445.155762 Iteration 9Q: 3 clusters Score -703483.7 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -703622.625000 Penalty: 4445.155762 Iteration 10Q: 3 clusters Score -703622.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -703713.750000 Penalty: 4445.155762 Iteration 11Q: 3 clusters Score -703713.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5040 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -703793.250000 Penalty: 4445.155762 Iteration 12Q: 3 clusters Score -703793.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -703868.875000 Penalty: 4445.155762 Iteration 13Q: 3 clusters Score -703868.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -703940.187500 Penalty: 4445.155762 Iteration 14Q: 3 clusters Score -703940.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -703992.125000 Penalty: 4445.155762 Iteration 15Q: 3 clusters Score -703992.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -704026.000000 Penalty: 4445.155762 Iteration 16Q: 3 clusters Score -704026 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5568 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -704058.062500 Penalty: 4445.155762 Iteration 17Q: 3 clusters Score -704058.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5640 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -704089.812500 Penalty: 4445.155762 Iteration 18Q: 3 clusters Score -704089.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -704112.250000 Penalty: 4445.155762 Iteration 19Q: 3 clusters Score -704112.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5749 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -704136.187500 Penalty: 4445.155762 Iteration 20F: 3 clusters Score -704136.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -704159.812500 Penalty: 4445.155762 Iteration 21Q: 3 clusters Score -704159.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -704179.500000 Penalty: 4445.155762 Iteration 22Q: 3 clusters Score -704179.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -704200.250000 Penalty: 4445.155762 Iteration 23Q: 3 clusters Score -704200.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -704214.875000 Penalty: 4445.155762 Iteration 24Q: 3 clusters Score -704214.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -704227.437500 Penalty: 4445.155762 Iteration 25Q: 3 clusters Score -704227.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5996 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -704244.500000 Penalty: 4445.155762 Iteration 26Q: 3 clusters Score -704244.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6028 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -704254.562500 Penalty: 4445.155762 Iteration 27Q: 3 clusters Score -704254.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6061 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -704270.125000 Penalty: 4445.155762 Iteration 28Q: 3 clusters Score -704270.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -704281.375000 Penalty: 4445.155762 Iteration 29Q: 3 clusters Score -704281.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -704294.187500 Penalty: 4445.155762 Iteration 30Q: 3 clusters Score -704294.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6143 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -704306.875000 Penalty: 4445.155762 Iteration 31Q: 3 clusters Score -704306.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -704324.562500 Penalty: 4445.155762 Iteration 32Q: 3 clusters Score -704324.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6213 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -704338.187500 Penalty: 4445.155762 Iteration 33Q: 3 clusters Score -704338.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6242 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -704350.312500 Penalty: 4445.155762 Iteration 34Q: 3 clusters Score -704350.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6274 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -704366.812500 Penalty: 4445.155762 Iteration 35Q: 3 clusters Score -704366.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6297 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -704378.562500 Penalty: 4445.155762 Iteration 36Q: 3 clusters Score -704378.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -704383.937500 Penalty: 4445.155762 Iteration 37Q: 3 clusters Score -704383.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -704389.687500 Penalty: 4445.155762 Iteration 38Q: 3 clusters Score -704389.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -704395.250000 Penalty: 4445.155762 Iteration 39Q: 3 clusters Score -704395.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -704398.250000 Penalty: 4445.155762 Iteration 40F: 3 clusters Score -704398.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6371 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -704403.500000 Penalty: 4445.155762 Iteration 41Q: 3 clusters Score -704403.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -704407.937500 Penalty: 4445.155762 Iteration 42Q: 3 clusters Score -704407.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6392 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -704408.750000 Penalty: 4445.155762 Iteration 43Q: 3 clusters Score -704408.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -704415.250000 Penalty: 4445.155762 Iteration 44Q: 3 clusters Score -704415.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -704416.250000 Penalty: 4445.155762 Iteration 45Q: 3 clusters Score -704416.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -704416.375000 Penalty: 4445.155762 Iteration 46Q: 3 clusters Score -704416.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -704416.750000 Penalty: 4445.155762 Iteration 47Q: 3 clusters Score -704416.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -704416.750000 Penalty: 4445.155762 Iteration 48F: 3 clusters Score -704416.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8530 members Entering Unmasked Estep Score: -789924.625000 Penalty: 2244.733643 Iteration 0F: 2 clusters Score -789924.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -783103.312500 Penalty: 4489.467285 Iteration 0F: 3 clusters Score -783103.3 nChanged 3583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -785035.250000 Penalty: 4489.467285 Iteration 1F: 3 clusters Score -785035.2 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -785297.750000 Penalty: 4489.467285 Iteration 2F: 3 clusters Score -785297.8 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -785463.250000 Penalty: 4489.467285 Iteration 3Q: 3 clusters Score -785463.2 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -785592.750000 Penalty: 4489.467285 Iteration 4Q: 3 clusters Score -785592.8 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -785682.625000 Penalty: 4489.467285 Iteration 5Q: 3 clusters Score -785682.6 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -785753.937500 Penalty: 4489.467285 Iteration 6Q: 3 clusters Score -785753.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -785823.187500 Penalty: 4489.467285 Iteration 7Q: 3 clusters Score -785823.2 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -785900.500000 Penalty: 4489.467285 Iteration 8Q: 3 clusters Score -785900.5 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -785992.125000 Penalty: 4489.467285 Iteration 9Q: 3 clusters Score -785992.1 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 5478 members Entering Unmasked Estep Score: -786120.687500 Penalty: 4489.467285 Iteration 10Q: 3 clusters Score -786120.7 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 5753 members Entering Unmasked Estep Score: -786307.875000 Penalty: 4489.467285 Iteration 11Q: 3 clusters Score -786307.9 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -786599.750000 Penalty: 4489.467285 Iteration 12Q: 3 clusters Score -786599.8 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 6507 members Entering Unmasked Estep Score: -787007.375000 Penalty: 4489.467285 Iteration 13F: 3 clusters Score -787007.4 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 6922 members Entering Unmasked Estep Score: -787495.125000 Penalty: 4489.467285 Iteration 14F: 3 clusters Score -787495.1 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 7259 members Entering Unmasked Estep Score: -788011.312500 Penalty: 4489.467285 Iteration 15F: 3 clusters Score -788011.3 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 7509 members Entering Unmasked Estep Score: -788398.750000 Penalty: 4489.467285 Iteration 16Q: 3 clusters Score -788398.8 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 7663 members Entering Unmasked Estep Score: -788649.812500 Penalty: 4489.467285 Iteration 17Q: 3 clusters Score -788649.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 7767 members Entering Unmasked Estep Score: -788815.437500 Penalty: 4489.467285 Iteration 18Q: 3 clusters Score -788815.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -788901.750000 Penalty: 4489.467285 Iteration 19Q: 3 clusters Score -788901.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 7864 members Entering Unmasked Estep Score: -788947.875000 Penalty: 4489.467285 Iteration 20F: 3 clusters Score -788947.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 7885 members Entering Unmasked Estep Score: -788967.375000 Penalty: 4489.467285 Iteration 21Q: 3 clusters Score -788967.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 7898 members Entering Unmasked Estep Score: -788976.875000 Penalty: 4489.467285 Iteration 22Q: 3 clusters Score -788976.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 7908 members Entering Unmasked Estep Score: -788986.375000 Penalty: 4489.467285 Iteration 23Q: 3 clusters Score -788986.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 7913 members Entering Unmasked Estep Score: -788990.937500 Penalty: 4489.467285 Iteration 24Q: 3 clusters Score -788990.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 7916 members Entering Unmasked Estep Score: -788992.562500 Penalty: 4489.467285 Iteration 25Q: 3 clusters Score -788992.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 7915 members Entering Unmasked Estep Score: -788991.875000 Penalty: 4489.467285 Iteration 26Q: 3 clusters Score -788991.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 7915 members Entering Unmasked Estep Score: -788991.875000 Penalty: 4489.467285 Iteration 27F: 3 clusters Score -788991.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5366 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Entering Unmasked Estep Score: -462009.500000 Penalty: 2129.783936 Iteration 0F: 2 clusters Score -462009.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -457262.406250 Penalty: 4259.567871 Iteration 0F: 3 clusters Score -457262.4 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -458410.375000 Penalty: 4259.567871 Iteration 1F: 3 clusters Score -458410.4 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -458629.250000 Penalty: 4259.567871 Iteration 2F: 3 clusters Score -458629.2 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -458793.531250 Penalty: 4259.567871 Iteration 3F: 3 clusters Score -458793.5 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -458927.156250 Penalty: 4259.567871 Iteration 4Q: 3 clusters Score -458927.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -459030.250000 Penalty: 4259.567871 Iteration 5Q: 3 clusters Score -459030.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -459115.218750 Penalty: 4259.567871 Iteration 6Q: 3 clusters Score -459115.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -459205.218750 Penalty: 4259.567871 Iteration 7Q: 3 clusters Score -459205.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -459286.031250 Penalty: 4259.567871 Iteration 8Q: 3 clusters Score -459286 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -459354.687500 Penalty: 4259.567871 Iteration 9Q: 3 clusters Score -459354.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -459409.843750 Penalty: 4259.567871 Iteration 10Q: 3 clusters Score -459409.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -459464.281250 Penalty: 4259.567871 Iteration 11Q: 3 clusters Score -459464.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -459509.500000 Penalty: 4259.567871 Iteration 12Q: 3 clusters Score -459509.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -459547.375000 Penalty: 4259.567871 Iteration 13Q: 3 clusters Score -459547.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -459581.750000 Penalty: 4259.567871 Iteration 14Q: 3 clusters Score -459581.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -459617.343750 Penalty: 4259.567871 Iteration 15Q: 3 clusters Score -459617.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -459652.937500 Penalty: 4259.567871 Iteration 16Q: 3 clusters Score -459652.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -459692.406250 Penalty: 4259.567871 Iteration 17Q: 3 clusters Score -459692.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -459719.218750 Penalty: 4259.567871 Iteration 18Q: 3 clusters Score -459719.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -459743.968750 Penalty: 4259.567871 Iteration 19Q: 3 clusters Score -459744 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -459758.312500 Penalty: 4259.567871 Iteration 20F: 3 clusters Score -459758.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -459769.000000 Penalty: 4259.567871 Iteration 21Q: 3 clusters Score -459769 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -459783.062500 Penalty: 4259.567871 Iteration 22Q: 3 clusters Score -459783.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -459797.593750 Penalty: 4259.567871 Iteration 23Q: 3 clusters Score -459797.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -459807.406250 Penalty: 4259.567871 Iteration 24Q: 3 clusters Score -459807.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -459818.437500 Penalty: 4259.567871 Iteration 25Q: 3 clusters Score -459818.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -459828.187500 Penalty: 4259.567871 Iteration 26Q: 3 clusters Score -459828.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -459836.187500 Penalty: 4259.567871 Iteration 27Q: 3 clusters Score -459836.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -459845.781250 Penalty: 4259.567871 Iteration 28Q: 3 clusters Score -459845.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -459856.625000 Penalty: 4259.567871 Iteration 29Q: 3 clusters Score -459856.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -459868.500000 Penalty: 4259.567871 Iteration 30Q: 3 clusters Score -459868.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -459876.562500 Penalty: 4259.567871 Iteration 31Q: 3 clusters Score -459876.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -459885.781250 Penalty: 4259.567871 Iteration 32Q: 3 clusters Score -459885.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -459893.531250 Penalty: 4259.567871 Iteration 33Q: 3 clusters Score -459893.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -459900.000000 Penalty: 4259.567871 Iteration 34Q: 3 clusters Score -459900 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -459903.531250 Penalty: 4259.567871 Iteration 35Q: 3 clusters Score -459903.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -459908.312500 Penalty: 4259.567871 Iteration 36Q: 3 clusters Score -459908.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -459910.468750 Penalty: 4259.567871 Iteration 37Q: 3 clusters Score -459910.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -459912.531250 Penalty: 4259.567871 Iteration 38Q: 3 clusters Score -459912.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -459916.812500 Penalty: 4259.567871 Iteration 39Q: 3 clusters Score -459916.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -459919.750000 Penalty: 4259.567871 Iteration 40F: 3 clusters Score -459919.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -459923.156250 Penalty: 4259.567871 Iteration 41Q: 3 clusters Score -459923.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -459925.718750 Penalty: 4259.567871 Iteration 42Q: 3 clusters Score -459925.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -459931.250000 Penalty: 4259.567871 Iteration 43Q: 3 clusters Score -459931.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -459934.687500 Penalty: 4259.567871 Iteration 44Q: 3 clusters Score -459934.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -459940.031250 Penalty: 4259.567871 Iteration 45Q: 3 clusters Score -459940 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -459944.406250 Penalty: 4259.567871 Iteration 46Q: 3 clusters Score -459944.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -459949.625000 Penalty: 4259.567871 Iteration 47Q: 3 clusters Score -459949.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -459954.750000 Penalty: 4259.567871 Iteration 48Q: 3 clusters Score -459954.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -459958.281250 Penalty: 4259.567871 Iteration 49Q: 3 clusters Score -459958.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -459960.312500 Penalty: 4259.567871 Iteration 50Q: 3 clusters Score -459960.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -459964.562500 Penalty: 4259.567871 Iteration 51Q: 3 clusters Score -459964.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -459969.937500 Penalty: 4259.567871 Iteration 52Q: 3 clusters Score -459969.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -459973.625000 Penalty: 4259.567871 Iteration 53Q: 3 clusters Score -459973.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -459978.281250 Penalty: 4259.567871 Iteration 54Q: 3 clusters Score -459978.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -459981.687500 Penalty: 4259.567871 Iteration 55Q: 3 clusters Score -459981.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -459985.062500 Penalty: 4259.567871 Iteration 56Q: 3 clusters Score -459985.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -459991.687500 Penalty: 4259.567871 Iteration 57Q: 3 clusters Score -459991.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -459997.312500 Penalty: 4259.567871 Iteration 58Q: 3 clusters Score -459997.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -460004.000000 Penalty: 4259.567871 Iteration 59Q: 3 clusters Score -460004 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -460009.812500 Penalty: 4259.567871 Iteration 60F: 3 clusters Score -460009.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -460016.531250 Penalty: 4259.567871 Iteration 61Q: 3 clusters Score -460016.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -460021.468750 Penalty: 4259.567871 Iteration 62Q: 3 clusters Score -460021.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -460028.218750 Penalty: 4259.567871 Iteration 63Q: 3 clusters Score -460028.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -460032.500000 Penalty: 4259.567871 Iteration 64Q: 3 clusters Score -460032.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -460036.156250 Penalty: 4259.567871 Iteration 65Q: 3 clusters Score -460036.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -460039.000000 Penalty: 4259.567871 Iteration 66Q: 3 clusters Score -460039 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -460045.187500 Penalty: 4259.567871 Iteration 67Q: 3 clusters Score -460045.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -460049.031250 Penalty: 4259.567871 Iteration 68Q: 3 clusters Score -460049 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -460052.625000 Penalty: 4259.567871 Iteration 69Q: 3 clusters Score -460052.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -460058.593750 Penalty: 4259.567871 Iteration 70Q: 3 clusters Score -460058.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -460064.656250 Penalty: 4259.567871 Iteration 71Q: 3 clusters Score -460064.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -460068.906250 Penalty: 4259.567871 Iteration 72Q: 3 clusters Score -460068.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -460073.343750 Penalty: 4259.567871 Iteration 73Q: 3 clusters Score -460073.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -460078.468750 Penalty: 4259.567871 Iteration 74Q: 3 clusters Score -460078.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -460085.562500 Penalty: 4259.567871 Iteration 75Q: 3 clusters Score -460085.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -460090.593750 Penalty: 4259.567871 Iteration 76Q: 3 clusters Score -460090.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -460093.718750 Penalty: 4259.567871 Iteration 77Q: 3 clusters Score -460093.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -460096.250000 Penalty: 4259.567871 Iteration 78Q: 3 clusters Score -460096.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -460097.875000 Penalty: 4259.567871 Iteration 79Q: 3 clusters Score -460097.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -460102.281250 Penalty: 4259.567871 Iteration 80F: 3 clusters Score -460102.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -460104.531250 Penalty: 4259.567871 Iteration 81Q: 3 clusters Score -460104.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -460109.375000 Penalty: 4259.567871 Iteration 82Q: 3 clusters Score -460109.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -460113.281250 Penalty: 4259.567871 Iteration 83Q: 3 clusters Score -460113.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -460118.375000 Penalty: 4259.567871 Iteration 84Q: 3 clusters Score -460118.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -460127.250000 Penalty: 4259.567871 Iteration 85Q: 3 clusters Score -460127.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -460134.406250 Penalty: 4259.567871 Iteration 86Q: 3 clusters Score -460134.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -460137.312500 Penalty: 4259.567871 Iteration 87Q: 3 clusters Score -460137.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -460140.875000 Penalty: 4259.567871 Iteration 88Q: 3 clusters Score -460140.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -460145.218750 Penalty: 4259.567871 Iteration 89Q: 3 clusters Score -460145.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -460149.218750 Penalty: 4259.567871 Iteration 90Q: 3 clusters Score -460149.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -460151.875000 Penalty: 4259.567871 Iteration 91Q: 3 clusters Score -460151.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -460154.250000 Penalty: 4259.567871 Iteration 92Q: 3 clusters Score -460154.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -460156.531250 Penalty: 4259.567871 Iteration 93Q: 3 clusters Score -460156.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -460159.250000 Penalty: 4259.567871 Iteration 94Q: 3 clusters Score -460159.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -460162.718750 Penalty: 4259.567871 Iteration 95Q: 3 clusters Score -460162.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -460163.562500 Penalty: 4259.567871 Iteration 96Q: 3 clusters Score -460163.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -460165.125000 Penalty: 4259.567871 Iteration 97Q: 3 clusters Score -460165.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -460165.968750 Penalty: 4259.567871 Iteration 98Q: 3 clusters Score -460166 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -460165.968750 Penalty: 4259.567871 Iteration 99F: 3 clusters Score -460166 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 11979 members Mstep: Class 2 contains 2035 members Mstep: Class 3 contains 266534 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6189 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9489 members Mstep: Class 9 contains 6642 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 11866 members Mstep: Class 12 contains 33754 members Mstep: Class 13 contains 68308 members Mstep: Class 14 contains 2425 members Mstep: Class 15 contains 10103 members Mstep: Class 16 contains 11226 members Mstep: Class 17 contains 307699 members Mstep: Class 18 contains 7801 members Mstep: Class 19 contains 8530 members Mstep: Class 20 contains 5366 members Entering Unmasked Estep ConsiderDeletion Score: -68887856.000000 Penalty: 67260.070312 Iteration 79Q: 21 clusters Score -6.888786e+07 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 12010 members Mstep: Class 2 contains 2031 members Mstep: Class 3 contains 266395 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6192 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9486 members Mstep: Class 9 contains 6650 members Mstep: Class 10 contains 407 members Mstep: Class 11 contains 11872 members Mstep: Class 12 contains 33736 members Mstep: Class 13 contains 68290 members Mstep: Class 14 contains 2483 members Mstep: Class 15 contains 10110 members Mstep: Class 16 contains 11220 members Mstep: Class 17 contains 307760 members Mstep: Class 18 contains 7799 members Mstep: Class 19 contains 8533 members Mstep: Class 20 contains 5379 members Entering Unmasked Estep ConsiderDeletion Score: -68888208.000000 Penalty: 67260.070312 Iteration 80F: 21 clusters Score -6.888821e+07 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 12034 members Mstep: Class 2 contains 2024 members Mstep: Class 3 contains 266267 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6185 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9479 members Mstep: Class 9 contains 6659 members Mstep: Class 10 contains 422 members Mstep: Class 11 contains 11881 members Mstep: Class 12 contains 33718 members Mstep: Class 13 contains 68276 members Mstep: Class 14 contains 2545 members Mstep: Class 15 contains 10113 members Mstep: Class 16 contains 11208 members Mstep: Class 17 contains 307830 members Mstep: Class 18 contains 7798 members Mstep: Class 19 contains 8536 members Mstep: Class 20 contains 5393 members Entering Unmasked Estep ConsiderDeletion Score: -68888520.000000 Penalty: 67260.070312 Iteration 81Q: 21 clusters Score -6.888852e+07 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12070 members Mstep: Class 2 contains 2021 members Mstep: Class 3 contains 266127 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6190 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9479 members Mstep: Class 9 contains 6664 members Mstep: Class 10 contains 413 members Mstep: Class 11 contains 11888 members Mstep: Class 12 contains 33693 members Mstep: Class 13 contains 68265 members Mstep: Class 14 contains 2595 members Mstep: Class 15 contains 10124 members Mstep: Class 16 contains 11207 members Mstep: Class 17 contains 307882 members Mstep: Class 18 contains 7792 members Mstep: Class 19 contains 8544 members Mstep: Class 20 contains 5417 members Entering Unmasked Estep ConsiderDeletion Score: -68888664.000000 Penalty: 67260.070312 Iteration 82Q: 21 clusters Score -6.888866e+07 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12094 members Mstep: Class 2 contains 2012 members Mstep: Class 3 contains 265999 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6196 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9475 members Mstep: Class 9 contains 6665 members Mstep: Class 10 contains 406 members Mstep: Class 11 contains 11894 members Mstep: Class 12 contains 33668 members Mstep: Class 13 contains 68261 members Mstep: Class 14 contains 2653 members Mstep: Class 15 contains 10130 members Mstep: Class 16 contains 11187 members Mstep: Class 17 contains 307955 members Mstep: Class 18 contains 7789 members Mstep: Class 19 contains 8555 members Mstep: Class 20 contains 5432 members Entering Unmasked Estep ConsiderDeletion Score: -68888640.000000 Penalty: 67260.070312 Iteration 83Q: 21 clusters Score -6.888864e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12127 members Mstep: Class 2 contains 2000 members Mstep: Class 3 contains 265883 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6207 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9487 members Mstep: Class 9 contains 6665 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 11905 members Mstep: Class 12 contains 33647 members Mstep: Class 13 contains 68251 members Mstep: Class 14 contains 2698 members Mstep: Class 15 contains 10133 members Mstep: Class 16 contains 11171 members Mstep: Class 17 contains 308004 members Mstep: Class 18 contains 7780 members Mstep: Class 19 contains 8566 members Mstep: Class 20 contains 5443 members Entering Unmasked Estep ConsiderDeletion Score: -68888880.000000 Penalty: 67260.070312 Iteration 84Q: 21 clusters Score -6.888888e+07 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12151 members Mstep: Class 2 contains 1998 members Mstep: Class 3 contains 265797 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6201 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9491 members Mstep: Class 9 contains 6666 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 11909 members Mstep: Class 12 contains 33630 members Mstep: Class 13 contains 68238 members Mstep: Class 14 contains 2751 members Mstep: Class 15 contains 10135 members Mstep: Class 16 contains 11157 members Mstep: Class 17 contains 308046 members Mstep: Class 18 contains 7766 members Mstep: Class 19 contains 8576 members Mstep: Class 20 contains 5455 members Entering Unmasked Estep ConsiderDeletion Score: -68888728.000000 Penalty: 67260.070312 Iteration 85Q: 21 clusters Score -6.888873e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12182 members Mstep: Class 2 contains 1992 members Mstep: Class 3 contains 265717 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6209 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9490 members Mstep: Class 9 contains 6665 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 11909 members Mstep: Class 12 contains 33603 members Mstep: Class 13 contains 68210 members Mstep: Class 14 contains 2815 members Mstep: Class 15 contains 10135 members Mstep: Class 16 contains 11141 members Mstep: Class 17 contains 308079 members Mstep: Class 18 contains 7761 members Mstep: Class 19 contains 8586 members Mstep: Class 20 contains 5473 members Entering Unmasked Estep ConsiderDeletion Score: -68888728.000000 Penalty: 67260.070312 Iteration 86Q: 21 clusters Score -6.888873e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12204 members Mstep: Class 2 contains 1988 members Mstep: Class 3 contains 265588 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6202 members Mstep: Class 6 contains 1307 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9495 members Mstep: Class 9 contains 6672 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 11914 members Mstep: Class 12 contains 33573 members Mstep: Class 13 contains 68193 members Mstep: Class 14 contains 2903 members Mstep: Class 15 contains 10135 members Mstep: Class 16 contains 11133 members Mstep: Class 17 contains 308133 members Mstep: Class 18 contains 7756 members Mstep: Class 19 contains 8597 members Mstep: Class 20 contains 5482 members Entering Unmasked Estep ConsiderDeletion Score: -68888872.000000 Penalty: 67260.070312 Iteration 87Q: 21 clusters Score -6.888887e+07 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12211 members Mstep: Class 2 contains 1987 members Mstep: Class 3 contains 265450 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6202 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9497 members Mstep: Class 9 contains 6676 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 11915 members Mstep: Class 12 contains 33550 members Mstep: Class 13 contains 68172 members Mstep: Class 14 contains 2993 members Mstep: Class 15 contains 10137 members Mstep: Class 16 contains 11132 members Mstep: Class 17 contains 308191 members Mstep: Class 18 contains 7746 members Mstep: Class 19 contains 8613 members Mstep: Class 20 contains 5494 members Entering Unmasked Estep ConsiderDeletion Score: -68888888.000000 Penalty: 67260.070312 Iteration 88Q: 21 clusters Score -6.888889e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12221 members Mstep: Class 2 contains 1985 members Mstep: Class 3 contains 265279 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6208 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9499 members Mstep: Class 9 contains 6678 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 11921 members Mstep: Class 12 contains 33524 members Mstep: Class 13 contains 68165 members Mstep: Class 14 contains 3117 members Mstep: Class 15 contains 10143 members Mstep: Class 16 contains 11126 members Mstep: Class 17 contains 308234 members Mstep: Class 18 contains 7738 members Mstep: Class 19 contains 8629 members Mstep: Class 20 contains 5499 members Entering Unmasked Estep ConsiderDeletion Score: -68889192.000000 Penalty: 67260.070312 Iteration 89Q: 21 clusters Score -6.888919e+07 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12226 members Mstep: Class 2 contains 1981 members Mstep: Class 3 contains 265136 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6213 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9484 members Mstep: Class 9 contains 6684 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 11930 members Mstep: Class 12 contains 33495 members Mstep: Class 13 contains 68152 members Mstep: Class 14 contains 3236 members Mstep: Class 15 contains 10150 members Mstep: Class 16 contains 11122 members Mstep: Class 17 contains 308278 members Mstep: Class 18 contains 7737 members Mstep: Class 19 contains 8642 members Mstep: Class 20 contains 5500 members Entering Unmasked Estep ConsiderDeletion Score: -68889288.000000 Penalty: 67260.070312 Iteration 90Q: 21 clusters Score -6.888929e+07 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12230 members Mstep: Class 2 contains 1977 members Mstep: Class 3 contains 265007 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6213 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9473 members Mstep: Class 9 contains 6691 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 11936 members Mstep: Class 12 contains 33460 members Mstep: Class 13 contains 68140 members Mstep: Class 14 contains 3353 members Mstep: Class 15 contains 10156 members Mstep: Class 16 contains 11117 members Mstep: Class 17 contains 308321 members Mstep: Class 18 contains 7732 members Mstep: Class 19 contains 8658 members Mstep: Class 20 contains 5502 members Entering Unmasked Estep ConsiderDeletion Score: -68889344.000000 Penalty: 67260.070312 Iteration 91Q: 21 clusters Score -6.888934e+07 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12230 members Mstep: Class 2 contains 1969 members Mstep: Class 3 contains 264890 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6222 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9462 members Mstep: Class 9 contains 6696 members Mstep: Class 10 contains 402 members Mstep: Class 11 contains 11938 members Mstep: Class 12 contains 33429 members Mstep: Class 13 contains 68127 members Mstep: Class 14 contains 3467 members Mstep: Class 15 contains 10159 members Mstep: Class 16 contains 11110 members Mstep: Class 17 contains 308362 members Mstep: Class 18 contains 7726 members Mstep: Class 19 contains 8672 members Mstep: Class 20 contains 5508 members Entering Unmasked Estep ConsiderDeletion Score: -68889456.000000 Penalty: 67260.070312 Iteration 92Q: 21 clusters Score -6.888946e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12235 members Mstep: Class 2 contains 1959 members Mstep: Class 3 contains 264799 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6227 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9443 members Mstep: Class 9 contains 6700 members Mstep: Class 10 contains 400 members Mstep: Class 11 contains 11940 members Mstep: Class 12 contains 33389 members Mstep: Class 13 contains 68114 members Mstep: Class 14 contains 3562 members Mstep: Class 15 contains 10164 members Mstep: Class 16 contains 11099 members Mstep: Class 17 contains 308418 members Mstep: Class 18 contains 7723 members Mstep: Class 19 contains 8684 members Mstep: Class 20 contains 5513 members Entering Unmasked Estep ConsiderDeletion Score: -68889544.000000 Penalty: 67260.070312 Iteration 93Q: 21 clusters Score -6.888954e+07 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12239 members Mstep: Class 2 contains 1954 members Mstep: Class 3 contains 264709 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6234 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9432 members Mstep: Class 9 contains 6703 members Mstep: Class 10 contains 399 members Mstep: Class 11 contains 11942 members Mstep: Class 12 contains 33347 members Mstep: Class 13 contains 68094 members Mstep: Class 14 contains 3637 members Mstep: Class 15 contains 10172 members Mstep: Class 16 contains 11098 members Mstep: Class 17 contains 308469 members Mstep: Class 18 contains 7715 members Mstep: Class 19 contains 8703 members Mstep: Class 20 contains 5522 members Entering Unmasked Estep ConsiderDeletion Score: -68889536.000000 Penalty: 67260.070312 Iteration 94Q: 21 clusters Score -6.888954e+07 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12238 members Mstep: Class 2 contains 1952 members Mstep: Class 3 contains 264633 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6251 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9416 members Mstep: Class 9 contains 6705 members Mstep: Class 10 contains 398 members Mstep: Class 11 contains 11944 members Mstep: Class 12 contains 33311 members Mstep: Class 13 contains 68079 members Mstep: Class 14 contains 3708 members Mstep: Class 15 contains 10176 members Mstep: Class 16 contains 11088 members Mstep: Class 17 contains 308526 members Mstep: Class 18 contains 7712 members Mstep: Class 19 contains 8711 members Mstep: Class 20 contains 5521 members Entering Unmasked Estep ConsiderDeletion Score: -68889720.000000 Penalty: 67260.070312 Iteration 95Q: 21 clusters Score -6.888972e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12243 members Mstep: Class 2 contains 1952 members Mstep: Class 3 contains 264526 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6267 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9420 members Mstep: Class 9 contains 6711 members Mstep: Class 10 contains 398 members Mstep: Class 11 contains 11943 members Mstep: Class 12 contains 33287 members Mstep: Class 13 contains 68058 members Mstep: Class 14 contains 3770 members Mstep: Class 15 contains 10182 members Mstep: Class 16 contains 11078 members Mstep: Class 17 contains 308582 members Mstep: Class 18 contains 7706 members Mstep: Class 19 contains 8721 members Mstep: Class 20 contains 5525 members Entering Unmasked Estep ConsiderDeletion Score: -68889776.000000 Penalty: 67260.070312 Iteration 96Q: 21 clusters Score -6.888978e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12243 members Mstep: Class 2 contains 1951 members Mstep: Class 3 contains 264427 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6271 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9420 members Mstep: Class 9 contains 6720 members Mstep: Class 10 contains 398 members Mstep: Class 11 contains 11947 members Mstep: Class 12 contains 33264 members Mstep: Class 13 contains 68050 members Mstep: Class 14 contains 3825 members Mstep: Class 15 contains 10187 members Mstep: Class 16 contains 11067 members Mstep: Class 17 contains 308630 members Mstep: Class 18 contains 7704 members Mstep: Class 19 contains 8731 members Mstep: Class 20 contains 5534 members Entering Unmasked Estep ConsiderDeletion Score: -68889744.000000 Penalty: 67260.070312 Iteration 97Q: 21 clusters Score -6.888974e+07 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12246 members Mstep: Class 2 contains 1952 members Mstep: Class 3 contains 264342 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6267 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9416 members Mstep: Class 9 contains 6727 members Mstep: Class 10 contains 397 members Mstep: Class 11 contains 11949 members Mstep: Class 12 contains 33240 members Mstep: Class 13 contains 68037 members Mstep: Class 14 contains 3870 members Mstep: Class 15 contains 10190 members Mstep: Class 16 contains 11059 members Mstep: Class 17 contains 308701 members Mstep: Class 18 contains 7694 members Mstep: Class 19 contains 8737 members Mstep: Class 20 contains 5545 members Entering Unmasked Estep ConsiderDeletion Score: -68889720.000000 Penalty: 67260.070312 Iteration 98Q: 21 clusters Score -6.888972e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12245 members Mstep: Class 2 contains 1952 members Mstep: Class 3 contains 264270 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6258 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9399 members Mstep: Class 9 contains 6729 members Mstep: Class 10 contains 397 members Mstep: Class 11 contains 11953 members Mstep: Class 12 contains 33209 members Mstep: Class 13 contains 68035 members Mstep: Class 14 contains 3900 members Mstep: Class 15 contains 10197 members Mstep: Class 16 contains 11052 members Mstep: Class 17 contains 308787 members Mstep: Class 18 contains 7693 members Mstep: Class 19 contains 8743 members Mstep: Class 20 contains 5550 members Entering Unmasked Estep ConsiderDeletion Score: -68889736.000000 Penalty: 67260.070312 Iteration 99Q: 21 clusters Score -6.888974e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12248 members Mstep: Class 2 contains 1951 members Mstep: Class 3 contains 264202 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6255 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9402 members Mstep: Class 9 contains 6729 members Mstep: Class 10 contains 397 members Mstep: Class 11 contains 11959 members Mstep: Class 12 contains 33179 members Mstep: Class 13 contains 68030 members Mstep: Class 14 contains 3927 members Mstep: Class 15 contains 10203 members Mstep: Class 16 contains 11045 members Mstep: Class 17 contains 308851 members Mstep: Class 18 contains 7688 members Mstep: Class 19 contains 8750 members Mstep: Class 20 contains 5553 members Entering Unmasked Estep ConsiderDeletion Score: -68889728.000000 Penalty: 67260.070312 Iteration 100F: 21 clusters Score -6.888973e+07 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12247 members Mstep: Class 2 contains 1950 members Mstep: Class 3 contains 264134 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6251 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9402 members Mstep: Class 9 contains 6733 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 11969 members Mstep: Class 12 contains 33153 members Mstep: Class 13 contains 68028 members Mstep: Class 14 contains 3958 members Mstep: Class 15 contains 10207 members Mstep: Class 16 contains 11038 members Mstep: Class 17 contains 308916 members Mstep: Class 18 contains 7680 members Mstep: Class 19 contains 8756 members Mstep: Class 20 contains 5550 members Entering Unmasked Estep ConsiderDeletion Score: -68889720.000000 Penalty: 67260.070312 Iteration 101Q: 21 clusters Score -6.888972e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12250 members Mstep: Class 2 contains 1949 members Mstep: Class 3 contains 264054 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6253 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9404 members Mstep: Class 9 contains 6737 members Mstep: Class 10 contains 392 members Mstep: Class 11 contains 11977 members Mstep: Class 12 contains 33138 members Mstep: Class 13 contains 68023 members Mstep: Class 14 contains 3979 members Mstep: Class 15 contains 10215 members Mstep: Class 16 contains 11039 members Mstep: Class 17 contains 308975 members Mstep: Class 18 contains 7673 members Mstep: Class 19 contains 8766 members Mstep: Class 20 contains 5551 members Entering Unmasked Estep ConsiderDeletion Score: -68889808.000000 Penalty: 67260.070312 Iteration 102Q: 21 clusters Score -6.888981e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12251 members Mstep: Class 2 contains 1949 members Mstep: Class 3 contains 264000 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6248 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9400 members Mstep: Class 9 contains 6741 members Mstep: Class 10 contains 391 members Mstep: Class 11 contains 11980 members Mstep: Class 12 contains 33123 members Mstep: Class 13 contains 68024 members Mstep: Class 14 contains 4006 members Mstep: Class 15 contains 10220 members Mstep: Class 16 contains 11041 members Mstep: Class 17 contains 309008 members Mstep: Class 18 contains 7672 members Mstep: Class 19 contains 8771 members Mstep: Class 20 contains 5550 members Entering Unmasked Estep ConsiderDeletion Score: -68889816.000000 Penalty: 67260.070312 Iteration 103Q: 21 clusters Score -6.888982e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12251 members Mstep: Class 2 contains 1948 members Mstep: Class 3 contains 263939 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6241 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9394 members Mstep: Class 9 contains 6744 members Mstep: Class 10 contains 391 members Mstep: Class 11 contains 11980 members Mstep: Class 12 contains 33117 members Mstep: Class 13 contains 68019 members Mstep: Class 14 contains 4030 members Mstep: Class 15 contains 10226 members Mstep: Class 16 contains 11046 members Mstep: Class 17 contains 309054 members Mstep: Class 18 contains 7671 members Mstep: Class 19 contains 8775 members Mstep: Class 20 contains 5549 members Entering Unmasked Estep ConsiderDeletion Score: -68889784.000000 Penalty: 67260.070312 Iteration 104Q: 21 clusters Score -6.888978e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12251 members Mstep: Class 2 contains 1947 members Mstep: Class 3 contains 263897 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6237 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9392 members Mstep: Class 9 contains 6745 members Mstep: Class 10 contains 391 members Mstep: Class 11 contains 11982 members Mstep: Class 12 contains 33105 members Mstep: Class 13 contains 68017 members Mstep: Class 14 contains 4051 members Mstep: Class 15 contains 10233 members Mstep: Class 16 contains 11042 members Mstep: Class 17 contains 309086 members Mstep: Class 18 contains 7670 members Mstep: Class 19 contains 8778 members Mstep: Class 20 contains 5551 members Entering Unmasked Estep ConsiderDeletion Score: -68889840.000000 Penalty: 67260.070312 Iteration 105Q: 21 clusters Score -6.888984e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12250 members Mstep: Class 2 contains 1947 members Mstep: Class 3 contains 263862 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6233 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9394 members Mstep: Class 9 contains 6747 members Mstep: Class 10 contains 391 members Mstep: Class 11 contains 11982 members Mstep: Class 12 contains 33097 members Mstep: Class 13 contains 68014 members Mstep: Class 14 contains 4072 members Mstep: Class 15 contains 10239 members Mstep: Class 16 contains 11042 members Mstep: Class 17 contains 309110 members Mstep: Class 18 contains 7669 members Mstep: Class 19 contains 8778 members Mstep: Class 20 contains 5548 members Entering Unmasked Estep ConsiderDeletion Score: -68889800.000000 Penalty: 67260.070312 Iteration 106Q: 21 clusters Score -6.88898e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12250 members Mstep: Class 2 contains 1947 members Mstep: Class 3 contains 263815 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6227 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9396 members Mstep: Class 9 contains 6749 members Mstep: Class 10 contains 391 members Mstep: Class 11 contains 11982 members Mstep: Class 12 contains 33094 members Mstep: Class 13 contains 68012 members Mstep: Class 14 contains 4096 members Mstep: Class 15 contains 10246 members Mstep: Class 16 contains 11043 members Mstep: Class 17 contains 309135 members Mstep: Class 18 contains 7668 members Mstep: Class 19 contains 8778 members Mstep: Class 20 contains 5546 members Entering Unmasked Estep ConsiderDeletion Score: -68889800.000000 Penalty: 67260.070312 Iteration 107Q: 21 clusters Score -6.88898e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12250 members Mstep: Class 2 contains 1947 members Mstep: Class 3 contains 263786 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6223 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9398 members Mstep: Class 9 contains 6753 members Mstep: Class 10 contains 391 members Mstep: Class 11 contains 11981 members Mstep: Class 12 contains 33087 members Mstep: Class 13 contains 68013 members Mstep: Class 14 contains 4116 members Mstep: Class 15 contains 10250 members Mstep: Class 16 contains 11036 members Mstep: Class 17 contains 309153 members Mstep: Class 18 contains 7666 members Mstep: Class 19 contains 8778 members Mstep: Class 20 contains 5547 members Entering Unmasked Estep ConsiderDeletion Score: -68889848.000000 Penalty: 67260.070312 Iteration 108Q: 21 clusters Score -6.888985e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12250 members Mstep: Class 2 contains 1947 members Mstep: Class 3 contains 263765 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6221 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9395 members Mstep: Class 9 contains 6759 members Mstep: Class 10 contains 391 members Mstep: Class 11 contains 11981 members Mstep: Class 12 contains 33079 members Mstep: Class 13 contains 68006 members Mstep: Class 14 contains 4129 members Mstep: Class 15 contains 10257 members Mstep: Class 16 contains 11032 members Mstep: Class 17 contains 309174 members Mstep: Class 18 contains 7662 members Mstep: Class 19 contains 8780 members Mstep: Class 20 contains 5547 members Entering Unmasked Estep ConsiderDeletion Score: -68889848.000000 Penalty: 67260.070312 Iteration 109Q: 21 clusters Score -6.888985e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12249 members Mstep: Class 2 contains 1948 members Mstep: Class 3 contains 263757 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6218 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9393 members Mstep: Class 9 contains 6761 members Mstep: Class 10 contains 391 members Mstep: Class 11 contains 11981 members Mstep: Class 12 contains 33069 members Mstep: Class 13 contains 68000 members Mstep: Class 14 contains 4137 members Mstep: Class 15 contains 10261 members Mstep: Class 16 contains 11029 members Mstep: Class 17 contains 309194 members Mstep: Class 18 contains 7658 members Mstep: Class 19 contains 8782 members Mstep: Class 20 contains 5547 members Entering Unmasked Estep ConsiderDeletion Score: -68889872.000000 Penalty: 67260.070312 Iteration 110Q: 21 clusters Score -6.888987e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12249 members Mstep: Class 2 contains 1947 members Mstep: Class 3 contains 263742 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6214 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9394 members Mstep: Class 9 contains 6764 members Mstep: Class 10 contains 391 members Mstep: Class 11 contains 11981 members Mstep: Class 12 contains 33066 members Mstep: Class 13 contains 67998 members Mstep: Class 14 contains 4147 members Mstep: Class 15 contains 10262 members Mstep: Class 16 contains 11027 members Mstep: Class 17 contains 309204 members Mstep: Class 18 contains 7656 members Mstep: Class 19 contains 8787 members Mstep: Class 20 contains 5546 members Entering Unmasked Estep ConsiderDeletion Score: -68889864.000000 Penalty: 67260.070312 Iteration 111Q: 21 clusters Score -6.888986e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12250 members Mstep: Class 2 contains 1946 members Mstep: Class 3 contains 263733 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6215 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9405 members Mstep: Class 9 contains 6766 members Mstep: Class 10 contains 391 members Mstep: Class 11 contains 11981 members Mstep: Class 12 contains 33062 members Mstep: Class 13 contains 67994 members Mstep: Class 14 contains 4151 members Mstep: Class 15 contains 10263 members Mstep: Class 16 contains 11023 members Mstep: Class 17 contains 309205 members Mstep: Class 18 contains 7654 members Mstep: Class 19 contains 8789 members Mstep: Class 20 contains 5547 members Entering Unmasked Estep ConsiderDeletion Score: -68889816.000000 Penalty: 67260.070312 Iteration 112Q: 21 clusters Score -6.888982e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12251 members Mstep: Class 2 contains 1945 members Mstep: Class 3 contains 263727 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6216 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9405 members Mstep: Class 9 contains 6768 members Mstep: Class 10 contains 391 members Mstep: Class 11 contains 11981 members Mstep: Class 12 contains 33056 members Mstep: Class 13 contains 67993 members Mstep: Class 14 contains 4159 members Mstep: Class 15 contains 10264 members Mstep: Class 16 contains 11017 members Mstep: Class 17 contains 309213 members Mstep: Class 18 contains 7652 members Mstep: Class 19 contains 8790 members Mstep: Class 20 contains 5547 members Entering Unmasked Estep ConsiderDeletion Score: -68889824.000000 Penalty: 67260.070312 Iteration 113Q: 21 clusters Score -6.888982e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12250 members Mstep: Class 2 contains 1945 members Mstep: Class 3 contains 263706 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6213 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9406 members Mstep: Class 9 contains 6772 members Mstep: Class 10 contains 391 members Mstep: Class 11 contains 11984 members Mstep: Class 12 contains 33055 members Mstep: Class 13 contains 67993 members Mstep: Class 14 contains 4167 members Mstep: Class 15 contains 10266 members Mstep: Class 16 contains 11013 members Mstep: Class 17 contains 309224 members Mstep: Class 18 contains 7651 members Mstep: Class 19 contains 8792 members Mstep: Class 20 contains 5547 members Entering Unmasked Estep ConsiderDeletion Score: -68889760.000000 Penalty: 67260.070312 Iteration 114Q: 21 clusters Score -6.888976e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12250 members Mstep: Class 2 contains 1945 members Mstep: Class 3 contains 263686 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6210 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9407 members Mstep: Class 9 contains 6774 members Mstep: Class 10 contains 390 members Mstep: Class 11 contains 11986 members Mstep: Class 12 contains 33053 members Mstep: Class 13 contains 67991 members Mstep: Class 14 contains 4175 members Mstep: Class 15 contains 10267 members Mstep: Class 16 contains 11015 members Mstep: Class 17 contains 309230 members Mstep: Class 18 contains 7651 members Mstep: Class 19 contains 8796 members Mstep: Class 20 contains 5549 members Entering Unmasked Estep ConsiderDeletion Score: -68889864.000000 Penalty: 67260.070312 Iteration 115Q: 21 clusters Score -6.888986e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12250 members Mstep: Class 2 contains 1945 members Mstep: Class 3 contains 263670 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6208 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9407 members Mstep: Class 9 contains 6778 members Mstep: Class 10 contains 389 members Mstep: Class 11 contains 11986 members Mstep: Class 12 contains 33050 members Mstep: Class 13 contains 67989 members Mstep: Class 14 contains 4180 members Mstep: Class 15 contains 10267 members Mstep: Class 16 contains 11014 members Mstep: Class 17 contains 309238 members Mstep: Class 18 contains 7651 members Mstep: Class 19 contains 8800 members Mstep: Class 20 contains 5553 members Entering Unmasked Estep ConsiderDeletion Score: -68889824.000000 Penalty: 67260.070312 Iteration 116Q: 21 clusters Score -6.888982e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12251 members Mstep: Class 2 contains 1945 members Mstep: Class 3 contains 263653 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6206 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9410 members Mstep: Class 9 contains 6782 members Mstep: Class 10 contains 388 members Mstep: Class 11 contains 11986 members Mstep: Class 12 contains 33045 members Mstep: Class 13 contains 67985 members Mstep: Class 14 contains 4182 members Mstep: Class 15 contains 10267 members Mstep: Class 16 contains 11012 members Mstep: Class 17 contains 309254 members Mstep: Class 18 contains 7647 members Mstep: Class 19 contains 8807 members Mstep: Class 20 contains 5555 members Entering Unmasked Estep ConsiderDeletion Score: -68889888.000000 Penalty: 67260.070312 Iteration 117Q: 21 clusters Score -6.888989e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 1945 members Mstep: Class 3 contains 263636 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6199 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9413 members Mstep: Class 9 contains 6787 members Mstep: Class 10 contains 387 members Mstep: Class 11 contains 11986 members Mstep: Class 12 contains 33038 members Mstep: Class 13 contains 67983 members Mstep: Class 14 contains 4184 members Mstep: Class 15 contains 10267 members Mstep: Class 16 contains 11010 members Mstep: Class 17 contains 309271 members Mstep: Class 18 contains 7646 members Mstep: Class 19 contains 8813 members Mstep: Class 20 contains 5558 members Entering Unmasked Estep ConsiderDeletion Score: -68889816.000000 Penalty: 67260.070312 Iteration 118Q: 21 clusters Score -6.888982e+07 nChanged 70 Entering ConstructFrom: Score: -68889816.000000 Penalty: 67260.070312 Entering ConstructFrom: Trying to split cluster 1 (12252 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12252 members Entering Unmasked Estep Score: -1135787.250000 Penalty: 2334.534180 Iteration 0F: 2 clusters Score -1135787 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 6092 members Entering Unmasked Estep Score: -1126639.625000 Penalty: 4669.068359 Iteration 0F: 3 clusters Score -1126640 nChanged 5226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6232 members Mstep: Class 2 contains 6020 members Entering Unmasked Estep Score: -1129305.625000 Penalty: 4669.068359 Iteration 1F: 3 clusters Score -1129306 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 5981 members Entering Unmasked Estep Score: -1129582.875000 Penalty: 4669.068359 Iteration 2F: 3 clusters Score -1129583 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6277 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -1129801.625000 Penalty: 4669.068359 Iteration 3Q: 3 clusters Score -1129802 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -1129980.250000 Penalty: 4669.068359 Iteration 4Q: 3 clusters Score -1129980 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -1130157.625000 Penalty: 4669.068359 Iteration 5Q: 3 clusters Score -1130158 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 5785 members Entering Unmasked Estep Score: -1130322.125000 Penalty: 4669.068359 Iteration 6Q: 3 clusters Score -1130322 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 5661 members Entering Unmasked Estep Score: -1130462.750000 Penalty: 4669.068359 Iteration 7Q: 3 clusters Score -1130463 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6734 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -1130598.875000 Penalty: 4669.068359 Iteration 8Q: 3 clusters Score -1130599 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 5334 members Entering Unmasked Estep Score: -1130740.875000 Penalty: 4669.068359 Iteration 9Q: 3 clusters Score -1130741 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -1130912.375000 Penalty: 4669.068359 Iteration 10Q: 3 clusters Score -1130912 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7439 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -1131086.000000 Penalty: 4669.068359 Iteration 11Q: 3 clusters Score -1131086 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7768 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -1131276.875000 Penalty: 4669.068359 Iteration 12Q: 3 clusters Score -1131277 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8148 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -1131500.000000 Penalty: 4669.068359 Iteration 13Q: 3 clusters Score -1131500 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8538 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -1131719.625000 Penalty: 4669.068359 Iteration 14Q: 3 clusters Score -1131720 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8935 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -1131955.000000 Penalty: 4669.068359 Iteration 15Q: 3 clusters Score -1131955 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9320 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -1132200.625000 Penalty: 4669.068359 Iteration 16Q: 3 clusters Score -1132201 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9699 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -1132445.750000 Penalty: 4669.068359 Iteration 17Q: 3 clusters Score -1132446 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10041 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -1132654.000000 Penalty: 4669.068359 Iteration 18Q: 3 clusters Score -1132654 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10321 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -1132825.000000 Penalty: 4669.068359 Iteration 19Q: 3 clusters Score -1132825 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10551 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -1132972.750000 Penalty: 4669.068359 Iteration 20F: 3 clusters Score -1132973 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10735 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -1133102.375000 Penalty: 4669.068359 Iteration 21Q: 3 clusters Score -1133102 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10896 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -1133216.625000 Penalty: 4669.068359 Iteration 22Q: 3 clusters Score -1133217 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11044 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -1133321.500000 Penalty: 4669.068359 Iteration 23Q: 3 clusters Score -1133322 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11144 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -1133393.750000 Penalty: 4669.068359 Iteration 24Q: 3 clusters Score -1133394 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11232 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -1133465.500000 Penalty: 4669.068359 Iteration 25Q: 3 clusters Score -1133466 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11313 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -1133527.250000 Penalty: 4669.068359 Iteration 26Q: 3 clusters Score -1133527 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11370 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1133571.000000 Penalty: 4669.068359 Iteration 27Q: 3 clusters Score -1133571 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11412 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -1133613.000000 Penalty: 4669.068359 Iteration 28Q: 3 clusters Score -1133613 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11445 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1133647.625000 Penalty: 4669.068359 Iteration 29Q: 3 clusters Score -1133648 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11476 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -1133677.875000 Penalty: 4669.068359 Iteration 30Q: 3 clusters Score -1133678 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11509 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -1133704.875000 Penalty: 4669.068359 Iteration 31Q: 3 clusters Score -1133705 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11537 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -1133732.625000 Penalty: 4669.068359 Iteration 32Q: 3 clusters Score -1133733 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11562 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -1133756.750000 Penalty: 4669.068359 Iteration 33Q: 3 clusters Score -1133757 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11586 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -1133772.250000 Penalty: 4669.068359 Iteration 34Q: 3 clusters Score -1133772 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11602 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -1133786.875000 Penalty: 4669.068359 Iteration 35Q: 3 clusters Score -1133787 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11624 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -1133801.875000 Penalty: 4669.068359 Iteration 36Q: 3 clusters Score -1133802 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11640 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -1133818.375000 Penalty: 4669.068359 Iteration 37Q: 3 clusters Score -1133818 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11649 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -1133822.625000 Penalty: 4669.068359 Iteration 38Q: 3 clusters Score -1133823 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11656 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -1133829.875000 Penalty: 4669.068359 Iteration 39Q: 3 clusters Score -1133830 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11659 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -1133831.750000 Penalty: 4669.068359 Iteration 40F: 3 clusters Score -1133832 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11667 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -1133835.625000 Penalty: 4669.068359 Iteration 41Q: 3 clusters Score -1133836 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11671 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -1133840.000000 Penalty: 4669.068359 Iteration 42Q: 3 clusters Score -1133840 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11678 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -1133845.625000 Penalty: 4669.068359 Iteration 43Q: 3 clusters Score -1133846 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11682 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -1133848.875000 Penalty: 4669.068359 Iteration 44Q: 3 clusters Score -1133849 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11684 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -1133849.125000 Penalty: 4669.068359 Iteration 45Q: 3 clusters Score -1133849 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11687 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -1133852.875000 Penalty: 4669.068359 Iteration 46Q: 3 clusters Score -1133853 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11689 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -1133855.875000 Penalty: 4669.068359 Iteration 47Q: 3 clusters Score -1133856 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11690 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -1133855.625000 Penalty: 4669.068359 Iteration 48Q: 3 clusters Score -1133856 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11692 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -1133857.125000 Penalty: 4669.068359 Iteration 49Q: 3 clusters Score -1133857 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11692 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -1133857.125000 Penalty: 4669.068359 Iteration 50F: 3 clusters Score -1133857 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1945 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Entering Unmasked Estep Score: -167703.828125 Penalty: 1878.108276 Iteration 0F: 2 clusters Score -167703.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -165087.906250 Penalty: 3756.216553 Iteration 0F: 3 clusters Score -165087.9 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -165551.312500 Penalty: 3756.216553 Iteration 1F: 3 clusters Score -165551.3 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -165680.640625 Penalty: 3756.216553 Iteration 2F: 3 clusters Score -165680.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -165751.093750 Penalty: 3756.216553 Iteration 3Q: 3 clusters Score -165751.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -165797.140625 Penalty: 3756.216553 Iteration 4Q: 3 clusters Score -165797.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -165825.281250 Penalty: 3756.216553 Iteration 5Q: 3 clusters Score -165825.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -165845.906250 Penalty: 3756.216553 Iteration 6Q: 3 clusters Score -165845.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -165857.656250 Penalty: 3756.216553 Iteration 7Q: 3 clusters Score -165857.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -165866.546875 Penalty: 3756.216553 Iteration 8Q: 3 clusters Score -165866.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -165873.593750 Penalty: 3756.216553 Iteration 9Q: 3 clusters Score -165873.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -165878.578125 Penalty: 3756.216553 Iteration 10Q: 3 clusters Score -165878.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -165882.281250 Penalty: 3756.216553 Iteration 11Q: 3 clusters Score -165882.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -165890.031250 Penalty: 3756.216553 Iteration 12Q: 3 clusters Score -165890 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -165897.109375 Penalty: 3756.216553 Iteration 13Q: 3 clusters Score -165897.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -165903.171875 Penalty: 3756.216553 Iteration 14Q: 3 clusters Score -165903.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -165908.718750 Penalty: 3756.216553 Iteration 15Q: 3 clusters Score -165908.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -165910.937500 Penalty: 3756.216553 Iteration 16Q: 3 clusters Score -165910.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -165911.234375 Penalty: 3756.216553 Iteration 17Q: 3 clusters Score -165911.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -165911.234375 Penalty: 3756.216553 Iteration 18F: 3 clusters Score -165911.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (263626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263626 members Entering Unmasked Estep Score: -23904974.000000 Penalty: 3095.606934 Iteration 0F: 2 clusters Score -2.390497e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131993 members Mstep: Class 2 contains 131633 members Entering Unmasked Estep Score: -23728214.000000 Penalty: 6191.213867 Iteration 0F: 3 clusters Score -2.372821e+07 nChanged 127496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136231 members Mstep: Class 2 contains 127395 members Entering Unmasked Estep Score: -23802792.000000 Penalty: 6191.213867 Iteration 1F: 3 clusters Score -2.380279e+07 nChanged 7068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139173 members Mstep: Class 2 contains 124453 members Entering Unmasked Estep Score: -23804074.000000 Penalty: 6191.213867 Iteration 2Q: 3 clusters Score -2.380407e+07 nChanged 7979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143766 members Mstep: Class 2 contains 119860 members Entering Unmasked Estep Score: -23806508.000000 Penalty: 6191.213867 Iteration 3Q: 3 clusters Score -2.380651e+07 nChanged 9914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150924 members Mstep: Class 2 contains 112702 members Entering Unmasked Estep Score: -23810004.000000 Penalty: 6191.213867 Iteration 4Q: 3 clusters Score -2.381e+07 nChanged 12974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161932 members Mstep: Class 2 contains 101694 members Entering Unmasked Estep Score: -23816216.000000 Penalty: 6191.213867 Iteration 5Q: 3 clusters Score -2.381622e+07 nChanged 16741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177385 members Mstep: Class 2 contains 86241 members Entering Unmasked Estep Score: -23826828.000000 Penalty: 6191.213867 Iteration 6F: 3 clusters Score -2.382683e+07 nChanged 20349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196948 members Mstep: Class 2 contains 66678 members Entering Unmasked Estep Score: -23843544.000000 Penalty: 6191.213867 Iteration 7F: 3 clusters Score -2.384354e+07 nChanged 21335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217941 members Mstep: Class 2 contains 45685 members Entering Unmasked Estep Score: -23862928.000000 Penalty: 6191.213867 Iteration 8F: 3 clusters Score -2.386293e+07 nChanged 17964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235743 members Mstep: Class 2 contains 27883 members Entering Unmasked Estep Score: -23879830.000000 Penalty: 6191.213867 Iteration 9F: 3 clusters Score -2.387983e+07 nChanged 12305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248002 members Mstep: Class 2 contains 15624 members Entering Unmasked Estep Score: -23890638.000000 Penalty: 6191.213867 Iteration 10Q: 3 clusters Score -2.389064e+07 nChanged 7363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255351 members Mstep: Class 2 contains 8275 members Entering Unmasked Estep Score: -23896946.000000 Penalty: 6191.213867 Iteration 11Q: 3 clusters Score -2.389695e+07 nChanged 3903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259246 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -23899940.000000 Penalty: 6191.213867 Iteration 12Q: 3 clusters Score -2.389994e+07 nChanged 1805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261047 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -23901398.000000 Penalty: 6191.213867 Iteration 13Q: 3 clusters Score -2.39014e+07 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261886 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -23901930.000000 Penalty: 6191.213867 Iteration 14Q: 3 clusters Score -2.390193e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262272 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -23902200.000000 Penalty: 6191.213867 Iteration 15Q: 3 clusters Score -2.39022e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262469 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -23902362.000000 Penalty: 6191.213867 Iteration 16Q: 3 clusters Score -2.390236e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262593 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -23902460.000000 Penalty: 6191.213867 Iteration 17Q: 3 clusters Score -2.390246e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262669 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -23902532.000000 Penalty: 6191.213867 Iteration 18Q: 3 clusters Score -2.390253e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262722 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -23902550.000000 Penalty: 6191.213867 Iteration 19Q: 3 clusters Score -2.390255e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262759 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -23902568.000000 Penalty: 6191.213867 Iteration 20F: 3 clusters Score -2.390257e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262778 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -23902586.000000 Penalty: 6191.213867 Iteration 21Q: 3 clusters Score -2.390259e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262786 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -23902602.000000 Penalty: 6191.213867 Iteration 22Q: 3 clusters Score -2.39026e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262793 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -23902604.000000 Penalty: 6191.213867 Iteration 23Q: 3 clusters Score -2.39026e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262804 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -23902632.000000 Penalty: 6191.213867 Iteration 24Q: 3 clusters Score -2.390263e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262811 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -23902656.000000 Penalty: 6191.213867 Iteration 25Q: 3 clusters Score -2.390266e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262817 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -23902662.000000 Penalty: 6191.213867 Iteration 26Q: 3 clusters Score -2.390266e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262822 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -23902670.000000 Penalty: 6191.213867 Iteration 27Q: 3 clusters Score -2.390267e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262824 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -23902670.000000 Penalty: 6191.213867 Iteration 28Q: 3 clusters Score -2.390267e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262829 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -23902672.000000 Penalty: 6191.213867 Iteration 29Q: 3 clusters Score -2.390267e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262832 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -23902668.000000 Penalty: 6191.213867 Iteration 30Q: 3 clusters Score -2.390267e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262833 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -23902660.000000 Penalty: 6191.213867 Iteration 31Q: 3 clusters Score -2.390266e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262835 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -23902656.000000 Penalty: 6191.213867 Iteration 32Q: 3 clusters Score -2.390266e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262835 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -23902656.000000 Penalty: 6191.213867 Iteration 33Q: 3 clusters Score -2.390266e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262834 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -23902658.000000 Penalty: 6191.213867 Iteration 34Q: 3 clusters Score -2.390266e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262834 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -23902668.000000 Penalty: 6191.213867 Iteration 35Q: 3 clusters Score -2.390267e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262836 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -23902662.000000 Penalty: 6191.213867 Iteration 36Q: 3 clusters Score -2.390266e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262837 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -23902658.000000 Penalty: 6191.213867 Iteration 37Q: 3 clusters Score -2.390266e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262836 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -23902666.000000 Penalty: 6191.213867 Iteration 38Q: 3 clusters Score -2.390267e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262836 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -23902666.000000 Penalty: 6191.213867 Iteration 39F: 3 clusters Score -2.390267e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1330 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Entering Unmasked Estep Score: -109492.265625 Penalty: 1783.847656 Iteration 0F: 2 clusters Score -109492.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -107413.750000 Penalty: 3567.695312 Iteration 0F: 3 clusters Score -107413.8 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -107955.250000 Penalty: 3567.695312 Iteration 1F: 3 clusters Score -107955.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -108220.695312 Penalty: 3567.695312 Iteration 2F: 3 clusters Score -108220.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -108422.992188 Penalty: 3567.695312 Iteration 3F: 3 clusters Score -108423 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -108562.335938 Penalty: 3567.695312 Iteration 4F: 3 clusters Score -108562.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -108690.843750 Penalty: 3567.695312 Iteration 5Q: 3 clusters Score -108690.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -108770.429688 Penalty: 3567.695312 Iteration 6Q: 3 clusters Score -108770.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -108816.929688 Penalty: 3567.695312 Iteration 7Q: 3 clusters Score -108816.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -108855.687500 Penalty: 3567.695312 Iteration 8Q: 3 clusters Score -108855.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -108898.171875 Penalty: 3567.695312 Iteration 9Q: 3 clusters Score -108898.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -108961.960938 Penalty: 3567.695312 Iteration 10Q: 3 clusters Score -108962 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -109042.148438 Penalty: 3567.695312 Iteration 11Q: 3 clusters Score -109042.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -109084.937500 Penalty: 3567.695312 Iteration 12Q: 3 clusters Score -109084.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -109103.203125 Penalty: 3567.695312 Iteration 13Q: 3 clusters Score -109103.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -109113.203125 Penalty: 3567.695312 Iteration 14Q: 3 clusters Score -109113.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -109125.125000 Penalty: 3567.695312 Iteration 15Q: 3 clusters Score -109125.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -109145.703125 Penalty: 3567.695312 Iteration 16Q: 3 clusters Score -109145.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -109169.375000 Penalty: 3567.695312 Iteration 17Q: 3 clusters Score -109169.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -109193.593750 Penalty: 3567.695312 Iteration 18Q: 3 clusters Score -109193.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -109201.109375 Penalty: 3567.695312 Iteration 19Q: 3 clusters Score -109201.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -109208.015625 Penalty: 3567.695312 Iteration 20F: 3 clusters Score -109208 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -109215.929688 Penalty: 3567.695312 Iteration 21Q: 3 clusters Score -109215.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -109224.726562 Penalty: 3567.695312 Iteration 22Q: 3 clusters Score -109224.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -109226.281250 Penalty: 3567.695312 Iteration 23Q: 3 clusters Score -109226.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -109226.281250 Penalty: 3567.695312 Iteration 24F: 3 clusters Score -109226.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (6190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Entering Unmasked Estep Score: -509004.125000 Penalty: 2165.211182 Iteration 0F: 2 clusters Score -509004.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -503727.062500 Penalty: 4330.422363 Iteration 0F: 3 clusters Score -503727.1 nChanged 2439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -505122.375000 Penalty: 4330.422363 Iteration 1F: 3 clusters Score -505122.4 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -505406.812500 Penalty: 4330.422363 Iteration 2F: 3 clusters Score -505406.8 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -505629.562500 Penalty: 4330.422363 Iteration 3F: 3 clusters Score -505629.6 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -505799.968750 Penalty: 4330.422363 Iteration 4Q: 3 clusters Score -505800 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -505976.375000 Penalty: 4330.422363 Iteration 5Q: 3 clusters Score -505976.4 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -506174.687500 Penalty: 4330.422363 Iteration 6Q: 3 clusters Score -506174.7 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -506376.500000 Penalty: 4330.422363 Iteration 7Q: 3 clusters Score -506376.5 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -506586.656250 Penalty: 4330.422363 Iteration 8Q: 3 clusters Score -506586.7 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -506761.000000 Penalty: 4330.422363 Iteration 9Q: 3 clusters Score -506761 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -506894.906250 Penalty: 4330.422363 Iteration 10Q: 3 clusters Score -506894.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -506990.687500 Penalty: 4330.422363 Iteration 11Q: 3 clusters Score -506990.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -507059.093750 Penalty: 4330.422363 Iteration 12Q: 3 clusters Score -507059.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -507106.187500 Penalty: 4330.422363 Iteration 13Q: 3 clusters Score -507106.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -507149.125000 Penalty: 4330.422363 Iteration 14Q: 3 clusters Score -507149.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -507182.843750 Penalty: 4330.422363 Iteration 15Q: 3 clusters Score -507182.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -507208.281250 Penalty: 4330.422363 Iteration 16Q: 3 clusters Score -507208.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -507234.531250 Penalty: 4330.422363 Iteration 17Q: 3 clusters Score -507234.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -507265.750000 Penalty: 4330.422363 Iteration 18Q: 3 clusters Score -507265.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -507289.406250 Penalty: 4330.422363 Iteration 19Q: 3 clusters Score -507289.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -507303.000000 Penalty: 4330.422363 Iteration 20F: 3 clusters Score -507303 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -507315.843750 Penalty: 4330.422363 Iteration 21Q: 3 clusters Score -507315.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -507325.500000 Penalty: 4330.422363 Iteration 22Q: 3 clusters Score -507325.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -507335.531250 Penalty: 4330.422363 Iteration 23Q: 3 clusters Score -507335.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -507346.656250 Penalty: 4330.422363 Iteration 24Q: 3 clusters Score -507346.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -507352.875000 Penalty: 4330.422363 Iteration 25Q: 3 clusters Score -507352.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -507357.593750 Penalty: 4330.422363 Iteration 26Q: 3 clusters Score -507357.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -507361.062500 Penalty: 4330.422363 Iteration 27Q: 3 clusters Score -507361.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -507362.687500 Penalty: 4330.422363 Iteration 28Q: 3 clusters Score -507362.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -507368.468750 Penalty: 4330.422363 Iteration 29Q: 3 clusters Score -507368.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -507373.468750 Penalty: 4330.422363 Iteration 30Q: 3 clusters Score -507373.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -507381.093750 Penalty: 4330.422363 Iteration 31Q: 3 clusters Score -507381.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -507390.812500 Penalty: 4330.422363 Iteration 32Q: 3 clusters Score -507390.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -507396.906250 Penalty: 4330.422363 Iteration 33Q: 3 clusters Score -507396.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -507402.187500 Penalty: 4330.422363 Iteration 34Q: 3 clusters Score -507402.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -507407.062500 Penalty: 4330.422363 Iteration 35Q: 3 clusters Score -507407.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -507410.906250 Penalty: 4330.422363 Iteration 36Q: 3 clusters Score -507410.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -507413.000000 Penalty: 4330.422363 Iteration 37Q: 3 clusters Score -507413 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -507414.406250 Penalty: 4330.422363 Iteration 38Q: 3 clusters Score -507414.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -507415.375000 Penalty: 4330.422363 Iteration 39Q: 3 clusters Score -507415.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -507415.593750 Penalty: 4330.422363 Iteration 40F: 3 clusters Score -507415.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 5082 members Entering Unmasked Estep Score: -507415.937500 Penalty: 4330.422363 Iteration 41Q: 3 clusters Score -507415.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -507416.593750 Penalty: 4330.422363 Iteration 42Q: 3 clusters Score -507416.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -507418.187500 Penalty: 4330.422363 Iteration 43Q: 3 clusters Score -507418.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -507418.593750 Penalty: 4330.422363 Iteration 44Q: 3 clusters Score -507418.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -507418.593750 Penalty: 4330.422363 Iteration 45F: 3 clusters Score -507418.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1308 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Entering Unmasked Estep Score: -108238.320312 Penalty: 1779.711182 Iteration 0F: 2 clusters Score -108238.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -106172.054688 Penalty: 3559.422363 Iteration 0F: 3 clusters Score -106172.1 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -106536.976562 Penalty: 3559.422363 Iteration 1F: 3 clusters Score -106537 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -106649.289062 Penalty: 3559.422363 Iteration 2F: 3 clusters Score -106649.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -106697.312500 Penalty: 3559.422363 Iteration 3Q: 3 clusters Score -106697.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -106735.664062 Penalty: 3559.422363 Iteration 4Q: 3 clusters Score -106735.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -106759.609375 Penalty: 3559.422363 Iteration 5Q: 3 clusters Score -106759.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -106771.625000 Penalty: 3559.422363 Iteration 6Q: 3 clusters Score -106771.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -106778.726562 Penalty: 3559.422363 Iteration 7Q: 3 clusters Score -106778.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -106785.984375 Penalty: 3559.422363 Iteration 8Q: 3 clusters Score -106786 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -106795.117188 Penalty: 3559.422363 Iteration 9Q: 3 clusters Score -106795.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -106805.281250 Penalty: 3559.422363 Iteration 10Q: 3 clusters Score -106805.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -106815.335938 Penalty: 3559.422363 Iteration 11Q: 3 clusters Score -106815.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -106821.890625 Penalty: 3559.422363 Iteration 12Q: 3 clusters Score -106821.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -106829.078125 Penalty: 3559.422363 Iteration 13Q: 3 clusters Score -106829.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -106832.546875 Penalty: 3559.422363 Iteration 14Q: 3 clusters Score -106832.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -106833.218750 Penalty: 3559.422363 Iteration 15Q: 3 clusters Score -106833.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -106833.218750 Penalty: 3559.422363 Iteration 16F: 3 clusters Score -106833.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1864 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Entering Unmasked Estep Score: -158385.937500 Penalty: 1867.558960 Iteration 0F: 2 clusters Score -158385.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -155875.015625 Penalty: 3735.117920 Iteration 0F: 3 clusters Score -155875 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -156289.218750 Penalty: 3735.117920 Iteration 1F: 3 clusters Score -156289.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -156408.484375 Penalty: 3735.117920 Iteration 2F: 3 clusters Score -156408.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -156470.937500 Penalty: 3735.117920 Iteration 3Q: 3 clusters Score -156470.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -156497.125000 Penalty: 3735.117920 Iteration 4Q: 3 clusters Score -156497.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -156507.296875 Penalty: 3735.117920 Iteration 5Q: 3 clusters Score -156507.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -156516.765625 Penalty: 3735.117920 Iteration 6Q: 3 clusters Score -156516.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -156524.171875 Penalty: 3735.117920 Iteration 7Q: 3 clusters Score -156524.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -156537.250000 Penalty: 3735.117920 Iteration 8Q: 3 clusters Score -156537.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -156551.640625 Penalty: 3735.117920 Iteration 9Q: 3 clusters Score -156551.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -156566.421875 Penalty: 3735.117920 Iteration 10Q: 3 clusters Score -156566.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -156574.796875 Penalty: 3735.117920 Iteration 11Q: 3 clusters Score -156574.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -156584.156250 Penalty: 3735.117920 Iteration 12Q: 3 clusters Score -156584.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -156587.937500 Penalty: 3735.117920 Iteration 13Q: 3 clusters Score -156587.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -156591.546875 Penalty: 3735.117920 Iteration 14Q: 3 clusters Score -156591.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -156595.093750 Penalty: 3735.117920 Iteration 15Q: 3 clusters Score -156595.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -156597.953125 Penalty: 3735.117920 Iteration 16Q: 3 clusters Score -156598 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -156601.687500 Penalty: 3735.117920 Iteration 17Q: 3 clusters Score -156601.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -156605.250000 Penalty: 3735.117920 Iteration 18Q: 3 clusters Score -156605.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -156608.156250 Penalty: 3735.117920 Iteration 19Q: 3 clusters Score -156608.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -156614.562500 Penalty: 3735.117920 Iteration 20F: 3 clusters Score -156614.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -156620.703125 Penalty: 3735.117920 Iteration 21Q: 3 clusters Score -156620.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -156628.453125 Penalty: 3735.117920 Iteration 22Q: 3 clusters Score -156628.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -156635.109375 Penalty: 3735.117920 Iteration 23Q: 3 clusters Score -156635.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -156642.109375 Penalty: 3735.117920 Iteration 24Q: 3 clusters Score -156642.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -156647.078125 Penalty: 3735.117920 Iteration 25Q: 3 clusters Score -156647.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -156648.812500 Penalty: 3735.117920 Iteration 26Q: 3 clusters Score -156648.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -156650.578125 Penalty: 3735.117920 Iteration 27Q: 3 clusters Score -156650.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -156653.484375 Penalty: 3735.117920 Iteration 28Q: 3 clusters Score -156653.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -156658.125000 Penalty: 3735.117920 Iteration 29Q: 3 clusters Score -156658.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -156660.281250 Penalty: 3735.117920 Iteration 30Q: 3 clusters Score -156660.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -156663.296875 Penalty: 3735.117920 Iteration 31Q: 3 clusters Score -156663.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -156667.328125 Penalty: 3735.117920 Iteration 32Q: 3 clusters Score -156667.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -156671.515625 Penalty: 3735.117920 Iteration 33Q: 3 clusters Score -156671.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -156675.625000 Penalty: 3735.117920 Iteration 34Q: 3 clusters Score -156675.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -156678.296875 Penalty: 3735.117920 Iteration 35Q: 3 clusters Score -156678.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -156680.812500 Penalty: 3735.117920 Iteration 36Q: 3 clusters Score -156680.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -156683.609375 Penalty: 3735.117920 Iteration 37Q: 3 clusters Score -156683.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -156687.265625 Penalty: 3735.117920 Iteration 38Q: 3 clusters Score -156687.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -156690.328125 Penalty: 3735.117920 Iteration 39Q: 3 clusters Score -156690.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -156691.500000 Penalty: 3735.117920 Iteration 40F: 3 clusters Score -156691.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -156694.109375 Penalty: 3735.117920 Iteration 41Q: 3 clusters Score -156694.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -156697.625000 Penalty: 3735.117920 Iteration 42Q: 3 clusters Score -156697.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -156699.562500 Penalty: 3735.117920 Iteration 43Q: 3 clusters Score -156699.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -156702.796875 Penalty: 3735.117920 Iteration 44Q: 3 clusters Score -156702.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -156705.218750 Penalty: 3735.117920 Iteration 45Q: 3 clusters Score -156705.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -156707.046875 Penalty: 3735.117920 Iteration 46Q: 3 clusters Score -156707 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -156708.359375 Penalty: 3735.117920 Iteration 47Q: 3 clusters Score -156708.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -156710.218750 Penalty: 3735.117920 Iteration 48Q: 3 clusters Score -156710.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -156710.843750 Penalty: 3735.117920 Iteration 49Q: 3 clusters Score -156710.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -156711.718750 Penalty: 3735.117920 Iteration 50Q: 3 clusters Score -156711.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -156713.984375 Penalty: 3735.117920 Iteration 51Q: 3 clusters Score -156714 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -156716.734375 Penalty: 3735.117920 Iteration 52Q: 3 clusters Score -156716.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -156722.796875 Penalty: 3735.117920 Iteration 53Q: 3 clusters Score -156722.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -156729.593750 Penalty: 3735.117920 Iteration 54Q: 3 clusters Score -156729.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -156734.750000 Penalty: 3735.117920 Iteration 55Q: 3 clusters Score -156734.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -156740.078125 Penalty: 3735.117920 Iteration 56Q: 3 clusters Score -156740.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -156744.031250 Penalty: 3735.117920 Iteration 57Q: 3 clusters Score -156744 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -156749.140625 Penalty: 3735.117920 Iteration 58Q: 3 clusters Score -156749.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -156755.703125 Penalty: 3735.117920 Iteration 59Q: 3 clusters Score -156755.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -156758.531250 Penalty: 3735.117920 Iteration 60F: 3 clusters Score -156758.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -156760.140625 Penalty: 3735.117920 Iteration 61Q: 3 clusters Score -156760.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -156760.906250 Penalty: 3735.117920 Iteration 62Q: 3 clusters Score -156760.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -156762.390625 Penalty: 3735.117920 Iteration 63Q: 3 clusters Score -156762.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -156762.859375 Penalty: 3735.117920 Iteration 64Q: 3 clusters Score -156762.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -156765.859375 Penalty: 3735.117920 Iteration 65Q: 3 clusters Score -156765.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -156767.500000 Penalty: 3735.117920 Iteration 66Q: 3 clusters Score -156767.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -156769.140625 Penalty: 3735.117920 Iteration 67Q: 3 clusters Score -156769.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -156769.140625 Penalty: 3735.117920 Iteration 68F: 3 clusters Score -156769.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (9417 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9417 members Entering Unmasked Estep Score: -781287.812500 Penalty: 2269.267334 Iteration 0F: 2 clusters Score -781287.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -773959.562500 Penalty: 4538.534668 Iteration 0F: 3 clusters Score -773959.6 nChanged 3900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -776146.312500 Penalty: 4538.534668 Iteration 1F: 3 clusters Score -776146.3 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 4979 members Entering Unmasked Estep Score: -776532.750000 Penalty: 4538.534668 Iteration 2F: 3 clusters Score -776532.8 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -776853.750000 Penalty: 4538.534668 Iteration 3F: 3 clusters Score -776853.8 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 5282 members Entering Unmasked Estep Score: -777136.187500 Penalty: 4538.534668 Iteration 4F: 3 clusters Score -777136.2 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -777410.250000 Penalty: 4538.534668 Iteration 5Q: 3 clusters Score -777410.2 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -777699.187500 Penalty: 4538.534668 Iteration 6Q: 3 clusters Score -777699.2 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 5900 members Entering Unmasked Estep Score: -777977.750000 Penalty: 4538.534668 Iteration 7Q: 3 clusters Score -777977.8 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -778242.937500 Penalty: 4538.534668 Iteration 8Q: 3 clusters Score -778242.9 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 6271 members Entering Unmasked Estep Score: -778475.687500 Penalty: 4538.534668 Iteration 9Q: 3 clusters Score -778475.7 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 6429 members Entering Unmasked Estep Score: -778671.812500 Penalty: 4538.534668 Iteration 10Q: 3 clusters Score -778671.8 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 6566 members Entering Unmasked Estep Score: -778819.250000 Penalty: 4538.534668 Iteration 11Q: 3 clusters Score -778819.2 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 6676 members Entering Unmasked Estep Score: -778944.687500 Penalty: 4538.534668 Iteration 12Q: 3 clusters Score -778944.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 6748 members Entering Unmasked Estep Score: -779072.625000 Penalty: 4538.534668 Iteration 13Q: 3 clusters Score -779072.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 6809 members Entering Unmasked Estep Score: -779168.437500 Penalty: 4538.534668 Iteration 14Q: 3 clusters Score -779168.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -779246.062500 Penalty: 4538.534668 Iteration 15Q: 3 clusters Score -779246.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -779298.312500 Penalty: 4538.534668 Iteration 16Q: 3 clusters Score -779298.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 6902 members Entering Unmasked Estep Score: -779338.000000 Penalty: 4538.534668 Iteration 17Q: 3 clusters Score -779338 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -779370.812500 Penalty: 4538.534668 Iteration 18Q: 3 clusters Score -779370.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 6934 members Entering Unmasked Estep Score: -779400.625000 Penalty: 4538.534668 Iteration 19Q: 3 clusters Score -779400.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 6950 members Entering Unmasked Estep Score: -779425.187500 Penalty: 4538.534668 Iteration 20F: 3 clusters Score -779425.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 6967 members Entering Unmasked Estep Score: -779433.875000 Penalty: 4538.534668 Iteration 21Q: 3 clusters Score -779433.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 6978 members Entering Unmasked Estep Score: -779446.687500 Penalty: 4538.534668 Iteration 22Q: 3 clusters Score -779446.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -779453.500000 Penalty: 4538.534668 Iteration 23Q: 3 clusters Score -779453.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 6991 members Entering Unmasked Estep Score: -779460.625000 Penalty: 4538.534668 Iteration 24Q: 3 clusters Score -779460.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -779464.937500 Penalty: 4538.534668 Iteration 25Q: 3 clusters Score -779464.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 7010 members Entering Unmasked Estep Score: -779468.000000 Penalty: 4538.534668 Iteration 26Q: 3 clusters Score -779468 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -779473.000000 Penalty: 4538.534668 Iteration 27Q: 3 clusters Score -779473 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -779476.625000 Penalty: 4538.534668 Iteration 28Q: 3 clusters Score -779476.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -779483.187500 Penalty: 4538.534668 Iteration 29Q: 3 clusters Score -779483.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 7050 members Entering Unmasked Estep Score: -779486.375000 Penalty: 4538.534668 Iteration 30Q: 3 clusters Score -779486.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -779487.000000 Penalty: 4538.534668 Iteration 31Q: 3 clusters Score -779487 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 7058 members Entering Unmasked Estep Score: -779487.875000 Penalty: 4538.534668 Iteration 32Q: 3 clusters Score -779487.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 7058 members Entering Unmasked Estep Score: -779491.062500 Penalty: 4538.534668 Iteration 33Q: 3 clusters Score -779491.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 7058 members Entering Unmasked Estep Score: -779493.125000 Penalty: 4538.534668 Iteration 34Q: 3 clusters Score -779493.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 7059 members Entering Unmasked Estep Score: -779495.562500 Penalty: 4538.534668 Iteration 35Q: 3 clusters Score -779495.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 7059 members Entering Unmasked Estep Score: -779494.437500 Penalty: 4538.534668 Iteration 36Q: 3 clusters Score -779494.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 7057 members Entering Unmasked Estep Score: -779493.937500 Penalty: 4538.534668 Iteration 37Q: 3 clusters Score -779493.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 7057 members Entering Unmasked Estep Score: -779496.062500 Penalty: 4538.534668 Iteration 38Q: 3 clusters Score -779496.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 7060 members Entering Unmasked Estep Score: -779497.250000 Penalty: 4538.534668 Iteration 39Q: 3 clusters Score -779497.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 7064 members Entering Unmasked Estep Score: -779498.062500 Penalty: 4538.534668 Iteration 40F: 3 clusters Score -779498.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -779498.500000 Penalty: 4538.534668 Iteration 41Q: 3 clusters Score -779498.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -779500.125000 Penalty: 4538.534668 Iteration 42Q: 3 clusters Score -779500.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -779500.812500 Penalty: 4538.534668 Iteration 43Q: 3 clusters Score -779500.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 7076 members Entering Unmasked Estep Score: -779500.875000 Penalty: 4538.534668 Iteration 44Q: 3 clusters Score -779500.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 7077 members Entering Unmasked Estep Score: -779500.625000 Penalty: 4538.534668 Iteration 45Q: 3 clusters Score -779500.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 7079 members Entering Unmasked Estep Score: -779501.750000 Penalty: 4538.534668 Iteration 46Q: 3 clusters Score -779501.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -779503.937500 Penalty: 4538.534668 Iteration 47Q: 3 clusters Score -779503.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -779504.937500 Penalty: 4538.534668 Iteration 48Q: 3 clusters Score -779504.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 7087 members Entering Unmasked Estep Score: -779505.312500 Penalty: 4538.534668 Iteration 49Q: 3 clusters Score -779505.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -779506.125000 Penalty: 4538.534668 Iteration 50Q: 3 clusters Score -779506.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -779506.125000 Penalty: 4538.534668 Iteration 51F: 3 clusters Score -779506.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (6788 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Entering Unmasked Estep Score: -624089.750000 Penalty: 2188.082031 Iteration 0F: 2 clusters Score -624089.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -618433.125000 Penalty: 4376.164062 Iteration 0F: 3 clusters Score -618433.1 nChanged 2741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -619933.375000 Penalty: 4376.164062 Iteration 1F: 3 clusters Score -619933.4 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -620158.812500 Penalty: 4376.164062 Iteration 2F: 3 clusters Score -620158.8 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -620311.312500 Penalty: 4376.164062 Iteration 3F: 3 clusters Score -620311.3 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -620404.250000 Penalty: 4376.164062 Iteration 4Q: 3 clusters Score -620404.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -620474.937500 Penalty: 4376.164062 Iteration 5Q: 3 clusters Score -620474.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -620533.437500 Penalty: 4376.164062 Iteration 6Q: 3 clusters Score -620533.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -620579.062500 Penalty: 4376.164062 Iteration 7Q: 3 clusters Score -620579.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -620623.562500 Penalty: 4376.164062 Iteration 8Q: 3 clusters Score -620623.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -620673.437500 Penalty: 4376.164062 Iteration 9Q: 3 clusters Score -620673.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -620726.125000 Penalty: 4376.164062 Iteration 10Q: 3 clusters Score -620726.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -620786.000000 Penalty: 4376.164062 Iteration 11Q: 3 clusters Score -620786 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -620837.312500 Penalty: 4376.164062 Iteration 12Q: 3 clusters Score -620837.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -620892.625000 Penalty: 4376.164062 Iteration 13Q: 3 clusters Score -620892.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -620961.000000 Penalty: 4376.164062 Iteration 14Q: 3 clusters Score -620961 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -621055.375000 Penalty: 4376.164062 Iteration 15Q: 3 clusters Score -621055.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -621194.187500 Penalty: 4376.164062 Iteration 16Q: 3 clusters Score -621194.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -621365.375000 Penalty: 4376.164062 Iteration 17Q: 3 clusters Score -621365.4 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 5411 members Entering Unmasked Estep Score: -621601.062500 Penalty: 4376.164062 Iteration 18Q: 3 clusters Score -621601.1 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -621874.875000 Penalty: 4376.164062 Iteration 19Q: 3 clusters Score -621874.9 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 5843 members Entering Unmasked Estep Score: -622238.312500 Penalty: 4376.164062 Iteration 20F: 3 clusters Score -622238.3 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -622576.250000 Penalty: 4376.164062 Iteration 21Q: 3 clusters Score -622576.2 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -622758.000000 Penalty: 4376.164062 Iteration 22Q: 3 clusters Score -622758 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -622869.000000 Penalty: 4376.164062 Iteration 23Q: 3 clusters Score -622869 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -622936.625000 Penalty: 4376.164062 Iteration 24Q: 3 clusters Score -622936.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 6119 members Entering Unmasked Estep Score: -622969.312500 Penalty: 4376.164062 Iteration 25Q: 3 clusters Score -622969.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -622987.250000 Penalty: 4376.164062 Iteration 26Q: 3 clusters Score -622987.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -623001.187500 Penalty: 4376.164062 Iteration 27Q: 3 clusters Score -623001.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 6126 members Entering Unmasked Estep Score: -623012.375000 Penalty: 4376.164062 Iteration 28Q: 3 clusters Score -623012.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 6131 members Entering Unmasked Estep Score: -623021.937500 Penalty: 4376.164062 Iteration 29Q: 3 clusters Score -623021.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 6132 members Entering Unmasked Estep Score: -623033.187500 Penalty: 4376.164062 Iteration 30Q: 3 clusters Score -623033.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -623039.125000 Penalty: 4376.164062 Iteration 31Q: 3 clusters Score -623039.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 6131 members Entering Unmasked Estep Score: -623042.562500 Penalty: 4376.164062 Iteration 32Q: 3 clusters Score -623042.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -623046.875000 Penalty: 4376.164062 Iteration 33Q: 3 clusters Score -623046.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 6131 members Entering Unmasked Estep Score: -623049.562500 Penalty: 4376.164062 Iteration 34Q: 3 clusters Score -623049.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 6132 members Entering Unmasked Estep Score: -623051.500000 Penalty: 4376.164062 Iteration 35Q: 3 clusters Score -623051.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -623052.312500 Penalty: 4376.164062 Iteration 36Q: 3 clusters Score -623052.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -623055.187500 Penalty: 4376.164062 Iteration 37Q: 3 clusters Score -623055.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -623056.000000 Penalty: 4376.164062 Iteration 38Q: 3 clusters Score -623056 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -623057.312500 Penalty: 4376.164062 Iteration 39F: 3 clusters Score -623057.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 6135 members Entering Unmasked Estep Score: -623057.062500 Penalty: 4376.164062 Iteration 40F: 3 clusters Score -623057.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Entering Unmasked Estep Score: -24768.953125 Penalty: 1477.689331 Iteration 0F: 2 clusters Score -24768.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -23515.843750 Penalty: 2955.378662 Iteration 0F: 3 clusters Score -23515.84 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -23709.699219 Penalty: 2955.378662 Iteration 1F: 3 clusters Score -23709.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -23783.572266 Penalty: 2955.378662 Iteration 2F: 3 clusters Score -23783.57 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -23920.921875 Penalty: 2955.378662 Iteration 3F: 3 clusters Score -23920.92 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -24061.775391 Penalty: 2955.378662 Iteration 4F: 3 clusters Score -24061.78 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -24315.156250 Penalty: 2955.378662 Iteration 5Q: 3 clusters Score -24315.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -24407.513672 Penalty: 2955.378662 Iteration 6Q: 3 clusters Score -24407.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -24428.750000 Penalty: 2955.378662 Iteration 7Q: 3 clusters Score -24428.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -24459.580078 Penalty: 2955.378662 Iteration 8Q: 3 clusters Score -24459.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -24469.060547 Penalty: 2955.378662 Iteration 9Q: 3 clusters Score -24469.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -24475.498047 Penalty: 2955.378662 Iteration 10Q: 3 clusters Score -24475.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -24475.498047 Penalty: 2955.378662 Iteration 11F: 3 clusters Score -24475.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (11985 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11985 members Entering Unmasked Estep Score: -1102196.375000 Penalty: 2329.069824 Iteration 0F: 2 clusters Score -1102196 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -1093271.125000 Penalty: 4658.139648 Iteration 0F: 3 clusters Score -1093271 nChanged 5048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -1095897.250000 Penalty: 4658.139648 Iteration 1F: 3 clusters Score -1095897 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5817 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -1096182.375000 Penalty: 4658.139648 Iteration 2F: 3 clusters Score -1096182 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -1096374.625000 Penalty: 4658.139648 Iteration 3Q: 3 clusters Score -1096375 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 6382 members Entering Unmasked Estep Score: -1096521.625000 Penalty: 4658.139648 Iteration 4Q: 3 clusters Score -1096522 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -1096655.250000 Penalty: 4658.139648 Iteration 5Q: 3 clusters Score -1096655 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -1096773.250000 Penalty: 4658.139648 Iteration 6Q: 3 clusters Score -1096773 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 6928 members Entering Unmasked Estep Score: -1096883.750000 Penalty: 4658.139648 Iteration 7Q: 3 clusters Score -1096884 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 7161 members Entering Unmasked Estep Score: -1096992.375000 Penalty: 4658.139648 Iteration 8Q: 3 clusters Score -1096992 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 7431 members Entering Unmasked Estep Score: -1097120.375000 Penalty: 4658.139648 Iteration 9Q: 3 clusters Score -1097120 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -1097271.875000 Penalty: 4658.139648 Iteration 10Q: 3 clusters Score -1097272 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 8092 members Entering Unmasked Estep Score: -1097446.125000 Penalty: 4658.139648 Iteration 11Q: 3 clusters Score -1097446 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 8483 members Entering Unmasked Estep Score: -1097674.000000 Penalty: 4658.139648 Iteration 12Q: 3 clusters Score -1097674 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 8936 members Entering Unmasked Estep Score: -1097951.125000 Penalty: 4658.139648 Iteration 13Q: 3 clusters Score -1097951 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 9434 members Entering Unmasked Estep Score: -1098322.750000 Penalty: 4658.139648 Iteration 14Q: 3 clusters Score -1098323 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 9930 members Entering Unmasked Estep Score: -1098724.500000 Penalty: 4658.139648 Iteration 15Q: 3 clusters Score -1098724 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 10378 members Entering Unmasked Estep Score: -1099108.500000 Penalty: 4658.139648 Iteration 16Q: 3 clusters Score -1099108 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 10773 members Entering Unmasked Estep Score: -1099436.750000 Penalty: 4658.139648 Iteration 17Q: 3 clusters Score -1099437 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 11065 members Entering Unmasked Estep Score: -1099685.250000 Penalty: 4658.139648 Iteration 18Q: 3 clusters Score -1099685 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 11261 members Entering Unmasked Estep Score: -1099840.875000 Penalty: 4658.139648 Iteration 19Q: 3 clusters Score -1099841 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 11379 members Entering Unmasked Estep Score: -1099954.000000 Penalty: 4658.139648 Iteration 20F: 3 clusters Score -1099954 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 11466 members Entering Unmasked Estep Score: -1100045.750000 Penalty: 4658.139648 Iteration 21Q: 3 clusters Score -1100046 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 11516 members Entering Unmasked Estep Score: -1100099.000000 Penalty: 4658.139648 Iteration 22Q: 3 clusters Score -1100099 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 11553 members Entering Unmasked Estep Score: -1100141.750000 Penalty: 4658.139648 Iteration 23Q: 3 clusters Score -1100142 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 11587 members Entering Unmasked Estep Score: -1100173.250000 Penalty: 4658.139648 Iteration 24Q: 3 clusters Score -1100173 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 11605 members Entering Unmasked Estep Score: -1100195.250000 Penalty: 4658.139648 Iteration 25Q: 3 clusters Score -1100195 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 11617 members Entering Unmasked Estep Score: -1100205.500000 Penalty: 4658.139648 Iteration 26Q: 3 clusters Score -1100206 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 11623 members Entering Unmasked Estep Score: -1100209.125000 Penalty: 4658.139648 Iteration 27Q: 3 clusters Score -1100209 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 11622 members Entering Unmasked Estep Score: -1100209.750000 Penalty: 4658.139648 Iteration 28Q: 3 clusters Score -1100210 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 11624 members Entering Unmasked Estep Score: -1100212.875000 Penalty: 4658.139648 Iteration 29Q: 3 clusters Score -1100213 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 11624 members Entering Unmasked Estep Score: -1100212.875000 Penalty: 4658.139648 Iteration 30F: 3 clusters Score -1100213 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (33035 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33035 members Entering Unmasked Estep Score: -2927000.250000 Penalty: 2580.520020 Iteration 0F: 2 clusters Score -2927000 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16446 members Mstep: Class 2 contains 16589 members Entering Unmasked Estep Score: -2904527.000000 Penalty: 5161.040039 Iteration 0F: 3 clusters Score -2904527 nChanged 14760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15910 members Mstep: Class 2 contains 17125 members Entering Unmasked Estep Score: -2912501.000000 Penalty: 5161.040039 Iteration 1F: 3 clusters Score -2912501 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15585 members Mstep: Class 2 contains 17450 members Entering Unmasked Estep Score: -2912940.750000 Penalty: 5161.040039 Iteration 2Q: 3 clusters Score -2912941 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15120 members Mstep: Class 2 contains 17915 members Entering Unmasked Estep Score: -2913361.250000 Penalty: 5161.040039 Iteration 3Q: 3 clusters Score -2913361 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14477 members Mstep: Class 2 contains 18558 members Entering Unmasked Estep Score: -2913832.250000 Penalty: 5161.040039 Iteration 4Q: 3 clusters Score -2913832 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13638 members Mstep: Class 2 contains 19397 members Entering Unmasked Estep Score: -2914342.500000 Penalty: 5161.040039 Iteration 5Q: 3 clusters Score -2914342 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12529 members Mstep: Class 2 contains 20506 members Entering Unmasked Estep Score: -2915036.000000 Penalty: 5161.040039 Iteration 6Q: 3 clusters Score -2915036 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11081 members Mstep: Class 2 contains 21954 members Entering Unmasked Estep Score: -2915968.000000 Penalty: 5161.040039 Iteration 7Q: 3 clusters Score -2915968 nChanged 1829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9306 members Mstep: Class 2 contains 23729 members Entering Unmasked Estep Score: -2917167.000000 Penalty: 5161.040039 Iteration 8F: 3 clusters Score -2917167 nChanged 2063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 25764 members Entering Unmasked Estep Score: -2918672.500000 Penalty: 5161.040039 Iteration 9F: 3 clusters Score -2918672 nChanged 2181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 27939 members Entering Unmasked Estep Score: -2920510.250000 Penalty: 5161.040039 Iteration 10F: 3 clusters Score -2920510 nChanged 1901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 29830 members Entering Unmasked Estep Score: -2922180.500000 Penalty: 5161.040039 Iteration 11F: 3 clusters Score -2922180 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 31154 members Entering Unmasked Estep Score: -2923328.750000 Penalty: 5161.040039 Iteration 12Q: 3 clusters Score -2923329 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 31884 members Entering Unmasked Estep Score: -2923976.750000 Penalty: 5161.040039 Iteration 13Q: 3 clusters Score -2923977 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 32253 members Entering Unmasked Estep Score: -2924299.750000 Penalty: 5161.040039 Iteration 14Q: 3 clusters Score -2924300 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 32437 members Entering Unmasked Estep Score: -2924473.750000 Penalty: 5161.040039 Iteration 15Q: 3 clusters Score -2924474 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 32541 members Entering Unmasked Estep Score: -2924579.000000 Penalty: 5161.040039 Iteration 16Q: 3 clusters Score -2924579 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 32590 members Entering Unmasked Estep Score: -2924641.000000 Penalty: 5161.040039 Iteration 17Q: 3 clusters Score -2924641 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 32628 members Entering Unmasked Estep Score: -2924674.750000 Penalty: 5161.040039 Iteration 18Q: 3 clusters Score -2924675 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 32646 members Entering Unmasked Estep Score: -2924695.500000 Penalty: 5161.040039 Iteration 19Q: 3 clusters Score -2924696 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 32662 members Entering Unmasked Estep Score: -2924716.250000 Penalty: 5161.040039 Iteration 20F: 3 clusters Score -2924716 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 32674 members Entering Unmasked Estep Score: -2924734.500000 Penalty: 5161.040039 Iteration 21Q: 3 clusters Score -2924734 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 32681 members Entering Unmasked Estep Score: -2924747.500000 Penalty: 5161.040039 Iteration 22Q: 3 clusters Score -2924748 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 32684 members Entering Unmasked Estep Score: -2924746.500000 Penalty: 5161.040039 Iteration 23Q: 3 clusters Score -2924746 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 32685 members Entering Unmasked Estep Score: -2924748.000000 Penalty: 5161.040039 Iteration 24Q: 3 clusters Score -2924748 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 32685 members Entering Unmasked Estep Score: -2924748.000000 Penalty: 5161.040039 Iteration 25F: 3 clusters Score -2924748 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (67978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67978 members Entering Unmasked Estep Score: -6116743.000000 Penalty: 2759.480957 Iteration 0F: 2 clusters Score -6116743 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34241 members Mstep: Class 2 contains 33737 members Entering Unmasked Estep Score: -6070968.000000 Penalty: 5518.961914 Iteration 0F: 3 clusters Score -6070968 nChanged 32044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35831 members Mstep: Class 2 contains 32147 members Entering Unmasked Estep Score: -6089032.500000 Penalty: 5518.961914 Iteration 1F: 3 clusters Score -6089032 nChanged 2532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36767 members Mstep: Class 2 contains 31211 members Entering Unmasked Estep Score: -6089838.000000 Penalty: 5518.961914 Iteration 2Q: 3 clusters Score -6089838 nChanged 2680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38133 members Mstep: Class 2 contains 29845 members Entering Unmasked Estep Score: -6090764.500000 Penalty: 5518.961914 Iteration 3Q: 3 clusters Score -6090764 nChanged 2861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40126 members Mstep: Class 2 contains 27852 members Entering Unmasked Estep Score: -6091996.000000 Penalty: 5518.961914 Iteration 4Q: 3 clusters Score -6091996 nChanged 3277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42869 members Mstep: Class 2 contains 25109 members Entering Unmasked Estep Score: -6093739.500000 Penalty: 5518.961914 Iteration 5Q: 3 clusters Score -6093740 nChanged 3917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46562 members Mstep: Class 2 contains 21416 members Entering Unmasked Estep Score: -6096358.000000 Penalty: 5518.961914 Iteration 6F: 3 clusters Score -6096358 nChanged 4684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51182 members Mstep: Class 2 contains 16796 members Entering Unmasked Estep Score: -6100046.500000 Penalty: 5518.961914 Iteration 7F: 3 clusters Score -6100046 nChanged 5064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56224 members Mstep: Class 2 contains 11754 members Entering Unmasked Estep Score: -6104401.500000 Penalty: 5518.961914 Iteration 8F: 3 clusters Score -6104402 nChanged 4628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60844 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -6108470.500000 Penalty: 5518.961914 Iteration 9F: 3 clusters Score -6108470 nChanged 3276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64118 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -6111364.000000 Penalty: 5518.961914 Iteration 10Q: 3 clusters Score -6111364 nChanged 1800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65912 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -6112897.000000 Penalty: 5518.961914 Iteration 11Q: 3 clusters Score -6112897 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66747 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -6113599.500000 Penalty: 5518.961914 Iteration 12Q: 3 clusters Score -6113600 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67111 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -6113892.500000 Penalty: 5518.961914 Iteration 13Q: 3 clusters Score -6113892 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67276 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -6114046.500000 Penalty: 5518.961914 Iteration 14Q: 3 clusters Score -6114046 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67369 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -6114144.500000 Penalty: 5518.961914 Iteration 15Q: 3 clusters Score -6114144 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67422 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -6114202.000000 Penalty: 5518.961914 Iteration 16Q: 3 clusters Score -6114202 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67464 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -6114249.500000 Penalty: 5518.961914 Iteration 17Q: 3 clusters Score -6114250 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67490 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -6114271.500000 Penalty: 5518.961914 Iteration 18Q: 3 clusters Score -6114272 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67509 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -6114289.500000 Penalty: 5518.961914 Iteration 19Q: 3 clusters Score -6114290 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67515 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -6114300.500000 Penalty: 5518.961914 Iteration 20F: 3 clusters Score -6114300 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67522 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -6114312.500000 Penalty: 5518.961914 Iteration 21Q: 3 clusters Score -6114312 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67529 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -6114315.000000 Penalty: 5518.961914 Iteration 22Q: 3 clusters Score -6114315 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67533 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -6114321.500000 Penalty: 5518.961914 Iteration 23Q: 3 clusters Score -6114322 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67538 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -6114325.500000 Penalty: 5518.961914 Iteration 24Q: 3 clusters Score -6114326 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67541 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -6114329.500000 Penalty: 5518.961914 Iteration 25Q: 3 clusters Score -6114330 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67542 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -6114333.000000 Penalty: 5518.961914 Iteration 26Q: 3 clusters Score -6114333 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67544 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -6114337.000000 Penalty: 5518.961914 Iteration 27Q: 3 clusters Score -6114337 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67545 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -6114336.000000 Penalty: 5518.961914 Iteration 28Q: 3 clusters Score -6114336 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67546 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -6114338.000000 Penalty: 5518.961914 Iteration 29Q: 3 clusters Score -6114338 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67547 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -6114340.500000 Penalty: 5518.961914 Iteration 30Q: 3 clusters Score -6114340 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67548 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -6114340.500000 Penalty: 5518.961914 Iteration 31Q: 3 clusters Score -6114340 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67550 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -6114339.000000 Penalty: 5518.961914 Iteration 32Q: 3 clusters Score -6114339 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67552 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -6114340.000000 Penalty: 5518.961914 Iteration 33Q: 3 clusters Score -6114340 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67554 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -6114344.500000 Penalty: 5518.961914 Iteration 34Q: 3 clusters Score -6114344 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67553 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -6114348.000000 Penalty: 5518.961914 Iteration 35Q: 3 clusters Score -6114348 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67553 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -6114348.000000 Penalty: 5518.961914 Iteration 36F: 3 clusters Score -6114348 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4185 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Entering Unmasked Estep Score: -389162.312500 Penalty: 2068.136963 Iteration 0F: 2 clusters Score -389162.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -385178.406250 Penalty: 4136.273926 Iteration 0F: 3 clusters Score -385178.4 nChanged 1598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -386177.156250 Penalty: 4136.273926 Iteration 1F: 3 clusters Score -386177.2 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -386359.406250 Penalty: 4136.273926 Iteration 2F: 3 clusters Score -386359.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -386464.156250 Penalty: 4136.273926 Iteration 3Q: 3 clusters Score -386464.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -386534.562500 Penalty: 4136.273926 Iteration 4Q: 3 clusters Score -386534.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -386594.875000 Penalty: 4136.273926 Iteration 5Q: 3 clusters Score -386594.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -386633.718750 Penalty: 4136.273926 Iteration 6Q: 3 clusters Score -386633.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -386667.375000 Penalty: 4136.273926 Iteration 7Q: 3 clusters Score -386667.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -386690.906250 Penalty: 4136.273926 Iteration 8Q: 3 clusters Score -386690.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -386705.750000 Penalty: 4136.273926 Iteration 9Q: 3 clusters Score -386705.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -386720.625000 Penalty: 4136.273926 Iteration 10Q: 3 clusters Score -386720.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -386733.750000 Penalty: 4136.273926 Iteration 11Q: 3 clusters Score -386733.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -386743.093750 Penalty: 4136.273926 Iteration 12Q: 3 clusters Score -386743.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -386748.437500 Penalty: 4136.273926 Iteration 13Q: 3 clusters Score -386748.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -386754.468750 Penalty: 4136.273926 Iteration 14Q: 3 clusters Score -386754.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -386763.875000 Penalty: 4136.273926 Iteration 15Q: 3 clusters Score -386763.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -386771.656250 Penalty: 4136.273926 Iteration 16Q: 3 clusters Score -386771.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -386777.656250 Penalty: 4136.273926 Iteration 17Q: 3 clusters Score -386777.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -386781.281250 Penalty: 4136.273926 Iteration 18Q: 3 clusters Score -386781.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -386786.093750 Penalty: 4136.273926 Iteration 19Q: 3 clusters Score -386786.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -386789.562500 Penalty: 4136.273926 Iteration 20F: 3 clusters Score -386789.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -386792.968750 Penalty: 4136.273926 Iteration 21Q: 3 clusters Score -386793 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -386798.062500 Penalty: 4136.273926 Iteration 22Q: 3 clusters Score -386798.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -386799.500000 Penalty: 4136.273926 Iteration 23Q: 3 clusters Score -386799.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -386801.781250 Penalty: 4136.273926 Iteration 24Q: 3 clusters Score -386801.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -386803.312500 Penalty: 4136.273926 Iteration 25Q: 3 clusters Score -386803.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -386807.625000 Penalty: 4136.273926 Iteration 26Q: 3 clusters Score -386807.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -386811.812500 Penalty: 4136.273926 Iteration 27Q: 3 clusters Score -386811.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -386816.250000 Penalty: 4136.273926 Iteration 28Q: 3 clusters Score -386816.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -386818.437500 Penalty: 4136.273926 Iteration 29Q: 3 clusters Score -386818.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -386820.281250 Penalty: 4136.273926 Iteration 30Q: 3 clusters Score -386820.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -386821.375000 Penalty: 4136.273926 Iteration 31Q: 3 clusters Score -386821.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -386824.375000 Penalty: 4136.273926 Iteration 32Q: 3 clusters Score -386824.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -386828.562500 Penalty: 4136.273926 Iteration 33Q: 3 clusters Score -386828.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -386834.125000 Penalty: 4136.273926 Iteration 34Q: 3 clusters Score -386834.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -386838.156250 Penalty: 4136.273926 Iteration 35Q: 3 clusters Score -386838.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -386841.875000 Penalty: 4136.273926 Iteration 36Q: 3 clusters Score -386841.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -386846.843750 Penalty: 4136.273926 Iteration 37Q: 3 clusters Score -386846.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -386850.187500 Penalty: 4136.273926 Iteration 38Q: 3 clusters Score -386850.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -386856.000000 Penalty: 4136.273926 Iteration 39Q: 3 clusters Score -386856 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -386861.718750 Penalty: 4136.273926 Iteration 40F: 3 clusters Score -386861.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -386864.843750 Penalty: 4136.273926 Iteration 41Q: 3 clusters Score -386864.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -386867.781250 Penalty: 4136.273926 Iteration 42Q: 3 clusters Score -386867.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -386870.375000 Penalty: 4136.273926 Iteration 43Q: 3 clusters Score -386870.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -386874.687500 Penalty: 4136.273926 Iteration 44Q: 3 clusters Score -386874.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -386877.531250 Penalty: 4136.273926 Iteration 45Q: 3 clusters Score -386877.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -386880.968750 Penalty: 4136.273926 Iteration 46Q: 3 clusters Score -386881 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -386882.062500 Penalty: 4136.273926 Iteration 47Q: 3 clusters Score -386882.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -386886.093750 Penalty: 4136.273926 Iteration 48Q: 3 clusters Score -386886.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -386887.250000 Penalty: 4136.273926 Iteration 49Q: 3 clusters Score -386887.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -386889.781250 Penalty: 4136.273926 Iteration 50Q: 3 clusters Score -386889.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -386892.156250 Penalty: 4136.273926 Iteration 51Q: 3 clusters Score -386892.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -386893.250000 Penalty: 4136.273926 Iteration 52Q: 3 clusters Score -386893.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -386895.437500 Penalty: 4136.273926 Iteration 53Q: 3 clusters Score -386895.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -386895.406250 Penalty: 4136.273926 Iteration 54Q: 3 clusters Score -386895.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -386895.406250 Penalty: 4136.273926 Iteration 55F: 3 clusters Score -386895.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (10268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10268 members Entering Unmasked Estep Score: -953931.250000 Penalty: 2290.723389 Iteration 0F: 2 clusters Score -953931.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -946110.750000 Penalty: 4581.446777 Iteration 0F: 3 clusters Score -946110.8 nChanged 4227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -948319.312500 Penalty: 4581.446777 Iteration 1F: 3 clusters Score -948319.3 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -948727.187500 Penalty: 4581.446777 Iteration 2F: 3 clusters Score -948727.2 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -949101.500000 Penalty: 4581.446777 Iteration 3F: 3 clusters Score -949101.5 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -949455.812500 Penalty: 4581.446777 Iteration 4F: 3 clusters Score -949455.8 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -949800.125000 Penalty: 4581.446777 Iteration 5F: 3 clusters Score -949800.1 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 5617 members Entering Unmasked Estep Score: -950139.125000 Penalty: 4581.446777 Iteration 6F: 3 clusters Score -950139.1 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 5949 members Entering Unmasked Estep Score: -950483.937500 Penalty: 4581.446777 Iteration 7F: 3 clusters Score -950483.9 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -950843.062500 Penalty: 4581.446777 Iteration 8F: 3 clusters Score -950843.1 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 6759 members Entering Unmasked Estep Score: -951189.875000 Penalty: 4581.446777 Iteration 9F: 3 clusters Score -951189.9 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 7187 members Entering Unmasked Estep Score: -951530.250000 Penalty: 4581.446777 Iteration 10Q: 3 clusters Score -951530.2 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -951852.875000 Penalty: 4581.446777 Iteration 11Q: 3 clusters Score -951852.9 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 7998 members Entering Unmasked Estep Score: -952110.250000 Penalty: 4581.446777 Iteration 12Q: 3 clusters Score -952110.2 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 8299 members Entering Unmasked Estep Score: -952297.812500 Penalty: 4581.446777 Iteration 13Q: 3 clusters Score -952297.8 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 8540 members Entering Unmasked Estep Score: -952449.125000 Penalty: 4581.446777 Iteration 14Q: 3 clusters Score -952449.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 8741 members Entering Unmasked Estep Score: -952578.562500 Penalty: 4581.446777 Iteration 15Q: 3 clusters Score -952578.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 8920 members Entering Unmasked Estep Score: -952685.062500 Penalty: 4581.446777 Iteration 16Q: 3 clusters Score -952685.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 9050 members Entering Unmasked Estep Score: -952763.125000 Penalty: 4581.446777 Iteration 17Q: 3 clusters Score -952763.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 9137 members Entering Unmasked Estep Score: -952807.875000 Penalty: 4581.446777 Iteration 18Q: 3 clusters Score -952807.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 9213 members Entering Unmasked Estep Score: -952849.937500 Penalty: 4581.446777 Iteration 19Q: 3 clusters Score -952849.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 9264 members Entering Unmasked Estep Score: -952873.875000 Penalty: 4581.446777 Iteration 20F: 3 clusters Score -952873.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 9306 members Entering Unmasked Estep Score: -952897.062500 Penalty: 4581.446777 Iteration 21Q: 3 clusters Score -952897.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 9338 members Entering Unmasked Estep Score: -952911.937500 Penalty: 4581.446777 Iteration 22Q: 3 clusters Score -952911.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 9369 members Entering Unmasked Estep Score: -952931.125000 Penalty: 4581.446777 Iteration 23Q: 3 clusters Score -952931.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 9392 members Entering Unmasked Estep Score: -952944.187500 Penalty: 4581.446777 Iteration 24Q: 3 clusters Score -952944.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 9409 members Entering Unmasked Estep Score: -952949.687500 Penalty: 4581.446777 Iteration 25Q: 3 clusters Score -952949.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 9424 members Entering Unmasked Estep Score: -952958.187500 Penalty: 4581.446777 Iteration 26Q: 3 clusters Score -952958.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 9432 members Entering Unmasked Estep Score: -952962.812500 Penalty: 4581.446777 Iteration 27Q: 3 clusters Score -952962.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 9435 members Entering Unmasked Estep Score: -952962.437500 Penalty: 4581.446777 Iteration 28Q: 3 clusters Score -952962.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 9437 members Entering Unmasked Estep Score: -952966.500000 Penalty: 4581.446777 Iteration 29Q: 3 clusters Score -952966.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 9440 members Entering Unmasked Estep Score: -952965.937500 Penalty: 4581.446777 Iteration 30Q: 3 clusters Score -952965.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 9445 members Entering Unmasked Estep Score: -952966.812500 Penalty: 4581.446777 Iteration 31Q: 3 clusters Score -952966.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 9448 members Entering Unmasked Estep Score: -952967.625000 Penalty: 4581.446777 Iteration 32Q: 3 clusters Score -952967.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 9452 members Entering Unmasked Estep Score: -952971.062500 Penalty: 4581.446777 Iteration 33Q: 3 clusters Score -952971.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 9460 members Entering Unmasked Estep Score: -952978.125000 Penalty: 4581.446777 Iteration 34Q: 3 clusters Score -952978.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 9467 members Entering Unmasked Estep Score: -952982.812500 Penalty: 4581.446777 Iteration 35Q: 3 clusters Score -952982.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 9469 members Entering Unmasked Estep Score: -952982.250000 Penalty: 4581.446777 Iteration 36Q: 3 clusters Score -952982.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 9473 members Entering Unmasked Estep Score: -952983.312500 Penalty: 4581.446777 Iteration 37Q: 3 clusters Score -952983.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 9475 members Entering Unmasked Estep Score: -952983.937500 Penalty: 4581.446777 Iteration 38Q: 3 clusters Score -952983.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 9478 members Entering Unmasked Estep Score: -952984.000000 Penalty: 4581.446777 Iteration 39Q: 3 clusters Score -952984 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 9482 members Entering Unmasked Estep Score: -952986.375000 Penalty: 4581.446777 Iteration 40F: 3 clusters Score -952986.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 9486 members Entering Unmasked Estep Score: -952988.750000 Penalty: 4581.446777 Iteration 41Q: 3 clusters Score -952988.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 9493 members Entering Unmasked Estep Score: -952990.687500 Penalty: 4581.446777 Iteration 42Q: 3 clusters Score -952990.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 9493 members Entering Unmasked Estep Score: -952990.687500 Penalty: 4581.446777 Iteration 43F: 3 clusters Score -952990.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (11006 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11006 members Entering Unmasked Estep Score: -1005874.750000 Penalty: 2307.936768 Iteration 0F: 2 clusters Score -1005875 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -997611.812500 Penalty: 4615.873535 Iteration 0F: 3 clusters Score -997611.8 nChanged 4532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 6023 members Entering Unmasked Estep Score: -1000022.312500 Penalty: 4615.873535 Iteration 1F: 3 clusters Score -1000022 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 6285 members Entering Unmasked Estep Score: -1000339.687500 Penalty: 4615.873535 Iteration 2F: 3 clusters Score -1000340 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -1000610.437500 Penalty: 4615.873535 Iteration 3F: 3 clusters Score -1000610 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -1000865.687500 Penalty: 4615.873535 Iteration 4Q: 3 clusters Score -1000866 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 7441 members Entering Unmasked Estep Score: -1001156.312500 Penalty: 4615.873535 Iteration 5Q: 3 clusters Score -1001156 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 7963 members Entering Unmasked Estep Score: -1001518.000000 Penalty: 4615.873535 Iteration 6F: 3 clusters Score -1001518 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 8536 members Entering Unmasked Estep Score: -1001951.625000 Penalty: 4615.873535 Iteration 7F: 3 clusters Score -1001952 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 9114 members Entering Unmasked Estep Score: -1002430.500000 Penalty: 4615.873535 Iteration 8F: 3 clusters Score -1002430 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 9624 members Entering Unmasked Estep Score: -1002877.250000 Penalty: 4615.873535 Iteration 9Q: 3 clusters Score -1002877 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 10003 members Entering Unmasked Estep Score: -1003207.062500 Penalty: 4615.873535 Iteration 10Q: 3 clusters Score -1003207 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 10277 members Entering Unmasked Estep Score: -1003462.375000 Penalty: 4615.873535 Iteration 11Q: 3 clusters Score -1003462 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 10442 members Entering Unmasked Estep Score: -1003650.500000 Penalty: 4615.873535 Iteration 12Q: 3 clusters Score -1003650 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 10542 members Entering Unmasked Estep Score: -1003778.687500 Penalty: 4615.873535 Iteration 13Q: 3 clusters Score -1003779 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 10596 members Entering Unmasked Estep Score: -1003850.250000 Penalty: 4615.873535 Iteration 14Q: 3 clusters Score -1003850 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 10625 members Entering Unmasked Estep Score: -1003897.687500 Penalty: 4615.873535 Iteration 15Q: 3 clusters Score -1003898 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 10648 members Entering Unmasked Estep Score: -1003936.625000 Penalty: 4615.873535 Iteration 16Q: 3 clusters Score -1003937 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 10660 members Entering Unmasked Estep Score: -1003966.000000 Penalty: 4615.873535 Iteration 17Q: 3 clusters Score -1003966 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 10667 members Entering Unmasked Estep Score: -1003982.875000 Penalty: 4615.873535 Iteration 18Q: 3 clusters Score -1003983 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 10672 members Entering Unmasked Estep Score: -1003990.375000 Penalty: 4615.873535 Iteration 19Q: 3 clusters Score -1003990 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 10675 members Entering Unmasked Estep Score: -1004001.875000 Penalty: 4615.873535 Iteration 20F: 3 clusters Score -1004002 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 10678 members Entering Unmasked Estep Score: -1004012.000000 Penalty: 4615.873535 Iteration 21Q: 3 clusters Score -1004012 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 10680 members Entering Unmasked Estep Score: -1004019.812500 Penalty: 4615.873535 Iteration 22Q: 3 clusters Score -1004020 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 10678 members Entering Unmasked Estep Score: -1004023.187500 Penalty: 4615.873535 Iteration 23Q: 3 clusters Score -1004023 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 10679 members Entering Unmasked Estep Score: -1004025.375000 Penalty: 4615.873535 Iteration 24Q: 3 clusters Score -1004025 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 10682 members Entering Unmasked Estep Score: -1004028.437500 Penalty: 4615.873535 Iteration 25Q: 3 clusters Score -1004028 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 10683 members Entering Unmasked Estep Score: -1004031.375000 Penalty: 4615.873535 Iteration 26Q: 3 clusters Score -1004031 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 10684 members Entering Unmasked Estep Score: -1004032.062500 Penalty: 4615.873535 Iteration 27Q: 3 clusters Score -1004032 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 10684 members Entering Unmasked Estep Score: -1004032.062500 Penalty: 4615.873535 Iteration 28F: 3 clusters Score -1004032 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (309290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309290 members Entering Unmasked Estep Score: -28208056.000000 Penalty: 3135.224609 Iteration 0F: 2 clusters Score -2.820806e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154431 members Mstep: Class 2 contains 154859 members Entering Unmasked Estep Score: -28000178.000000 Penalty: 6270.449219 Iteration 0F: 3 clusters Score -2.800018e+07 nChanged 149652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151343 members Mstep: Class 2 contains 157947 members Entering Unmasked Estep Score: -28088398.000000 Penalty: 6270.449219 Iteration 1F: 3 clusters Score -2.80884e+07 nChanged 6860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149277 members Mstep: Class 2 contains 160013 members Entering Unmasked Estep Score: -28089698.000000 Penalty: 6270.449219 Iteration 2Q: 3 clusters Score -2.80897e+07 nChanged 7085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145946 members Mstep: Class 2 contains 163344 members Entering Unmasked Estep Score: -28091078.000000 Penalty: 6270.449219 Iteration 3Q: 3 clusters Score -2.809108e+07 nChanged 7961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140565 members Mstep: Class 2 contains 168725 members Entering Unmasked Estep Score: -28092898.000000 Penalty: 6270.449219 Iteration 4Q: 3 clusters Score -2.80929e+07 nChanged 10220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132041 members Mstep: Class 2 contains 177249 members Entering Unmasked Estep Score: -28095994.000000 Penalty: 6270.449219 Iteration 5Q: 3 clusters Score -2.809599e+07 nChanged 14046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119079 members Mstep: Class 2 contains 190211 members Entering Unmasked Estep Score: -28101994.000000 Penalty: 6270.449219 Iteration 6Q: 3 clusters Score -2.810199e+07 nChanged 19932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99749 members Mstep: Class 2 contains 209541 members Entering Unmasked Estep Score: -28114064.000000 Penalty: 6270.449219 Iteration 7F: 3 clusters Score -2.811406e+07 nChanged 26511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73546 members Mstep: Class 2 contains 235744 members Entering Unmasked Estep Score: -28134596.000000 Penalty: 6270.449219 Iteration 8F: 3 clusters Score -2.81346e+07 nChanged 29648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43974 members Mstep: Class 2 contains 265316 members Entering Unmasked Estep Score: -28163028.000000 Penalty: 6270.449219 Iteration 9F: 3 clusters Score -2.816303e+07 nChanged 23689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20315 members Mstep: Class 2 contains 288975 members Entering Unmasked Estep Score: -28186400.000000 Penalty: 6270.449219 Iteration 10F: 3 clusters Score -2.81864e+07 nChanged 12563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 301530 members Entering Unmasked Estep Score: -28198550.000000 Penalty: 6270.449219 Iteration 11Q: 3 clusters Score -2.819855e+07 nChanged 4598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 306122 members Entering Unmasked Estep Score: -28202886.000000 Penalty: 6270.449219 Iteration 12Q: 3 clusters Score -2.820289e+07 nChanged 1509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 307617 members Entering Unmasked Estep Score: -28204272.000000 Penalty: 6270.449219 Iteration 13Q: 3 clusters Score -2.820427e+07 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 308055 members Entering Unmasked Estep Score: -28204974.000000 Penalty: 6270.449219 Iteration 14Q: 3 clusters Score -2.820497e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 308166 members Entering Unmasked Estep Score: -28205328.000000 Penalty: 6270.449219 Iteration 15Q: 3 clusters Score -2.820533e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 308189 members Entering Unmasked Estep Score: -28205546.000000 Penalty: 6270.449219 Iteration 16Q: 3 clusters Score -2.820555e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 308187 members Entering Unmasked Estep Score: -28205650.000000 Penalty: 6270.449219 Iteration 17Q: 3 clusters Score -2.820565e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 308168 members Entering Unmasked Estep Score: -28205670.000000 Penalty: 6270.449219 Iteration 18Q: 3 clusters Score -2.820567e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 308147 members Entering Unmasked Estep Score: -28205684.000000 Penalty: 6270.449219 Iteration 19Q: 3 clusters Score -2.820568e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 308119 members Entering Unmasked Estep Score: -28205750.000000 Penalty: 6270.449219 Iteration 20F: 3 clusters Score -2.820575e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 308102 members Entering Unmasked Estep Score: -28205748.000000 Penalty: 6270.449219 Iteration 21Q: 3 clusters Score -2.820575e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 308093 members Entering Unmasked Estep Score: -28205774.000000 Penalty: 6270.449219 Iteration 22Q: 3 clusters Score -2.820577e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 308084 members Entering Unmasked Estep Score: -28205790.000000 Penalty: 6270.449219 Iteration 23Q: 3 clusters Score -2.820579e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 308079 members Entering Unmasked Estep Score: -28205798.000000 Penalty: 6270.449219 Iteration 24Q: 3 clusters Score -2.82058e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 308072 members Entering Unmasked Estep Score: -28205794.000000 Penalty: 6270.449219 Iteration 25Q: 3 clusters Score -2.820579e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 308070 members Entering Unmasked Estep Score: -28205772.000000 Penalty: 6270.449219 Iteration 26Q: 3 clusters Score -2.820577e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 308065 members Entering Unmasked Estep Score: -28205786.000000 Penalty: 6270.449219 Iteration 27Q: 3 clusters Score -2.820579e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 308055 members Entering Unmasked Estep Score: -28205750.000000 Penalty: 6270.449219 Iteration 28Q: 3 clusters Score -2.820575e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 308048 members Entering Unmasked Estep Score: -28205782.000000 Penalty: 6270.449219 Iteration 29Q: 3 clusters Score -2.820578e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 308036 members Entering Unmasked Estep Score: -28205774.000000 Penalty: 6270.449219 Iteration 30Q: 3 clusters Score -2.820577e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 308025 members Entering Unmasked Estep Score: -28205784.000000 Penalty: 6270.449219 Iteration 31Q: 3 clusters Score -2.820578e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 308019 members Entering Unmasked Estep Score: -28205762.000000 Penalty: 6270.449219 Iteration 32Q: 3 clusters Score -2.820576e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 308017 members Entering Unmasked Estep Score: -28205790.000000 Penalty: 6270.449219 Iteration 33Q: 3 clusters Score -2.820579e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 308013 members Entering Unmasked Estep Score: -28205788.000000 Penalty: 6270.449219 Iteration 34Q: 3 clusters Score -2.820579e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 308010 members Entering Unmasked Estep Score: -28205776.000000 Penalty: 6270.449219 Iteration 35Q: 3 clusters Score -2.820578e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 308008 members Entering Unmasked Estep Score: -28205772.000000 Penalty: 6270.449219 Iteration 36Q: 3 clusters Score -2.820577e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 308002 members Entering Unmasked Estep Score: -28205784.000000 Penalty: 6270.449219 Iteration 37Q: 3 clusters Score -2.820578e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 307999 members Entering Unmasked Estep Score: -28205768.000000 Penalty: 6270.449219 Iteration 38Q: 3 clusters Score -2.820577e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 307998 members Entering Unmasked Estep Score: -28205778.000000 Penalty: 6270.449219 Iteration 39Q: 3 clusters Score -2.820578e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 307997 members Entering Unmasked Estep Score: -28205772.000000 Penalty: 6270.449219 Iteration 40F: 3 clusters Score -2.820577e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (7645 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7645 members Entering Unmasked Estep Score: -692717.000000 Penalty: 2217.568115 Iteration 0F: 2 clusters Score -692717 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -686523.812500 Penalty: 4435.136230 Iteration 0F: 3 clusters Score -686523.8 nChanged 3070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -688226.750000 Penalty: 4435.136230 Iteration 1F: 3 clusters Score -688226.8 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -688621.750000 Penalty: 4435.136230 Iteration 2F: 3 clusters Score -688621.8 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -689077.937500 Penalty: 4435.136230 Iteration 3F: 3 clusters Score -689077.9 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -689636.125000 Penalty: 4435.136230 Iteration 4F: 3 clusters Score -689636.1 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -690167.625000 Penalty: 4435.136230 Iteration 5F: 3 clusters Score -690167.6 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -690585.750000 Penalty: 4435.136230 Iteration 6F: 3 clusters Score -690585.8 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -690886.437500 Penalty: 4435.136230 Iteration 7Q: 3 clusters Score -690886.4 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -691072.562500 Penalty: 4435.136230 Iteration 8Q: 3 clusters Score -691072.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -691190.500000 Penalty: 4435.136230 Iteration 9Q: 3 clusters Score -691190.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -691251.312500 Penalty: 4435.136230 Iteration 10Q: 3 clusters Score -691251.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6454 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -691299.000000 Penalty: 4435.136230 Iteration 11Q: 3 clusters Score -691299 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -691336.062500 Penalty: 4435.136230 Iteration 12Q: 3 clusters Score -691336.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -691362.250000 Penalty: 4435.136230 Iteration 13Q: 3 clusters Score -691362.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6534 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -691381.562500 Penalty: 4435.136230 Iteration 14Q: 3 clusters Score -691381.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -691397.625000 Penalty: 4435.136230 Iteration 15Q: 3 clusters Score -691397.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -691409.875000 Penalty: 4435.136230 Iteration 16Q: 3 clusters Score -691409.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6575 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -691420.062500 Penalty: 4435.136230 Iteration 17Q: 3 clusters Score -691420.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6588 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -691426.562500 Penalty: 4435.136230 Iteration 18Q: 3 clusters Score -691426.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -691434.875000 Penalty: 4435.136230 Iteration 19Q: 3 clusters Score -691434.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -691447.250000 Penalty: 4435.136230 Iteration 20F: 3 clusters Score -691447.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -691461.750000 Penalty: 4435.136230 Iteration 21Q: 3 clusters Score -691461.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -691470.500000 Penalty: 4435.136230 Iteration 22Q: 3 clusters Score -691470.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -691474.312500 Penalty: 4435.136230 Iteration 23Q: 3 clusters Score -691474.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6661 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -691477.500000 Penalty: 4435.136230 Iteration 24Q: 3 clusters Score -691477.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -691482.562500 Penalty: 4435.136230 Iteration 25Q: 3 clusters Score -691482.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -691487.937500 Penalty: 4435.136230 Iteration 26Q: 3 clusters Score -691487.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6674 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -691489.812500 Penalty: 4435.136230 Iteration 27Q: 3 clusters Score -691489.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6677 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -691491.812500 Penalty: 4435.136230 Iteration 28Q: 3 clusters Score -691491.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -691492.187500 Penalty: 4435.136230 Iteration 29Q: 3 clusters Score -691492.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6682 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -691495.687500 Penalty: 4435.136230 Iteration 30Q: 3 clusters Score -691495.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6687 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -691496.000000 Penalty: 4435.136230 Iteration 31Q: 3 clusters Score -691496 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -691496.250000 Penalty: 4435.136230 Iteration 32Q: 3 clusters Score -691496.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6692 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -691500.250000 Penalty: 4435.136230 Iteration 33Q: 3 clusters Score -691500.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -691500.500000 Penalty: 4435.136230 Iteration 34Q: 3 clusters Score -691500.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6696 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -691499.500000 Penalty: 4435.136230 Iteration 35Q: 3 clusters Score -691499.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -691499.625000 Penalty: 4435.136230 Iteration 36Q: 3 clusters Score -691499.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -691498.937500 Penalty: 4435.136230 Iteration 37Q: 3 clusters Score -691498.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -691498.937500 Penalty: 4435.136230 Iteration 38F: 3 clusters Score -691498.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8818 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8818 members Entering Unmasked Estep Score: -815984.500000 Penalty: 2252.968262 Iteration 0F: 2 clusters Score -815984.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -809050.750000 Penalty: 4505.936523 Iteration 0F: 3 clusters Score -809050.8 nChanged 3647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -811054.750000 Penalty: 4505.936523 Iteration 1F: 3 clusters Score -811054.8 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -811361.937500 Penalty: 4505.936523 Iteration 2F: 3 clusters Score -811361.9 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -811612.250000 Penalty: 4505.936523 Iteration 3F: 3 clusters Score -811612.2 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -811823.875000 Penalty: 4505.936523 Iteration 4Q: 3 clusters Score -811823.9 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -812051.312500 Penalty: 4505.936523 Iteration 5Q: 3 clusters Score -812051.3 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5190 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -812348.187500 Penalty: 4505.936523 Iteration 6Q: 3 clusters Score -812348.2 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -812702.750000 Penalty: 4505.936523 Iteration 7F: 3 clusters Score -812702.8 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -813095.937500 Penalty: 4505.936523 Iteration 8F: 3 clusters Score -813095.9 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -813479.937500 Penalty: 4505.936523 Iteration 9F: 3 clusters Score -813479.9 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -813839.500000 Penalty: 4505.936523 Iteration 10Q: 3 clusters Score -813839.5 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6871 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -814139.812500 Penalty: 4505.936523 Iteration 11Q: 3 clusters Score -814139.8 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -814374.750000 Penalty: 4505.936523 Iteration 12Q: 3 clusters Score -814374.8 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7383 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -814551.937500 Penalty: 4505.936523 Iteration 13Q: 3 clusters Score -814551.9 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7558 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -814684.437500 Penalty: 4505.936523 Iteration 14Q: 3 clusters Score -814684.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7699 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -814782.562500 Penalty: 4505.936523 Iteration 15Q: 3 clusters Score -814782.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7806 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -814863.937500 Penalty: 4505.936523 Iteration 16Q: 3 clusters Score -814863.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7901 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -814928.437500 Penalty: 4505.936523 Iteration 17Q: 3 clusters Score -814928.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7968 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -814970.000000 Penalty: 4505.936523 Iteration 18Q: 3 clusters Score -814970 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7996 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -814988.375000 Penalty: 4505.936523 Iteration 19Q: 3 clusters Score -814988.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8014 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -814997.437500 Penalty: 4505.936523 Iteration 20F: 3 clusters Score -814997.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8027 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -815003.562500 Penalty: 4505.936523 Iteration 21Q: 3 clusters Score -815003.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -815008.250000 Penalty: 4505.936523 Iteration 22Q: 3 clusters Score -815008.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -815012.062500 Penalty: 4505.936523 Iteration 23Q: 3 clusters Score -815012.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8050 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -815016.625000 Penalty: 4505.936523 Iteration 24Q: 3 clusters Score -815016.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8057 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -815019.062500 Penalty: 4505.936523 Iteration 25Q: 3 clusters Score -815019.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8061 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -815020.625000 Penalty: 4505.936523 Iteration 26Q: 3 clusters Score -815020.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8067 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -815022.625000 Penalty: 4505.936523 Iteration 27Q: 3 clusters Score -815022.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8074 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -815027.250000 Penalty: 4505.936523 Iteration 28Q: 3 clusters Score -815027.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8080 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -815031.000000 Penalty: 4505.936523 Iteration 29Q: 3 clusters Score -815031 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8082 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -815031.875000 Penalty: 4505.936523 Iteration 30Q: 3 clusters Score -815031.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -815032.562500 Penalty: 4505.936523 Iteration 31Q: 3 clusters Score -815032.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8087 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -815032.875000 Penalty: 4505.936523 Iteration 32Q: 3 clusters Score -815032.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8091 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -815038.062500 Penalty: 4505.936523 Iteration 33Q: 3 clusters Score -815038.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8096 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -815039.375000 Penalty: 4505.936523 Iteration 34Q: 3 clusters Score -815039.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8098 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -815041.187500 Penalty: 4505.936523 Iteration 35Q: 3 clusters Score -815041.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8101 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -815042.875000 Penalty: 4505.936523 Iteration 36Q: 3 clusters Score -815042.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8101 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -815044.812500 Penalty: 4505.936523 Iteration 37Q: 3 clusters Score -815044.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8104 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -815045.562500 Penalty: 4505.936523 Iteration 38Q: 3 clusters Score -815045.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8105 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -815044.875000 Penalty: 4505.936523 Iteration 39Q: 3 clusters Score -815044.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8105 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -815044.875000 Penalty: 4505.936523 Iteration 40F: 3 clusters Score -815044.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5560 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Entering Unmasked Estep Score: -477293.343750 Penalty: 2138.591553 Iteration 0F: 2 clusters Score -477293.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -472438.843750 Penalty: 4277.183105 Iteration 0F: 3 clusters Score -472438.8 nChanged 2141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -473636.625000 Penalty: 4277.183105 Iteration 1F: 3 clusters Score -473636.6 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -473855.937500 Penalty: 4277.183105 Iteration 2F: 3 clusters Score -473855.9 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -473994.781250 Penalty: 4277.183105 Iteration 3Q: 3 clusters Score -473994.8 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -474095.843750 Penalty: 4277.183105 Iteration 4Q: 3 clusters Score -474095.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -474162.437500 Penalty: 4277.183105 Iteration 5Q: 3 clusters Score -474162.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -474215.250000 Penalty: 4277.183105 Iteration 6Q: 3 clusters Score -474215.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -474271.687500 Penalty: 4277.183105 Iteration 7Q: 3 clusters Score -474271.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -474318.187500 Penalty: 4277.183105 Iteration 8Q: 3 clusters Score -474318.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -474368.750000 Penalty: 4277.183105 Iteration 9Q: 3 clusters Score -474368.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -474423.156250 Penalty: 4277.183105 Iteration 10Q: 3 clusters Score -474423.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -474472.093750 Penalty: 4277.183105 Iteration 11Q: 3 clusters Score -474472.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -474523.750000 Penalty: 4277.183105 Iteration 12Q: 3 clusters Score -474523.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -474575.875000 Penalty: 4277.183105 Iteration 13Q: 3 clusters Score -474575.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -474617.406250 Penalty: 4277.183105 Iteration 14Q: 3 clusters Score -474617.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -474659.000000 Penalty: 4277.183105 Iteration 15Q: 3 clusters Score -474659 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -474706.031250 Penalty: 4277.183105 Iteration 16Q: 3 clusters Score -474706 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -474771.906250 Penalty: 4277.183105 Iteration 17Q: 3 clusters Score -474771.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -474851.875000 Penalty: 4277.183105 Iteration 18Q: 3 clusters Score -474851.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -474933.156250 Penalty: 4277.183105 Iteration 19Q: 3 clusters Score -474933.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -475016.343750 Penalty: 4277.183105 Iteration 20F: 3 clusters Score -475016.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -475101.843750 Penalty: 4277.183105 Iteration 21Q: 3 clusters Score -475101.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -475172.031250 Penalty: 4277.183105 Iteration 22Q: 3 clusters Score -475172 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -475227.937500 Penalty: 4277.183105 Iteration 23Q: 3 clusters Score -475227.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -475280.593750 Penalty: 4277.183105 Iteration 24Q: 3 clusters Score -475280.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -475316.812500 Penalty: 4277.183105 Iteration 25Q: 3 clusters Score -475316.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -475339.125000 Penalty: 4277.183105 Iteration 26Q: 3 clusters Score -475339.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -475354.968750 Penalty: 4277.183105 Iteration 27Q: 3 clusters Score -475355 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4935 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -475376.281250 Penalty: 4277.183105 Iteration 28Q: 3 clusters Score -475376.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -475398.031250 Penalty: 4277.183105 Iteration 29Q: 3 clusters Score -475398 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -475415.000000 Penalty: 4277.183105 Iteration 30Q: 3 clusters Score -475415 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -475431.281250 Penalty: 4277.183105 Iteration 31Q: 3 clusters Score -475431.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -475442.093750 Penalty: 4277.183105 Iteration 32Q: 3 clusters Score -475442.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -475454.968750 Penalty: 4277.183105 Iteration 33Q: 3 clusters Score -475455 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -475468.437500 Penalty: 4277.183105 Iteration 34Q: 3 clusters Score -475468.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -475483.000000 Penalty: 4277.183105 Iteration 35Q: 3 clusters Score -475483 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -475490.281250 Penalty: 4277.183105 Iteration 36Q: 3 clusters Score -475490.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -475495.093750 Penalty: 4277.183105 Iteration 37Q: 3 clusters Score -475495.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -475498.031250 Penalty: 4277.183105 Iteration 38Q: 3 clusters Score -475498 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -475501.218750 Penalty: 4277.183105 Iteration 39Q: 3 clusters Score -475501.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -475505.937500 Penalty: 4277.183105 Iteration 40F: 3 clusters Score -475505.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -475506.968750 Penalty: 4277.183105 Iteration 41Q: 3 clusters Score -475507 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -475511.437500 Penalty: 4277.183105 Iteration 42Q: 3 clusters Score -475511.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -475515.125000 Penalty: 4277.183105 Iteration 43Q: 3 clusters Score -475515.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -475516.437500 Penalty: 4277.183105 Iteration 44Q: 3 clusters Score -475516.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -475517.593750 Penalty: 4277.183105 Iteration 45Q: 3 clusters Score -475517.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -475518.718750 Penalty: 4277.183105 Iteration 46Q: 3 clusters Score -475518.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -475523.468750 Penalty: 4277.183105 Iteration 47Q: 3 clusters Score -475523.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -475526.843750 Penalty: 4277.183105 Iteration 48Q: 3 clusters Score -475526.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -475529.250000 Penalty: 4277.183105 Iteration 49Q: 3 clusters Score -475529.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -475530.000000 Penalty: 4277.183105 Iteration 50Q: 3 clusters Score -475530 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -475530.906250 Penalty: 4277.183105 Iteration 51Q: 3 clusters Score -475530.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5104 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -475532.781250 Penalty: 4277.183105 Iteration 52Q: 3 clusters Score -475532.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5105 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -475532.593750 Penalty: 4277.183105 Iteration 53Q: 3 clusters Score -475532.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5105 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -475532.593750 Penalty: 4277.183105 Iteration 54F: 3 clusters Score -475532.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 1945 members Mstep: Class 3 contains 263626 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6190 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9417 members Mstep: Class 9 contains 6788 members Mstep: Class 10 contains 387 members Mstep: Class 11 contains 11985 members Mstep: Class 12 contains 33035 members Mstep: Class 13 contains 67978 members Mstep: Class 14 contains 4185 members Mstep: Class 15 contains 10268 members Mstep: Class 16 contains 11006 members Mstep: Class 17 contains 309290 members Mstep: Class 18 contains 7645 members Mstep: Class 19 contains 8818 members Mstep: Class 20 contains 5560 members Entering Unmasked Estep ConsiderDeletion Score: -68889872.000000 Penalty: 67260.070312 Iteration 119Q: 21 clusters Score -6.888987e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 12254 members Mstep: Class 2 contains 1945 members Mstep: Class 3 contains 263619 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6188 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9419 members Mstep: Class 9 contains 6790 members Mstep: Class 10 contains 387 members Mstep: Class 11 contains 11985 members Mstep: Class 12 contains 33033 members Mstep: Class 13 contains 67969 members Mstep: Class 14 contains 4185 members Mstep: Class 15 contains 10269 members Mstep: Class 16 contains 11000 members Mstep: Class 17 contains 309304 members Mstep: Class 18 contains 7645 members Mstep: Class 19 contains 8821 members Mstep: Class 20 contains 5562 members Entering Unmasked Estep ConsiderDeletion Score: -68889800.000000 Penalty: 67260.070312 Iteration 120F: 21 clusters Score -6.88898e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 12254 members Mstep: Class 2 contains 1945 members Mstep: Class 3 contains 263608 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6186 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9421 members Mstep: Class 9 contains 6791 members Mstep: Class 10 contains 388 members Mstep: Class 11 contains 11985 members Mstep: Class 12 contains 33028 members Mstep: Class 13 contains 67959 members Mstep: Class 14 contains 4188 members Mstep: Class 15 contains 10270 members Mstep: Class 16 contains 10999 members Mstep: Class 17 contains 309323 members Mstep: Class 18 contains 7645 members Mstep: Class 19 contains 8823 members Mstep: Class 20 contains 5563 members Entering Unmasked Estep ConsiderDeletion Score: -68889768.000000 Penalty: 67260.070312 Iteration 121Q: 21 clusters Score -6.888977e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 12253 members Mstep: Class 2 contains 1945 members Mstep: Class 3 contains 263603 members Mstep: Class 4 contains 1330 members Mstep: Class 5 contains 6185 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9422 members Mstep: Class 9 contains 6790 members Mstep: Class 10 contains 387 members Mstep: Class 11 contains 11987 members Mstep: Class 12 contains 33023 members Mstep: Class 13 contains 67952 members Mstep: Class 14 contains 4192 members Mstep: Class 15 contains 10271 members Mstep: Class 16 contains 10997 members Mstep: Class 17 contains 309336 members Mstep: Class 18 contains 7645 members Mstep: Class 19 contains 8823 members Mstep: Class 20 contains 5565 members Entering Unmasked Estep ConsiderDeletion Score: -68889800.000000 Penalty: 67260.070312 Iteration 122Q: 21 clusters Score -6.88898e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 12253 members Mstep: Class 2 contains 1945 members Mstep: Class 3 contains 263596 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6187 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9423 members Mstep: Class 9 contains 6791 members Mstep: Class 10 contains 386 members Mstep: Class 11 contains 11988 members Mstep: Class 12 contains 33019 members Mstep: Class 13 contains 67946 members Mstep: Class 14 contains 4195 members Mstep: Class 15 contains 10273 members Mstep: Class 16 contains 10997 members Mstep: Class 17 contains 309345 members Mstep: Class 18 contains 7646 members Mstep: Class 19 contains 8823 members Mstep: Class 20 contains 5564 members Entering Unmasked Estep ConsiderDeletion Score: -68889824.000000 Penalty: 67260.070312 Iteration 123Q: 21 clusters Score -6.888982e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 12253 members Mstep: Class 2 contains 1945 members Mstep: Class 3 contains 263599 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6186 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9424 members Mstep: Class 9 contains 6791 members Mstep: Class 10 contains 385 members Mstep: Class 11 contains 11986 members Mstep: Class 12 contains 33013 members Mstep: Class 13 contains 67943 members Mstep: Class 14 contains 4196 members Mstep: Class 15 contains 10273 members Mstep: Class 16 contains 10995 members Mstep: Class 17 contains 309354 members Mstep: Class 18 contains 7645 members Mstep: Class 19 contains 8823 members Mstep: Class 20 contains 5566 members Entering Unmasked Estep ConsiderDeletion Score: -68889840.000000 Penalty: 67260.070312 Iteration 124Q: 21 clusters Score -6.888984e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 1945 members Mstep: Class 3 contains 263601 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6187 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9430 members Mstep: Class 9 contains 6791 members Mstep: Class 10 contains 385 members Mstep: Class 11 contains 11987 members Mstep: Class 12 contains 33007 members Mstep: Class 13 contains 67937 members Mstep: Class 14 contains 4198 members Mstep: Class 15 contains 10274 members Mstep: Class 16 contains 10992 members Mstep: Class 17 contains 309358 members Mstep: Class 18 contains 7644 members Mstep: Class 19 contains 8824 members Mstep: Class 20 contains 5565 members Entering Unmasked Estep ConsiderDeletion Score: -68889832.000000 Penalty: 67260.070312 Iteration 125Q: 21 clusters Score -6.888983e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 1946 members Mstep: Class 3 contains 263600 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6187 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9432 members Mstep: Class 9 contains 6791 members Mstep: Class 10 contains 385 members Mstep: Class 11 contains 11988 members Mstep: Class 12 contains 33004 members Mstep: Class 13 contains 67934 members Mstep: Class 14 contains 4200 members Mstep: Class 15 contains 10275 members Mstep: Class 16 contains 10992 members Mstep: Class 17 contains 309359 members Mstep: Class 18 contains 7644 members Mstep: Class 19 contains 8823 members Mstep: Class 20 contains 5565 members Entering Unmasked Estep ConsiderDeletion Score: -68889824.000000 Penalty: 67260.070312 Iteration 126Q: 21 clusters Score -6.888982e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 1946 members Mstep: Class 3 contains 263599 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6181 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9434 members Mstep: Class 9 contains 6791 members Mstep: Class 10 contains 385 members Mstep: Class 11 contains 11989 members Mstep: Class 12 contains 33000 members Mstep: Class 13 contains 67932 members Mstep: Class 14 contains 4202 members Mstep: Class 15 contains 10275 members Mstep: Class 16 contains 10993 members Mstep: Class 17 contains 309365 members Mstep: Class 18 contains 7644 members Mstep: Class 19 contains 8824 members Mstep: Class 20 contains 5565 members Entering Unmasked Estep ConsiderDeletion Score: -68889800.000000 Penalty: 67260.070312 Iteration 127Q: 21 clusters Score -6.88898e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 1946 members Mstep: Class 3 contains 263591 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6179 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9441 members Mstep: Class 9 contains 6792 members Mstep: Class 10 contains 385 members Mstep: Class 11 contains 11989 members Mstep: Class 12 contains 32998 members Mstep: Class 13 contains 67930 members Mstep: Class 14 contains 4206 members Mstep: Class 15 contains 10275 members Mstep: Class 16 contains 10993 members Mstep: Class 17 contains 309365 members Mstep: Class 18 contains 7644 members Mstep: Class 19 contains 8825 members Mstep: Class 20 contains 5566 members Entering Unmasked Estep ConsiderDeletion Score: -68889832.000000 Penalty: 67260.070312 Iteration 128Q: 21 clusters Score -6.888983e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 1946 members Mstep: Class 3 contains 263585 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6176 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9444 members Mstep: Class 9 contains 6792 members Mstep: Class 10 contains 385 members Mstep: Class 11 contains 11992 members Mstep: Class 12 contains 32994 members Mstep: Class 13 contains 67925 members Mstep: Class 14 contains 4211 members Mstep: Class 15 contains 10275 members Mstep: Class 16 contains 10994 members Mstep: Class 17 contains 309370 members Mstep: Class 18 contains 7644 members Mstep: Class 19 contains 8825 members Mstep: Class 20 contains 5567 members Entering Unmasked Estep ConsiderDeletion Score: -68889888.000000 Penalty: 67260.070312 Iteration 129Q: 21 clusters Score -6.888989e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 1946 members Mstep: Class 3 contains 263578 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6176 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 9449 members Mstep: Class 9 contains 6792 members Mstep: Class 10 contains 385 members Mstep: Class 11 contains 11993 members Mstep: Class 12 contains 32990 members Mstep: Class 13 contains 67924 members Mstep: Class 14 contains 4217 members Mstep: Class 15 contains 10275 members Mstep: Class 16 contains 10995 members Mstep: Class 17 contains 309369 members Mstep: Class 18 contains 7644 members Mstep: Class 19 contains 8825 members Mstep: Class 20 contains 5567 members Entering Unmasked Estep ConsiderDeletion Score: -68889888.000000 Penalty: 67260.070312 Iteration 130Q: 21 clusters Score -6.888989e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 1946 members Mstep: Class 3 contains 263571 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6176 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1865 members Mstep: Class 8 contains 9452 members Mstep: Class 9 contains 6792 members Mstep: Class 10 contains 385 members Mstep: Class 11 contains 11993 members Mstep: Class 12 contains 32989 members Mstep: Class 13 contains 67923 members Mstep: Class 14 contains 4223 members Mstep: Class 15 contains 10275 members Mstep: Class 16 contains 10995 members Mstep: Class 17 contains 309368 members Mstep: Class 18 contains 7644 members Mstep: Class 19 contains 8825 members Mstep: Class 20 contains 5567 members Entering Unmasked Estep ConsiderDeletion Score: -68889864.000000 Penalty: 67260.070312 Iteration 131Q: 21 clusters Score -6.888986e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 1946 members Mstep: Class 3 contains 263568 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6176 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1865 members Mstep: Class 8 contains 9452 members Mstep: Class 9 contains 6792 members Mstep: Class 10 contains 385 members Mstep: Class 11 contains 11993 members Mstep: Class 12 contains 32989 members Mstep: Class 13 contains 67923 members Mstep: Class 14 contains 4225 members Mstep: Class 15 contains 10276 members Mstep: Class 16 contains 10995 members Mstep: Class 17 contains 309368 members Mstep: Class 18 contains 7644 members Mstep: Class 19 contains 8825 members Mstep: Class 20 contains 5567 members Entering Unmasked Estep ConsiderDeletion Score: -68889856.000000 Penalty: 67260.070312 Iteration 132Q: 21 clusters Score -6.888986e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 1946 members Mstep: Class 3 contains 263565 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6176 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1865 members Mstep: Class 8 contains 9452 members Mstep: Class 9 contains 6792 members Mstep: Class 10 contains 385 members Mstep: Class 11 contains 11993 members Mstep: Class 12 contains 32989 members Mstep: Class 13 contains 67923 members Mstep: Class 14 contains 4228 members Mstep: Class 15 contains 10276 members Mstep: Class 16 contains 10995 members Mstep: Class 17 contains 309368 members Mstep: Class 18 contains 7644 members Mstep: Class 19 contains 8825 members Mstep: Class 20 contains 5567 members Entering Unmasked Estep ConsiderDeletion Score: -68889864.000000 Penalty: 67260.070312 Iteration 133Q: 21 clusters Score -6.888986e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 1946 members Mstep: Class 3 contains 263561 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6176 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1865 members Mstep: Class 8 contains 9452 members Mstep: Class 9 contains 6792 members Mstep: Class 10 contains 385 members Mstep: Class 11 contains 11993 members Mstep: Class 12 contains 32989 members Mstep: Class 13 contains 67923 members Mstep: Class 14 contains 4229 members Mstep: Class 15 contains 10276 members Mstep: Class 16 contains 10995 members Mstep: Class 17 contains 309371 members Mstep: Class 18 contains 7644 members Mstep: Class 19 contains 8825 members Mstep: Class 20 contains 5567 members Entering Unmasked Estep ConsiderDeletion Score: -68889896.000000 Penalty: 67260.070312 Iteration 134Q: 21 clusters Score -6.88899e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 1946 members Mstep: Class 3 contains 263559 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6176 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1865 members Mstep: Class 8 contains 9452 members Mstep: Class 9 contains 6792 members Mstep: Class 10 contains 385 members Mstep: Class 11 contains 11993 members Mstep: Class 12 contains 32989 members Mstep: Class 13 contains 67923 members Mstep: Class 14 contains 4230 members Mstep: Class 15 contains 10276 members Mstep: Class 16 contains 10995 members Mstep: Class 17 contains 309372 members Mstep: Class 18 contains 7644 members Mstep: Class 19 contains 8825 members Mstep: Class 20 contains 5567 members Entering Unmasked Estep ConsiderDeletion Score: -68889888.000000 Penalty: 67260.070312 Iteration 135Q: 21 clusters Score -6.888989e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 1946 members Mstep: Class 3 contains 263555 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6176 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1865 members Mstep: Class 8 contains 9452 members Mstep: Class 9 contains 6792 members Mstep: Class 10 contains 385 members Mstep: Class 11 contains 11993 members Mstep: Class 12 contains 32989 members Mstep: Class 13 contains 67923 members Mstep: Class 14 contains 4231 members Mstep: Class 15 contains 10276 members Mstep: Class 16 contains 10995 members Mstep: Class 17 contains 309375 members Mstep: Class 18 contains 7644 members Mstep: Class 19 contains 8825 members Mstep: Class 20 contains 5567 members Entering Unmasked Estep ConsiderDeletion Score: -68889904.000000 Penalty: 67260.070312 Iteration 136Q: 21 clusters Score -6.88899e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 1946 members Mstep: Class 3 contains 263555 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6176 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1865 members Mstep: Class 8 contains 9452 members Mstep: Class 9 contains 6792 members Mstep: Class 10 contains 385 members Mstep: Class 11 contains 11993 members Mstep: Class 12 contains 32989 members Mstep: Class 13 contains 67923 members Mstep: Class 14 contains 4231 members Mstep: Class 15 contains 10276 members Mstep: Class 16 contains 10995 members Mstep: Class 17 contains 309375 members Mstep: Class 18 contains 7644 members Mstep: Class 19 contains 8825 members Mstep: Class 20 contains 5567 members Entering Unmasked Estep ConsiderDeletion Score: -68889904.000000 Penalty: 67260.070312 Iteration 137F: 21 clusters Score -6.88899e+07 nChanged 0 Entering ConstructFrom: Score: -68889904.000000 Penalty: 67260.070312 Entering ConstructFrom: Trying to split cluster 1 (12252 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12252 members Entering Unmasked Estep Score: -1135779.500000 Penalty: 2334.534180 Iteration 0F: 2 clusters Score -1135780 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 6116 members Entering Unmasked Estep Score: -1126741.750000 Penalty: 4669.068359 Iteration 0F: 3 clusters Score -1126742 nChanged 5152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 6052 members Entering Unmasked Estep Score: -1129395.250000 Penalty: 4669.068359 Iteration 1F: 3 clusters Score -1129395 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6285 members Mstep: Class 2 contains 5967 members Entering Unmasked Estep Score: -1129674.250000 Penalty: 4669.068359 Iteration 2F: 3 clusters Score -1129674 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6393 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -1129877.500000 Penalty: 4669.068359 Iteration 3Q: 3 clusters Score -1129878 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -1130026.875000 Penalty: 4669.068359 Iteration 4Q: 3 clusters Score -1130027 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 5612 members Entering Unmasked Estep Score: -1130187.625000 Penalty: 4669.068359 Iteration 5Q: 3 clusters Score -1130188 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 5423 members Entering Unmasked Estep Score: -1130344.875000 Penalty: 4669.068359 Iteration 6Q: 3 clusters Score -1130345 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7035 members Mstep: Class 2 contains 5217 members Entering Unmasked Estep Score: -1130501.750000 Penalty: 4669.068359 Iteration 7Q: 3 clusters Score -1130502 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7277 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -1130675.500000 Penalty: 4669.068359 Iteration 8Q: 3 clusters Score -1130676 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7545 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -1130866.875000 Penalty: 4669.068359 Iteration 9Q: 3 clusters Score -1130867 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7855 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -1131087.375000 Penalty: 4669.068359 Iteration 10Q: 3 clusters Score -1131087 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8190 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -1131321.250000 Penalty: 4669.068359 Iteration 11Q: 3 clusters Score -1131321 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8545 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -1131570.500000 Penalty: 4669.068359 Iteration 12Q: 3 clusters Score -1131570 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8872 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -1131806.875000 Penalty: 4669.068359 Iteration 13Q: 3 clusters Score -1131807 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9199 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -1132065.250000 Penalty: 4669.068359 Iteration 14Q: 3 clusters Score -1132065 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9523 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -1132329.875000 Penalty: 4669.068359 Iteration 15Q: 3 clusters Score -1132330 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9825 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -1132610.250000 Penalty: 4669.068359 Iteration 16Q: 3 clusters Score -1132610 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10083 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -1132891.750000 Penalty: 4669.068359 Iteration 17Q: 3 clusters Score -1132892 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10311 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -1133155.250000 Penalty: 4669.068359 Iteration 18Q: 3 clusters Score -1133155 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10473 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -1133341.875000 Penalty: 4669.068359 Iteration 19Q: 3 clusters Score -1133342 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10582 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -1133486.625000 Penalty: 4669.068359 Iteration 20F: 3 clusters Score -1133487 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10667 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -1133595.000000 Penalty: 4669.068359 Iteration 21Q: 3 clusters Score -1133595 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10734 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1133652.625000 Penalty: 4669.068359 Iteration 22Q: 3 clusters Score -1133653 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10787 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -1133695.250000 Penalty: 4669.068359 Iteration 23Q: 3 clusters Score -1133695 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10829 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -1133724.625000 Penalty: 4669.068359 Iteration 24Q: 3 clusters Score -1133725 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10863 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -1133741.500000 Penalty: 4669.068359 Iteration 25Q: 3 clusters Score -1133742 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10878 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -1133753.125000 Penalty: 4669.068359 Iteration 26Q: 3 clusters Score -1133753 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10896 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -1133756.250000 Penalty: 4669.068359 Iteration 27Q: 3 clusters Score -1133756 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10916 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -1133771.250000 Penalty: 4669.068359 Iteration 28Q: 3 clusters Score -1133771 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10926 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -1133775.750000 Penalty: 4669.068359 Iteration 29Q: 3 clusters Score -1133776 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10937 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -1133779.375000 Penalty: 4669.068359 Iteration 30Q: 3 clusters Score -1133779 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10947 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -1133783.000000 Penalty: 4669.068359 Iteration 31Q: 3 clusters Score -1133783 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10951 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -1133784.500000 Penalty: 4669.068359 Iteration 32Q: 3 clusters Score -1133784 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10953 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -1133783.000000 Penalty: 4669.068359 Iteration 33Q: 3 clusters Score -1133783 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10956 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -1133787.250000 Penalty: 4669.068359 Iteration 34Q: 3 clusters Score -1133787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10956 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -1133787.750000 Penalty: 4669.068359 Iteration 35Q: 3 clusters Score -1133788 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10958 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1133787.625000 Penalty: 4669.068359 Iteration 36Q: 3 clusters Score -1133788 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10960 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -1133789.000000 Penalty: 4669.068359 Iteration 37Q: 3 clusters Score -1133789 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10962 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -1133788.750000 Penalty: 4669.068359 Iteration 38Q: 3 clusters Score -1133789 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10964 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -1133788.125000 Penalty: 4669.068359 Iteration 39Q: 3 clusters Score -1133788 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10967 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -1133792.500000 Penalty: 4669.068359 Iteration 40F: 3 clusters Score -1133792 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10973 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -1133797.000000 Penalty: 4669.068359 Iteration 41Q: 3 clusters Score -1133797 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10980 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -1133795.875000 Penalty: 4669.068359 Iteration 42Q: 3 clusters Score -1133796 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10985 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -1133799.375000 Penalty: 4669.068359 Iteration 43Q: 3 clusters Score -1133799 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -1133799.000000 Penalty: 4669.068359 Iteration 44Q: 3 clusters Score -1133799 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10991 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -1133800.625000 Penalty: 4669.068359 Iteration 45Q: 3 clusters Score -1133801 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10992 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -1133802.125000 Penalty: 4669.068359 Iteration 46Q: 3 clusters Score -1133802 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10995 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -1133802.375000 Penalty: 4669.068359 Iteration 47Q: 3 clusters Score -1133802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10996 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -1133801.625000 Penalty: 4669.068359 Iteration 48Q: 3 clusters Score -1133802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10997 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -1133803.125000 Penalty: 4669.068359 Iteration 49Q: 3 clusters Score -1133803 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10997 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -1133803.125000 Penalty: 4669.068359 Iteration 50F: 3 clusters Score -1133803 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1946 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Entering Unmasked Estep Score: -167783.218750 Penalty: 1878.235718 Iteration 0F: 2 clusters Score -167783.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -165179.937500 Penalty: 3756.471436 Iteration 0F: 3 clusters Score -165179.9 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -165629.796875 Penalty: 3756.471436 Iteration 1F: 3 clusters Score -165629.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -165735.843750 Penalty: 3756.471436 Iteration 2F: 3 clusters Score -165735.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -165797.171875 Penalty: 3756.471436 Iteration 3Q: 3 clusters Score -165797.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -165832.250000 Penalty: 3756.471436 Iteration 4Q: 3 clusters Score -165832.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -165858.000000 Penalty: 3756.471436 Iteration 5Q: 3 clusters Score -165858 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -165876.593750 Penalty: 3756.471436 Iteration 6Q: 3 clusters Score -165876.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -165893.468750 Penalty: 3756.471436 Iteration 7Q: 3 clusters Score -165893.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -165903.921875 Penalty: 3756.471436 Iteration 8Q: 3 clusters Score -165903.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -165917.046875 Penalty: 3756.471436 Iteration 9Q: 3 clusters Score -165917 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -165928.468750 Penalty: 3756.471436 Iteration 10Q: 3 clusters Score -165928.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -165937.453125 Penalty: 3756.471436 Iteration 11Q: 3 clusters Score -165937.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -165942.796875 Penalty: 3756.471436 Iteration 12Q: 3 clusters Score -165942.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -165947.671875 Penalty: 3756.471436 Iteration 13Q: 3 clusters Score -165947.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -165950.140625 Penalty: 3756.471436 Iteration 14Q: 3 clusters Score -165950.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -165953.250000 Penalty: 3756.471436 Iteration 15Q: 3 clusters Score -165953.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -165961.125000 Penalty: 3756.471436 Iteration 16Q: 3 clusters Score -165961.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -165966.828125 Penalty: 3756.471436 Iteration 17Q: 3 clusters Score -165966.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -165974.781250 Penalty: 3756.471436 Iteration 18Q: 3 clusters Score -165974.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -165978.531250 Penalty: 3756.471436 Iteration 19Q: 3 clusters Score -165978.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -165982.468750 Penalty: 3756.471436 Iteration 20F: 3 clusters Score -165982.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -165987.359375 Penalty: 3756.471436 Iteration 21Q: 3 clusters Score -165987.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -165992.593750 Penalty: 3756.471436 Iteration 22Q: 3 clusters Score -165992.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -165993.671875 Penalty: 3756.471436 Iteration 23Q: 3 clusters Score -165993.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -165993.671875 Penalty: 3756.471436 Iteration 24F: 3 clusters Score -165993.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (263555 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263555 members Entering Unmasked Estep Score: -23898578.000000 Penalty: 3095.540283 Iteration 0F: 2 clusters Score -2.389858e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132115 members Mstep: Class 2 contains 131440 members Entering Unmasked Estep Score: -23721852.000000 Penalty: 6191.080566 Iteration 0F: 3 clusters Score -2.372185e+07 nChanged 127200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138289 members Mstep: Class 2 contains 125266 members Entering Unmasked Estep Score: -23797114.000000 Penalty: 6191.080566 Iteration 1F: 3 clusters Score -2.379711e+07 nChanged 6900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142271 members Mstep: Class 2 contains 121284 members Entering Unmasked Estep Score: -23798710.000000 Penalty: 6191.080566 Iteration 2Q: 3 clusters Score -2.379871e+07 nChanged 8047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148566 members Mstep: Class 2 contains 114989 members Entering Unmasked Estep Score: -23800710.000000 Penalty: 6191.080566 Iteration 3Q: 3 clusters Score -2.380071e+07 nChanged 10601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158297 members Mstep: Class 2 contains 105258 members Entering Unmasked Estep Score: -23805096.000000 Penalty: 6191.080566 Iteration 4Q: 3 clusters Score -2.38051e+07 nChanged 15051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173060 members Mstep: Class 2 contains 90495 members Entering Unmasked Estep Score: -23813442.000000 Penalty: 6191.080566 Iteration 5F: 3 clusters Score -2.381344e+07 nChanged 20747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193735 members Mstep: Class 2 contains 69820 members Entering Unmasked Estep Score: -23828472.000000 Penalty: 6191.080566 Iteration 6F: 3 clusters Score -2.382847e+07 nChanged 25049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218776 members Mstep: Class 2 contains 44779 members Entering Unmasked Estep Score: -23851132.000000 Penalty: 6191.080566 Iteration 7F: 3 clusters Score -2.385113e+07 nChanged 23186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241962 members Mstep: Class 2 contains 21593 members Entering Unmasked Estep Score: -23874314.000000 Penalty: 6191.080566 Iteration 8F: 3 clusters Score -2.387431e+07 nChanged 14035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255997 members Mstep: Class 2 contains 7558 members Entering Unmasked Estep Score: -23888530.000000 Penalty: 6191.080566 Iteration 9F: 3 clusters Score -2.388853e+07 nChanged 5517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261514 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -23893896.000000 Penalty: 6191.080566 Iteration 10Q: 3 clusters Score -2.38939e+07 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262916 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -23895210.000000 Penalty: 6191.080566 Iteration 11Q: 3 clusters Score -2.389521e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263223 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -23895518.000000 Penalty: 6191.080566 Iteration 12Q: 3 clusters Score -2.389552e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263286 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -23895672.000000 Penalty: 6191.080566 Iteration 13Q: 3 clusters Score -2.389567e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263317 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -23895746.000000 Penalty: 6191.080566 Iteration 14Q: 3 clusters Score -2.389575e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263328 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -23895802.000000 Penalty: 6191.080566 Iteration 15Q: 3 clusters Score -2.38958e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263337 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -23895836.000000 Penalty: 6191.080566 Iteration 16Q: 3 clusters Score -2.389584e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263341 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -23895850.000000 Penalty: 6191.080566 Iteration 17Q: 3 clusters Score -2.389585e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263348 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -23895862.000000 Penalty: 6191.080566 Iteration 18Q: 3 clusters Score -2.389586e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263352 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -23895868.000000 Penalty: 6191.080566 Iteration 19Q: 3 clusters Score -2.389587e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263350 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -23895882.000000 Penalty: 6191.080566 Iteration 20F: 3 clusters Score -2.389588e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263349 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -23895880.000000 Penalty: 6191.080566 Iteration 21Q: 3 clusters Score -2.389588e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263349 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -23895880.000000 Penalty: 6191.080566 Iteration 22F: 3 clusters Score -2.389588e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Entering Unmasked Estep Score: -109414.968750 Penalty: 1783.661133 Iteration 0F: 2 clusters Score -109415 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -107293.117188 Penalty: 3567.322266 Iteration 0F: 3 clusters Score -107293.1 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -107861.031250 Penalty: 3567.322266 Iteration 1F: 3 clusters Score -107861 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -108119.726562 Penalty: 3567.322266 Iteration 2F: 3 clusters Score -108119.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -108341.992188 Penalty: 3567.322266 Iteration 3F: 3 clusters Score -108342 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -108523.039062 Penalty: 3567.322266 Iteration 4F: 3 clusters Score -108523 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -108621.929688 Penalty: 3567.322266 Iteration 5Q: 3 clusters Score -108621.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -108814.679688 Penalty: 3567.322266 Iteration 6Q: 3 clusters Score -108814.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -109038.273438 Penalty: 3567.322266 Iteration 7Q: 3 clusters Score -109038.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -109280.101562 Penalty: 3567.322266 Iteration 8Q: 3 clusters Score -109280.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -109460.875000 Penalty: 3567.322266 Iteration 9Q: 3 clusters Score -109460.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -109625.875000 Penalty: 3567.322266 Iteration 10Q: 3 clusters Score -109625.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -109859.367188 Penalty: 3567.322266 Iteration 11Q: 3 clusters Score -109859.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -109889.195312 Penalty: 3567.322266 Iteration 12Q: 3 clusters Score -109889.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -109890.265625 Penalty: 3567.322266 Iteration 13Q: 3 clusters Score -109890.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -109896.507812 Penalty: 3567.322266 Iteration 14Q: 3 clusters Score -109896.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -109896.507812 Penalty: 3567.322266 Iteration 15F: 3 clusters Score -109896.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 1946 members Mstep: Class 3 contains 263555 members Mstep: Class 4 contains 634 members Mstep: Class 5 contains 6176 members Mstep: Class 6 contains 1308 members Mstep: Class 7 contains 1865 members Mstep: Class 8 contains 9452 members Mstep: Class 9 contains 6792 members Mstep: Class 10 contains 385 members Mstep: Class 11 contains 11993 members Mstep: Class 12 contains 32989 members Mstep: Class 13 contains 67923 members Mstep: Class 14 contains 4231 members Mstep: Class 15 contains 10276 members Mstep: Class 16 contains 10995 members Mstep: Class 17 contains 309375 members Mstep: Class 18 contains 7644 members Mstep: Class 19 contains 8825 members Mstep: Class 20 contains 5567 members Mstep: Class 21 contains 695 members Entering Unmasked Estep Score: -68888808.000000 Penalty: 70623.078125 Splitting cluster 4 changes total score from -68889904.000000 to -68888808.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (6176 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6176 members Entering Unmasked Estep Score: -507884.093750 Penalty: 2164.649658 Iteration 0F: 2 clusters Score -507884.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -502592.656250 Penalty: 4329.299316 Iteration 0F: 3 clusters Score -502592.7 nChanged 2443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -503932.687500 Penalty: 4329.299316 Iteration 1F: 3 clusters Score -503932.7 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -504210.468750 Penalty: 4329.299316 Iteration 2F: 3 clusters Score -504210.5 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -504424.125000 Penalty: 4329.299316 Iteration 3F: 3 clusters Score -504424.1 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -504587.781250 Penalty: 4329.299316 Iteration 4Q: 3 clusters Score -504587.8 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -504777.312500 Penalty: 4329.299316 Iteration 5Q: 3 clusters Score -504777.3 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -504980.937500 Penalty: 4329.299316 Iteration 6Q: 3 clusters Score -504980.9 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -505203.406250 Penalty: 4329.299316 Iteration 7Q: 3 clusters Score -505203.4 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -505421.437500 Penalty: 4329.299316 Iteration 8Q: 3 clusters Score -505421.4 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -505615.343750 Penalty: 4329.299316 Iteration 9Q: 3 clusters Score -505615.3 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -505794.500000 Penalty: 4329.299316 Iteration 10Q: 3 clusters Score -505794.5 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -505929.562500 Penalty: 4329.299316 Iteration 11Q: 3 clusters Score -505929.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -506015.343750 Penalty: 4329.299316 Iteration 12Q: 3 clusters Score -506015.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -506079.437500 Penalty: 4329.299316 Iteration 13Q: 3 clusters Score -506079.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -506129.437500 Penalty: 4329.299316 Iteration 14Q: 3 clusters Score -506129.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -506173.218750 Penalty: 4329.299316 Iteration 15Q: 3 clusters Score -506173.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -506209.906250 Penalty: 4329.299316 Iteration 16Q: 3 clusters Score -506209.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -506247.531250 Penalty: 4329.299316 Iteration 17Q: 3 clusters Score -506247.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -506277.968750 Penalty: 4329.299316 Iteration 18Q: 3 clusters Score -506278 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -506312.562500 Penalty: 4329.299316 Iteration 19Q: 3 clusters Score -506312.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -506337.312500 Penalty: 4329.299316 Iteration 20F: 3 clusters Score -506337.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -506357.281250 Penalty: 4329.299316 Iteration 21Q: 3 clusters Score -506357.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -506382.562500 Penalty: 4329.299316 Iteration 22Q: 3 clusters Score -506382.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -506403.093750 Penalty: 4329.299316 Iteration 23Q: 3 clusters Score -506403.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -506419.500000 Penalty: 4329.299316 Iteration 24Q: 3 clusters Score -506419.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -506432.156250 Penalty: 4329.299316 Iteration 25Q: 3 clusters Score -506432.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -506447.937500 Penalty: 4329.299316 Iteration 26Q: 3 clusters Score -506447.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -506461.718750 Penalty: 4329.299316 Iteration 27Q: 3 clusters Score -506461.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -506475.937500 Penalty: 4329.299316 Iteration 28Q: 3 clusters Score -506475.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -506489.218750 Penalty: 4329.299316 Iteration 29Q: 3 clusters Score -506489.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -506497.875000 Penalty: 4329.299316 Iteration 30Q: 3 clusters Score -506497.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -506505.000000 Penalty: 4329.299316 Iteration 31Q: 3 clusters Score -506505 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -506509.593750 Penalty: 4329.299316 Iteration 32Q: 3 clusters Score -506509.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -506516.031250 Penalty: 4329.299316 Iteration 33Q: 3 clusters Score -506516 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -506521.437500 Penalty: 4329.299316 Iteration 34Q: 3 clusters Score -506521.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -506524.812500 Penalty: 4329.299316 Iteration 35Q: 3 clusters Score -506524.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -506528.093750 Penalty: 4329.299316 Iteration 36Q: 3 clusters Score -506528.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -506529.625000 Penalty: 4329.299316 Iteration 37Q: 3 clusters Score -506529.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -506534.875000 Penalty: 4329.299316 Iteration 38Q: 3 clusters Score -506534.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -506539.562500 Penalty: 4329.299316 Iteration 39Q: 3 clusters Score -506539.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -506547.156250 Penalty: 4329.299316 Iteration 40F: 3 clusters Score -506547.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -506555.437500 Penalty: 4329.299316 Iteration 41Q: 3 clusters Score -506555.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -506560.437500 Penalty: 4329.299316 Iteration 42Q: 3 clusters Score -506560.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -506564.843750 Penalty: 4329.299316 Iteration 43Q: 3 clusters Score -506564.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -506568.562500 Penalty: 4329.299316 Iteration 44Q: 3 clusters Score -506568.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -506572.468750 Penalty: 4329.299316 Iteration 45Q: 3 clusters Score -506572.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -506580.281250 Penalty: 4329.299316 Iteration 46Q: 3 clusters Score -506580.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -506585.031250 Penalty: 4329.299316 Iteration 47Q: 3 clusters Score -506585 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -506587.093750 Penalty: 4329.299316 Iteration 48Q: 3 clusters Score -506587.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -506588.656250 Penalty: 4329.299316 Iteration 49Q: 3 clusters Score -506588.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -506589.562500 Penalty: 4329.299316 Iteration 50Q: 3 clusters Score -506589.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -506594.812500 Penalty: 4329.299316 Iteration 51Q: 3 clusters Score -506594.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -506594.250000 Penalty: 4329.299316 Iteration 52Q: 3 clusters Score -506594.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -506594.750000 Penalty: 4329.299316 Iteration 53Q: 3 clusters Score -506594.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -506594.750000 Penalty: 4329.299316 Iteration 54F: 3 clusters Score -506594.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1308 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Entering Unmasked Estep Score: -108238.320312 Penalty: 1779.711182 Iteration 0F: 2 clusters Score -108238.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -106135.953125 Penalty: 3559.422363 Iteration 0F: 3 clusters Score -106136 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -106568.875000 Penalty: 3559.422363 Iteration 1F: 3 clusters Score -106568.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -106722.718750 Penalty: 3559.422363 Iteration 2F: 3 clusters Score -106722.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -106859.468750 Penalty: 3559.422363 Iteration 3Q: 3 clusters Score -106859.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -106999.070312 Penalty: 3559.422363 Iteration 4F: 3 clusters Score -106999.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -107107.601562 Penalty: 3559.422363 Iteration 5Q: 3 clusters Score -107107.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -107167.367188 Penalty: 3559.422363 Iteration 6Q: 3 clusters Score -107167.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -107211.992188 Penalty: 3559.422363 Iteration 7Q: 3 clusters Score -107212 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -107234.601562 Penalty: 3559.422363 Iteration 8Q: 3 clusters Score -107234.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -107259.703125 Penalty: 3559.422363 Iteration 9Q: 3 clusters Score -107259.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -107276.437500 Penalty: 3559.422363 Iteration 10Q: 3 clusters Score -107276.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -107286.640625 Penalty: 3559.422363 Iteration 11Q: 3 clusters Score -107286.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -107296.515625 Penalty: 3559.422363 Iteration 12Q: 3 clusters Score -107296.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -107303.312500 Penalty: 3559.422363 Iteration 13Q: 3 clusters Score -107303.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -107311.140625 Penalty: 3559.422363 Iteration 14Q: 3 clusters Score -107311.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -107318.195312 Penalty: 3559.422363 Iteration 15Q: 3 clusters Score -107318.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -107325.976562 Penalty: 3559.422363 Iteration 16Q: 3 clusters Score -107326 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -107340.492188 Penalty: 3559.422363 Iteration 17Q: 3 clusters Score -107340.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -107357.398438 Penalty: 3559.422363 Iteration 18Q: 3 clusters Score -107357.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -107370.390625 Penalty: 3559.422363 Iteration 19Q: 3 clusters Score -107370.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -107381.015625 Penalty: 3559.422363 Iteration 20F: 3 clusters Score -107381 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -107399.250000 Penalty: 3559.422363 Iteration 21Q: 3 clusters Score -107399.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -107425.171875 Penalty: 3559.422363 Iteration 22Q: 3 clusters Score -107425.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -107454.140625 Penalty: 3559.422363 Iteration 23Q: 3 clusters Score -107454.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -107486.273438 Penalty: 3559.422363 Iteration 24Q: 3 clusters Score -107486.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -107549.734375 Penalty: 3559.422363 Iteration 25Q: 3 clusters Score -107549.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -107691.921875 Penalty: 3559.422363 Iteration 26Q: 3 clusters Score -107691.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -107960.750000 Penalty: 3559.422363 Iteration 27Q: 3 clusters Score -107960.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -108237.789062 Penalty: 3559.422363 Iteration 28Q: 3 clusters Score -108237.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -108260.679688 Penalty: 3559.422363 Iteration 29Q: 3 clusters Score -108260.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -108270.781250 Penalty: 3559.422363 Iteration 30Q: 3 clusters Score -108270.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -108277.257812 Penalty: 3559.422363 Iteration 31Q: 3 clusters Score -108277.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -108287.460938 Penalty: 3559.422363 Iteration 32Q: 3 clusters Score -108287.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -108301.156250 Penalty: 3559.422363 Iteration 33Q: 3 clusters Score -108301.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -108304.210938 Penalty: 3559.422363 Iteration 34Q: 3 clusters Score -108304.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -108304.210938 Penalty: 3559.422363 Iteration 35F: 3 clusters Score -108304.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 1946 members Mstep: Class 3 contains 263555 members Mstep: Class 4 contains 1329 members Mstep: Class 5 contains 6176 members Mstep: Class 6 contains 811 members Mstep: Class 7 contains 1865 members Mstep: Class 8 contains 9452 members Mstep: Class 9 contains 6792 members Mstep: Class 10 contains 385 members Mstep: Class 11 contains 11993 members Mstep: Class 12 contains 32989 members Mstep: Class 13 contains 67923 members Mstep: Class 14 contains 4231 members Mstep: Class 15 contains 10276 members Mstep: Class 16 contains 10995 members Mstep: Class 17 contains 309375 members Mstep: Class 18 contains 7644 members Mstep: Class 19 contains 8825 members Mstep: Class 20 contains 5567 members Mstep: Class 21 contains 497 members Entering Unmasked Estep Score: -68888360.000000 Penalty: 70623.078125 Splitting cluster 6 changes total score from -68889904.000000 to -68888360.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (1865 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Entering Unmasked Estep Score: -158477.437500 Penalty: 1867.692017 Iteration 0F: 2 clusters Score -158477.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -155972.531250 Penalty: 3735.384033 Iteration 0F: 3 clusters Score -155972.5 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -156447.171875 Penalty: 3735.384033 Iteration 1F: 3 clusters Score -156447.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -156566.937500 Penalty: 3735.384033 Iteration 2F: 3 clusters Score -156566.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -156628.390625 Penalty: 3735.384033 Iteration 3Q: 3 clusters Score -156628.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -156671.296875 Penalty: 3735.384033 Iteration 4Q: 3 clusters Score -156671.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -156695.953125 Penalty: 3735.384033 Iteration 5Q: 3 clusters Score -156696 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -156719.000000 Penalty: 3735.384033 Iteration 6Q: 3 clusters Score -156719 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -156737.859375 Penalty: 3735.384033 Iteration 7Q: 3 clusters Score -156737.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -156752.500000 Penalty: 3735.384033 Iteration 8Q: 3 clusters Score -156752.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -156762.468750 Penalty: 3735.384033 Iteration 9Q: 3 clusters Score -156762.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -156774.046875 Penalty: 3735.384033 Iteration 10Q: 3 clusters Score -156774 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -156779.625000 Penalty: 3735.384033 Iteration 11Q: 3 clusters Score -156779.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -156785.734375 Penalty: 3735.384033 Iteration 12Q: 3 clusters Score -156785.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -156789.546875 Penalty: 3735.384033 Iteration 13Q: 3 clusters Score -156789.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -156792.906250 Penalty: 3735.384033 Iteration 14Q: 3 clusters Score -156792.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -156796.984375 Penalty: 3735.384033 Iteration 15Q: 3 clusters Score -156797 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -156799.718750 Penalty: 3735.384033 Iteration 16Q: 3 clusters Score -156799.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -156801.562500 Penalty: 3735.384033 Iteration 17Q: 3 clusters Score -156801.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -156802.468750 Penalty: 3735.384033 Iteration 18Q: 3 clusters Score -156802.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -156803.531250 Penalty: 3735.384033 Iteration 19Q: 3 clusters Score -156803.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -156806.406250 Penalty: 3735.384033 Iteration 20F: 3 clusters Score -156806.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -156807.359375 Penalty: 3735.384033 Iteration 21Q: 3 clusters Score -156807.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -156807.906250 Penalty: 3735.384033 Iteration 22Q: 3 clusters Score -156807.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -156807.906250 Penalty: 3735.384033 Iteration 23F: 3 clusters Score -156807.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (9452 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9452 members Entering Unmasked Estep Score: -783978.250000 Penalty: 2270.187256 Iteration 0F: 2 clusters Score -783978.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -776708.562500 Penalty: 4540.374512 Iteration 0F: 3 clusters Score -776708.6 nChanged 3850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -778786.250000 Penalty: 4540.374512 Iteration 1F: 3 clusters Score -778786.2 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -779078.375000 Penalty: 4540.374512 Iteration 2F: 3 clusters Score -779078.4 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -779294.437500 Penalty: 4540.374512 Iteration 3F: 3 clusters Score -779294.4 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -779487.250000 Penalty: 4540.374512 Iteration 4Q: 3 clusters Score -779487.2 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -779677.062500 Penalty: 4540.374512 Iteration 5Q: 3 clusters Score -779677.1 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -779853.125000 Penalty: 4540.374512 Iteration 6Q: 3 clusters Score -779853.1 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -780032.125000 Penalty: 4540.374512 Iteration 7Q: 3 clusters Score -780032.1 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -780216.250000 Penalty: 4540.374512 Iteration 8Q: 3 clusters Score -780216.2 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -780369.375000 Penalty: 4540.374512 Iteration 9Q: 3 clusters Score -780369.4 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -780506.875000 Penalty: 4540.374512 Iteration 10Q: 3 clusters Score -780506.9 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -780653.375000 Penalty: 4540.374512 Iteration 11Q: 3 clusters Score -780653.4 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 5844 members Entering Unmasked Estep Score: -780816.625000 Penalty: 4540.374512 Iteration 12Q: 3 clusters Score -780816.6 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -780983.000000 Penalty: 4540.374512 Iteration 13Q: 3 clusters Score -780983 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 6175 members Entering Unmasked Estep Score: -781158.687500 Penalty: 4540.374512 Iteration 14Q: 3 clusters Score -781158.7 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -781323.562500 Penalty: 4540.374512 Iteration 15Q: 3 clusters Score -781323.6 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -781460.062500 Penalty: 4540.374512 Iteration 16Q: 3 clusters Score -781460.1 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 6571 members Entering Unmasked Estep Score: -781577.062500 Penalty: 4540.374512 Iteration 17Q: 3 clusters Score -781577.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -781676.312500 Penalty: 4540.374512 Iteration 18Q: 3 clusters Score -781676.3 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 6751 members Entering Unmasked Estep Score: -781754.812500 Penalty: 4540.374512 Iteration 19Q: 3 clusters Score -781754.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 6832 members Entering Unmasked Estep Score: -781831.250000 Penalty: 4540.374512 Iteration 20F: 3 clusters Score -781831.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 6905 members Entering Unmasked Estep Score: -781898.687500 Penalty: 4540.374512 Iteration 21Q: 3 clusters Score -781898.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 6968 members Entering Unmasked Estep Score: -781935.875000 Penalty: 4540.374512 Iteration 22Q: 3 clusters Score -781935.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 7024 members Entering Unmasked Estep Score: -781973.500000 Penalty: 4540.374512 Iteration 23Q: 3 clusters Score -781973.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 7068 members Entering Unmasked Estep Score: -782003.250000 Penalty: 4540.374512 Iteration 24Q: 3 clusters Score -782003.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -782034.250000 Penalty: 4540.374512 Iteration 25Q: 3 clusters Score -782034.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -782061.312500 Penalty: 4540.374512 Iteration 26Q: 3 clusters Score -782061.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -782083.375000 Penalty: 4540.374512 Iteration 27Q: 3 clusters Score -782083.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 7156 members Entering Unmasked Estep Score: -782103.000000 Penalty: 4540.374512 Iteration 28Q: 3 clusters Score -782103 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -782116.875000 Penalty: 4540.374512 Iteration 29Q: 3 clusters Score -782116.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 7195 members Entering Unmasked Estep Score: -782127.500000 Penalty: 4540.374512 Iteration 30Q: 3 clusters Score -782127.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 7205 members Entering Unmasked Estep Score: -782138.062500 Penalty: 4540.374512 Iteration 31Q: 3 clusters Score -782138.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 7224 members Entering Unmasked Estep Score: -782146.812500 Penalty: 4540.374512 Iteration 32Q: 3 clusters Score -782146.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 7243 members Entering Unmasked Estep Score: -782152.875000 Penalty: 4540.374512 Iteration 33Q: 3 clusters Score -782152.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -782156.500000 Penalty: 4540.374512 Iteration 34Q: 3 clusters Score -782156.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -782158.500000 Penalty: 4540.374512 Iteration 35Q: 3 clusters Score -782158.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 7273 members Entering Unmasked Estep Score: -782165.437500 Penalty: 4540.374512 Iteration 36Q: 3 clusters Score -782165.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 7287 members Entering Unmasked Estep Score: -782172.375000 Penalty: 4540.374512 Iteration 37Q: 3 clusters Score -782172.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 7299 members Entering Unmasked Estep Score: -782176.500000 Penalty: 4540.374512 Iteration 38Q: 3 clusters Score -782176.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 7307 members Entering Unmasked Estep Score: -782176.062500 Penalty: 4540.374512 Iteration 39Q: 3 clusters Score -782176.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 7311 members Entering Unmasked Estep Score: -782179.375000 Penalty: 4540.374512 Iteration 40F: 3 clusters Score -782179.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 7315 members Entering Unmasked Estep Score: -782181.250000 Penalty: 4540.374512 Iteration 41Q: 3 clusters Score -782181.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 7319 members Entering Unmasked Estep Score: -782179.812500 Penalty: 4540.374512 Iteration 42Q: 3 clusters Score -782179.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 7319 members Entering Unmasked Estep Score: -782180.625000 Penalty: 4540.374512 Iteration 43Q: 3 clusters Score -782180.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 7322 members Entering Unmasked Estep Score: -782180.937500 Penalty: 4540.374512 Iteration 44Q: 3 clusters Score -782180.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 7327 members Entering Unmasked Estep Score: -782183.875000 Penalty: 4540.374512 Iteration 45Q: 3 clusters Score -782183.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 7327 members Entering Unmasked Estep Score: -782183.187500 Penalty: 4540.374512 Iteration 46Q: 3 clusters Score -782183.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 7327 members Entering Unmasked Estep Score: -782184.875000 Penalty: 4540.374512 Iteration 47Q: 3 clusters Score -782184.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 7328 members Entering Unmasked Estep Score: -782185.062500 Penalty: 4540.374512 Iteration 48Q: 3 clusters Score -782185.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -782184.625000 Penalty: 4540.374512 Iteration 49Q: 3 clusters Score -782184.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 7333 members Entering Unmasked Estep Score: -782184.500000 Penalty: 4540.374512 Iteration 50Q: 3 clusters Score -782184.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -782185.875000 Penalty: 4540.374512 Iteration 51Q: 3 clusters Score -782185.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 7342 members Entering Unmasked Estep Score: -782185.750000 Penalty: 4540.374512 Iteration 52Q: 3 clusters Score -782185.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -782187.312500 Penalty: 4540.374512 Iteration 53Q: 3 clusters Score -782187.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 7351 members Entering Unmasked Estep Score: -782189.062500 Penalty: 4540.374512 Iteration 54Q: 3 clusters Score -782189.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 7358 members Entering Unmasked Estep Score: -782187.125000 Penalty: 4540.374512 Iteration 55Q: 3 clusters Score -782187.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 7366 members Entering Unmasked Estep Score: -782190.687500 Penalty: 4540.374512 Iteration 56Q: 3 clusters Score -782190.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 7372 members Entering Unmasked Estep Score: -782190.687500 Penalty: 4540.374512 Iteration 57Q: 3 clusters Score -782190.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 7375 members Entering Unmasked Estep Score: -782191.062500 Penalty: 4540.374512 Iteration 58Q: 3 clusters Score -782191.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 7381 members Entering Unmasked Estep Score: -782192.437500 Penalty: 4540.374512 Iteration 59Q: 3 clusters Score -782192.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -782194.625000 Penalty: 4540.374512 Iteration 60F: 3 clusters Score -782194.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 7398 members Entering Unmasked Estep Score: -782198.062500 Penalty: 4540.374512 Iteration 61Q: 3 clusters Score -782198.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 7402 members Entering Unmasked Estep Score: -782198.937500 Penalty: 4540.374512 Iteration 62Q: 3 clusters Score -782198.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -782199.312500 Penalty: 4540.374512 Iteration 63Q: 3 clusters Score -782199.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -782198.937500 Penalty: 4540.374512 Iteration 64Q: 3 clusters Score -782198.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -782199.812500 Penalty: 4540.374512 Iteration 65Q: 3 clusters Score -782199.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 7421 members Entering Unmasked Estep Score: -782202.312500 Penalty: 4540.374512 Iteration 66Q: 3 clusters Score -782202.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -782205.000000 Penalty: 4540.374512 Iteration 67Q: 3 clusters Score -782205 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 7438 members Entering Unmasked Estep Score: -782209.312500 Penalty: 4540.374512 Iteration 68Q: 3 clusters Score -782209.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 7445 members Entering Unmasked Estep Score: -782208.875000 Penalty: 4540.374512 Iteration 69Q: 3 clusters Score -782208.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -782210.375000 Penalty: 4540.374512 Iteration 70Q: 3 clusters Score -782210.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 7450 members Entering Unmasked Estep Score: -782211.812500 Penalty: 4540.374512 Iteration 71Q: 3 clusters Score -782211.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 7451 members Entering Unmasked Estep Score: -782210.812500 Penalty: 4540.374512 Iteration 72Q: 3 clusters Score -782210.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 7450 members Entering Unmasked Estep Score: -782210.625000 Penalty: 4540.374512 Iteration 73Q: 3 clusters Score -782210.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 7450 members Entering Unmasked Estep Score: -782210.625000 Penalty: 4540.374512 Iteration 74F: 3 clusters Score -782210.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (6792 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Entering Unmasked Estep Score: -624461.250000 Penalty: 2188.228271 Iteration 0F: 2 clusters Score -624461.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -618830.625000 Penalty: 4376.456543 Iteration 0F: 3 clusters Score -618830.6 nChanged 2676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -620333.312500 Penalty: 4376.456543 Iteration 1F: 3 clusters Score -620333.3 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -620597.875000 Penalty: 4376.456543 Iteration 2F: 3 clusters Score -620597.9 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -620763.000000 Penalty: 4376.456543 Iteration 3F: 3 clusters Score -620763 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -620874.000000 Penalty: 4376.456543 Iteration 4Q: 3 clusters Score -620874 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -620937.062500 Penalty: 4376.456543 Iteration 5Q: 3 clusters Score -620937.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -620987.875000 Penalty: 4376.456543 Iteration 6Q: 3 clusters Score -620987.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -621028.250000 Penalty: 4376.456543 Iteration 7Q: 3 clusters Score -621028.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -621057.625000 Penalty: 4376.456543 Iteration 8Q: 3 clusters Score -621057.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -621077.437500 Penalty: 4376.456543 Iteration 9Q: 3 clusters Score -621077.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -621094.875000 Penalty: 4376.456543 Iteration 10Q: 3 clusters Score -621094.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -621110.437500 Penalty: 4376.456543 Iteration 11Q: 3 clusters Score -621110.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -621127.125000 Penalty: 4376.456543 Iteration 12Q: 3 clusters Score -621127.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -621142.250000 Penalty: 4376.456543 Iteration 13Q: 3 clusters Score -621142.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -621158.437500 Penalty: 4376.456543 Iteration 14Q: 3 clusters Score -621158.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -621175.937500 Penalty: 4376.456543 Iteration 15Q: 3 clusters Score -621175.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -621198.062500 Penalty: 4376.456543 Iteration 16Q: 3 clusters Score -621198.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -621219.625000 Penalty: 4376.456543 Iteration 17Q: 3 clusters Score -621219.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -621241.312500 Penalty: 4376.456543 Iteration 18Q: 3 clusters Score -621241.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -621262.375000 Penalty: 4376.456543 Iteration 19Q: 3 clusters Score -621262.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -621285.375000 Penalty: 4376.456543 Iteration 20F: 3 clusters Score -621285.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -621312.750000 Penalty: 4376.456543 Iteration 21Q: 3 clusters Score -621312.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -621349.437500 Penalty: 4376.456543 Iteration 22Q: 3 clusters Score -621349.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -621404.500000 Penalty: 4376.456543 Iteration 23Q: 3 clusters Score -621404.5 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -621488.125000 Penalty: 4376.456543 Iteration 24Q: 3 clusters Score -621488.1 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -621633.250000 Penalty: 4376.456543 Iteration 25Q: 3 clusters Score -621633.2 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -621815.000000 Penalty: 4376.456543 Iteration 26Q: 3 clusters Score -621815 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 5096 members Entering Unmasked Estep Score: -622068.375000 Penalty: 4376.456543 Iteration 27Q: 3 clusters Score -622068.4 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 5335 members Entering Unmasked Estep Score: -622396.937500 Penalty: 4376.456543 Iteration 28Q: 3 clusters Score -622396.9 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -622670.875000 Penalty: 4376.456543 Iteration 29Q: 3 clusters Score -622670.9 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -622881.500000 Penalty: 4376.456543 Iteration 30Q: 3 clusters Score -622881.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -623021.625000 Penalty: 4376.456543 Iteration 31Q: 3 clusters Score -623021.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -623152.375000 Penalty: 4376.456543 Iteration 32Q: 3 clusters Score -623152.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -623207.000000 Penalty: 4376.456543 Iteration 33Q: 3 clusters Score -623207 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -623249.562500 Penalty: 4376.456543 Iteration 34Q: 3 clusters Score -623249.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 5955 members Entering Unmasked Estep Score: -623280.312500 Penalty: 4376.456543 Iteration 35Q: 3 clusters Score -623280.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -623295.375000 Penalty: 4376.456543 Iteration 36Q: 3 clusters Score -623295.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 5989 members Entering Unmasked Estep Score: -623306.500000 Penalty: 4376.456543 Iteration 37Q: 3 clusters Score -623306.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 6003 members Entering Unmasked Estep Score: -623313.375000 Penalty: 4376.456543 Iteration 38Q: 3 clusters Score -623313.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -623314.625000 Penalty: 4376.456543 Iteration 39Q: 3 clusters Score -623314.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -623372.375000 Penalty: 4376.456543 Iteration 40F: 3 clusters Score -623372.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -623397.437500 Penalty: 4376.456543 Iteration 41Q: 3 clusters Score -623397.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 5997 members Entering Unmasked Estep Score: -623409.562500 Penalty: 4376.456543 Iteration 42Q: 3 clusters Score -623409.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -623414.375000 Penalty: 4376.456543 Iteration 43Q: 3 clusters Score -623414.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 5997 members Entering Unmasked Estep Score: -623415.062500 Penalty: 4376.456543 Iteration 44Q: 3 clusters Score -623415.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -623416.125000 Penalty: 4376.456543 Iteration 45Q: 3 clusters Score -623416.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -623416.125000 Penalty: 4376.456543 Iteration 46F: 3 clusters Score -623416.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Entering Unmasked Estep Score: -24561.093750 Penalty: 1476.404297 Iteration 0F: 2 clusters Score -24561.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -23240.837891 Penalty: 2952.808594 Iteration 0F: 3 clusters Score -23240.84 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -23482.324219 Penalty: 2952.808594 Iteration 1F: 3 clusters Score -23482.32 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -23717.679688 Penalty: 2952.808594 Iteration 2F: 3 clusters Score -23717.68 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -23901.302734 Penalty: 2952.808594 Iteration 3F: 3 clusters Score -23901.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -24100.386719 Penalty: 2952.808594 Iteration 4F: 3 clusters Score -24100.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -24177.441406 Penalty: 2952.808594 Iteration 5Q: 3 clusters Score -24177.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -24234.089844 Penalty: 2952.808594 Iteration 6Q: 3 clusters Score -24234.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -24258.460938 Penalty: 2952.808594 Iteration 7Q: 3 clusters Score -24258.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -24293.404297 Penalty: 2952.808594 Iteration 8Q: 3 clusters Score -24293.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -24304.982422 Penalty: 2952.808594 Iteration 9Q: 3 clusters Score -24304.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -24361.201172 Penalty: 2952.808594 Iteration 10Q: 3 clusters Score -24361.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -24367.048828 Penalty: 2952.808594 Iteration 11Q: 3 clusters Score -24367.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -24390.787109 Penalty: 2952.808594 Iteration 12Q: 3 clusters Score -24390.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -24390.833984 Penalty: 2952.808594 Iteration 13F: 3 clusters Score -24390.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -24418.392578 Penalty: 2952.808594 Iteration 14Q: 3 clusters Score -24418.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -24428.589844 Penalty: 2952.808594 Iteration 15F: 3 clusters Score -24428.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -24473.851562 Penalty: 2952.808594 Iteration 16Q: 3 clusters Score -24473.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -24496.750000 Penalty: 2952.808594 Iteration 17Q: 3 clusters Score -24496.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -24496.750000 Penalty: 2952.808594 Iteration 18F: 3 clusters Score -24496.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (11993 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11993 members Entering Unmasked Estep Score: -1102892.500000 Penalty: 2329.235352 Iteration 0F: 2 clusters Score -1102892 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -1093965.625000 Penalty: 4658.470703 Iteration 0F: 3 clusters Score -1093966 nChanged 5099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5829 members Mstep: Class 2 contains 6164 members Entering Unmasked Estep Score: -1096656.000000 Penalty: 4658.470703 Iteration 1F: 3 clusters Score -1096656 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5742 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -1096922.250000 Penalty: 4658.470703 Iteration 2F: 3 clusters Score -1096922 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 6333 members Entering Unmasked Estep Score: -1097101.250000 Penalty: 4658.470703 Iteration 3Q: 3 clusters Score -1097101 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -1097236.875000 Penalty: 4658.470703 Iteration 4Q: 3 clusters Score -1097237 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 6535 members Entering Unmasked Estep Score: -1097356.625000 Penalty: 4658.470703 Iteration 5Q: 3 clusters Score -1097357 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 6644 members Entering Unmasked Estep Score: -1097464.375000 Penalty: 4658.470703 Iteration 6Q: 3 clusters Score -1097464 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -1097570.125000 Penalty: 4658.470703 Iteration 7Q: 3 clusters Score -1097570 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 6904 members Entering Unmasked Estep Score: -1097653.750000 Penalty: 4658.470703 Iteration 8Q: 3 clusters Score -1097654 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4935 members Mstep: Class 2 contains 7058 members Entering Unmasked Estep Score: -1097735.625000 Penalty: 4658.470703 Iteration 9Q: 3 clusters Score -1097736 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 7216 members Entering Unmasked Estep Score: -1097832.500000 Penalty: 4658.470703 Iteration 10Q: 3 clusters Score -1097832 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 7398 members Entering Unmasked Estep Score: -1097934.250000 Penalty: 4658.470703 Iteration 11Q: 3 clusters Score -1097934 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -1098046.250000 Penalty: 4658.470703 Iteration 12Q: 3 clusters Score -1098046 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 7872 members Entering Unmasked Estep Score: -1098182.500000 Penalty: 4658.470703 Iteration 13Q: 3 clusters Score -1098182 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 8189 members Entering Unmasked Estep Score: -1098356.625000 Penalty: 4658.470703 Iteration 14Q: 3 clusters Score -1098357 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 8540 members Entering Unmasked Estep Score: -1098543.875000 Penalty: 4658.470703 Iteration 15Q: 3 clusters Score -1098544 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 8910 members Entering Unmasked Estep Score: -1098773.750000 Penalty: 4658.470703 Iteration 16Q: 3 clusters Score -1098774 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 9332 members Entering Unmasked Estep Score: -1099068.000000 Penalty: 4658.470703 Iteration 17Q: 3 clusters Score -1099068 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 9748 members Entering Unmasked Estep Score: -1099368.375000 Penalty: 4658.470703 Iteration 18Q: 3 clusters Score -1099368 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 10142 members Entering Unmasked Estep Score: -1099659.500000 Penalty: 4658.470703 Iteration 19Q: 3 clusters Score -1099660 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 10455 members Entering Unmasked Estep Score: -1099888.875000 Penalty: 4658.470703 Iteration 20F: 3 clusters Score -1099889 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 10719 members Entering Unmasked Estep Score: -1100076.750000 Penalty: 4658.470703 Iteration 21Q: 3 clusters Score -1100077 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 10933 members Entering Unmasked Estep Score: -1100241.125000 Penalty: 4658.470703 Iteration 22Q: 3 clusters Score -1100241 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 11115 members Entering Unmasked Estep Score: -1100397.750000 Penalty: 4658.470703 Iteration 23Q: 3 clusters Score -1100398 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 11245 members Entering Unmasked Estep Score: -1100502.625000 Penalty: 4658.470703 Iteration 24Q: 3 clusters Score -1100503 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 11329 members Entering Unmasked Estep Score: -1100562.750000 Penalty: 4658.470703 Iteration 25Q: 3 clusters Score -1100563 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 11402 members Entering Unmasked Estep Score: -1100626.375000 Penalty: 4658.470703 Iteration 26Q: 3 clusters Score -1100626 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 11449 members Entering Unmasked Estep Score: -1100662.000000 Penalty: 4658.470703 Iteration 27Q: 3 clusters Score -1100662 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 11497 members Entering Unmasked Estep Score: -1100706.125000 Penalty: 4658.470703 Iteration 28Q: 3 clusters Score -1100706 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 11529 members Entering Unmasked Estep Score: -1100731.625000 Penalty: 4658.470703 Iteration 29Q: 3 clusters Score -1100732 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 11551 members Entering Unmasked Estep Score: -1100756.500000 Penalty: 4658.470703 Iteration 30Q: 3 clusters Score -1100756 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 11578 members Entering Unmasked Estep Score: -1100779.250000 Penalty: 4658.470703 Iteration 31Q: 3 clusters Score -1100779 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 11594 members Entering Unmasked Estep Score: -1100794.375000 Penalty: 4658.470703 Iteration 32Q: 3 clusters Score -1100794 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 11607 members Entering Unmasked Estep Score: -1100809.250000 Penalty: 4658.470703 Iteration 33Q: 3 clusters Score -1100809 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 11625 members Entering Unmasked Estep Score: -1100828.375000 Penalty: 4658.470703 Iteration 34Q: 3 clusters Score -1100828 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 11637 members Entering Unmasked Estep Score: -1100840.125000 Penalty: 4658.470703 Iteration 35Q: 3 clusters Score -1100840 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 11644 members Entering Unmasked Estep Score: -1100844.500000 Penalty: 4658.470703 Iteration 36Q: 3 clusters Score -1100844 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 11649 members Entering Unmasked Estep Score: -1100851.250000 Penalty: 4658.470703 Iteration 37Q: 3 clusters Score -1100851 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 11656 members Entering Unmasked Estep Score: -1100860.250000 Penalty: 4658.470703 Iteration 38Q: 3 clusters Score -1100860 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 11661 members Entering Unmasked Estep Score: -1100866.125000 Penalty: 4658.470703 Iteration 39Q: 3 clusters Score -1100866 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 11663 members Entering Unmasked Estep Score: -1100864.875000 Penalty: 4658.470703 Iteration 40F: 3 clusters Score -1100865 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 11665 members Entering Unmasked Estep Score: -1100864.250000 Penalty: 4658.470703 Iteration 41Q: 3 clusters Score -1100864 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 11667 members Entering Unmasked Estep Score: -1100867.125000 Penalty: 4658.470703 Iteration 42Q: 3 clusters Score -1100867 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 11670 members Entering Unmasked Estep Score: -1100869.750000 Penalty: 4658.470703 Iteration 43Q: 3 clusters Score -1100870 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 11670 members Entering Unmasked Estep Score: -1100869.750000 Penalty: 4658.470703 Iteration 44F: 3 clusters Score -1100870 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (32989 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32989 members Entering Unmasked Estep Score: -2922897.000000 Penalty: 2580.174561 Iteration 0F: 2 clusters Score -2922897 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16435 members Mstep: Class 2 contains 16554 members Entering Unmasked Estep Score: -2900328.750000 Penalty: 5160.349121 Iteration 0F: 3 clusters Score -2900329 nChanged 14967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15602 members Mstep: Class 2 contains 17387 members Entering Unmasked Estep Score: -2908490.250000 Penalty: 5160.349121 Iteration 1F: 3 clusters Score -2908490 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15103 members Mstep: Class 2 contains 17886 members Entering Unmasked Estep Score: -2908995.000000 Penalty: 5160.349121 Iteration 2Q: 3 clusters Score -2908995 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14457 members Mstep: Class 2 contains 18532 members Entering Unmasked Estep Score: -2909563.250000 Penalty: 5160.349121 Iteration 3Q: 3 clusters Score -2909563 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13493 members Mstep: Class 2 contains 19496 members Entering Unmasked Estep Score: -2910276.750000 Penalty: 5160.349121 Iteration 4Q: 3 clusters Score -2910277 nChanged 1834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12277 members Mstep: Class 2 contains 20712 members Entering Unmasked Estep Score: -2911222.250000 Penalty: 5160.349121 Iteration 5F: 3 clusters Score -2911222 nChanged 2035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10748 members Mstep: Class 2 contains 22241 members Entering Unmasked Estep Score: -2912415.750000 Penalty: 5160.349121 Iteration 6F: 3 clusters Score -2912416 nChanged 2108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8922 members Mstep: Class 2 contains 24067 members Entering Unmasked Estep Score: -2913852.000000 Penalty: 5160.349121 Iteration 7F: 3 clusters Score -2913852 nChanged 2161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6937 members Mstep: Class 2 contains 26052 members Entering Unmasked Estep Score: -2915460.250000 Penalty: 5160.349121 Iteration 8F: 3 clusters Score -2915460 nChanged 2012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 27990 members Entering Unmasked Estep Score: -2917114.000000 Penalty: 5160.349121 Iteration 9F: 3 clusters Score -2917114 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 29554 members Entering Unmasked Estep Score: -2918448.000000 Penalty: 5160.349121 Iteration 10Q: 3 clusters Score -2918448 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 30624 members Entering Unmasked Estep Score: -2919340.500000 Penalty: 5160.349121 Iteration 11Q: 3 clusters Score -2919340 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 31290 members Entering Unmasked Estep Score: -2919905.500000 Penalty: 5160.349121 Iteration 12Q: 3 clusters Score -2919906 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 31655 members Entering Unmasked Estep Score: -2920206.500000 Penalty: 5160.349121 Iteration 13Q: 3 clusters Score -2920206 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 31887 members Entering Unmasked Estep Score: -2920454.000000 Penalty: 5160.349121 Iteration 14Q: 3 clusters Score -2920454 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 32025 members Entering Unmasked Estep Score: -2920602.500000 Penalty: 5160.349121 Iteration 15Q: 3 clusters Score -2920602 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 32091 members Entering Unmasked Estep Score: -2920676.500000 Penalty: 5160.349121 Iteration 16Q: 3 clusters Score -2920676 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 32128 members Entering Unmasked Estep Score: -2920732.500000 Penalty: 5160.349121 Iteration 17Q: 3 clusters Score -2920732 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 32159 members Entering Unmasked Estep Score: -2920771.000000 Penalty: 5160.349121 Iteration 18Q: 3 clusters Score -2920771 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 32179 members Entering Unmasked Estep Score: -2920791.250000 Penalty: 5160.349121 Iteration 19Q: 3 clusters Score -2920791 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 32197 members Entering Unmasked Estep Score: -2920815.750000 Penalty: 5160.349121 Iteration 20F: 3 clusters Score -2920816 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 32213 members Entering Unmasked Estep Score: -2920830.500000 Penalty: 5160.349121 Iteration 21Q: 3 clusters Score -2920830 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 32227 members Entering Unmasked Estep Score: -2920844.000000 Penalty: 5160.349121 Iteration 22Q: 3 clusters Score -2920844 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 32230 members Entering Unmasked Estep Score: -2920856.500000 Penalty: 5160.349121 Iteration 23Q: 3 clusters Score -2920856 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 32237 members Entering Unmasked Estep Score: -2920859.750000 Penalty: 5160.349121 Iteration 24Q: 3 clusters Score -2920860 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 32243 members Entering Unmasked Estep Score: -2920865.750000 Penalty: 5160.349121 Iteration 25Q: 3 clusters Score -2920866 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 32246 members Entering Unmasked Estep Score: -2920867.250000 Penalty: 5160.349121 Iteration 26Q: 3 clusters Score -2920867 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 32250 members Entering Unmasked Estep Score: -2920872.000000 Penalty: 5160.349121 Iteration 27Q: 3 clusters Score -2920872 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 32251 members Entering Unmasked Estep Score: -2920876.750000 Penalty: 5160.349121 Iteration 28Q: 3 clusters Score -2920877 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 32254 members Entering Unmasked Estep Score: -2920876.250000 Penalty: 5160.349121 Iteration 29Q: 3 clusters Score -2920876 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 32256 members Entering Unmasked Estep Score: -2920878.000000 Penalty: 5160.349121 Iteration 30Q: 3 clusters Score -2920878 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 32260 members Entering Unmasked Estep Score: -2920879.500000 Penalty: 5160.349121 Iteration 31Q: 3 clusters Score -2920880 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 32263 members Entering Unmasked Estep Score: -2920881.750000 Penalty: 5160.349121 Iteration 32Q: 3 clusters Score -2920882 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 32266 members Entering Unmasked Estep Score: -2920881.000000 Penalty: 5160.349121 Iteration 33Q: 3 clusters Score -2920881 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 32267 members Entering Unmasked Estep Score: -2920878.250000 Penalty: 5160.349121 Iteration 34Q: 3 clusters Score -2920878 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 32266 members Entering Unmasked Estep Score: -2920879.500000 Penalty: 5160.349121 Iteration 35Q: 3 clusters Score -2920880 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 32266 members Entering Unmasked Estep Score: -2920879.500000 Penalty: 5160.349121 Iteration 36F: 3 clusters Score -2920880 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (67923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67923 members Entering Unmasked Estep Score: -6112165.500000 Penalty: 2759.280273 Iteration 0F: 2 clusters Score -6112166 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34034 members Mstep: Class 2 contains 33889 members Entering Unmasked Estep Score: -6066747.000000 Penalty: 5518.560547 Iteration 0F: 3 clusters Score -6066747 nChanged 31750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34782 members Mstep: Class 2 contains 33141 members Entering Unmasked Estep Score: -6084490.500000 Penalty: 5518.560547 Iteration 1F: 3 clusters Score -6084490 nChanged 2416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35350 members Mstep: Class 2 contains 32573 members Entering Unmasked Estep Score: -6085036.500000 Penalty: 5518.560547 Iteration 2Q: 3 clusters Score -6085036 nChanged 2256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36176 members Mstep: Class 2 contains 31747 members Entering Unmasked Estep Score: -6085648.000000 Penalty: 5518.560547 Iteration 3Q: 3 clusters Score -6085648 nChanged 2326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37466 members Mstep: Class 2 contains 30457 members Entering Unmasked Estep Score: -6086291.000000 Penalty: 5518.560547 Iteration 4Q: 3 clusters Score -6086291 nChanged 2654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39382 members Mstep: Class 2 contains 28541 members Entering Unmasked Estep Score: -6087209.500000 Penalty: 5518.560547 Iteration 5Q: 3 clusters Score -6087210 nChanged 3213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42133 members Mstep: Class 2 contains 25790 members Entering Unmasked Estep Score: -6088635.000000 Penalty: 5518.560547 Iteration 6Q: 3 clusters Score -6088635 nChanged 4012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45853 members Mstep: Class 2 contains 22070 members Entering Unmasked Estep Score: -6090992.500000 Penalty: 5518.560547 Iteration 7F: 3 clusters Score -6090992 nChanged 4883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50512 members Mstep: Class 2 contains 17411 members Entering Unmasked Estep Score: -6094534.000000 Penalty: 5518.560547 Iteration 8F: 3 clusters Score -6094534 nChanged 5357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55719 members Mstep: Class 2 contains 12204 members Entering Unmasked Estep Score: -6099195.000000 Penalty: 5518.560547 Iteration 9F: 3 clusters Score -6099195 nChanged 4829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60448 members Mstep: Class 2 contains 7475 members Entering Unmasked Estep Score: -6103786.000000 Penalty: 5518.560547 Iteration 10F: 3 clusters Score -6103786 nChanged 3411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63771 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -6106896.000000 Penalty: 5518.560547 Iteration 11F: 3 clusters Score -6106896 nChanged 1897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65624 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -6108606.000000 Penalty: 5518.560547 Iteration 12Q: 3 clusters Score -6108606 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66514 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -6109414.500000 Penalty: 5518.560547 Iteration 13Q: 3 clusters Score -6109414 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66920 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -6109702.500000 Penalty: 5518.560547 Iteration 14Q: 3 clusters Score -6109702 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67103 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -6109849.000000 Penalty: 5518.560547 Iteration 15Q: 3 clusters Score -6109849 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67185 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -6109946.500000 Penalty: 5518.560547 Iteration 16Q: 3 clusters Score -6109946 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67229 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -6109975.500000 Penalty: 5518.560547 Iteration 17Q: 3 clusters Score -6109976 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67249 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -6110005.000000 Penalty: 5518.560547 Iteration 18Q: 3 clusters Score -6110005 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67267 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -6110011.000000 Penalty: 5518.560547 Iteration 19Q: 3 clusters Score -6110011 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67275 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -6110019.000000 Penalty: 5518.560547 Iteration 20F: 3 clusters Score -6110019 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67284 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -6110028.500000 Penalty: 5518.560547 Iteration 21Q: 3 clusters Score -6110028 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67289 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -6110028.500000 Penalty: 5518.560547 Iteration 22Q: 3 clusters Score -6110028 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67291 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -6110029.000000 Penalty: 5518.560547 Iteration 23Q: 3 clusters Score -6110029 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67293 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -6110023.000000 Penalty: 5518.560547 Iteration 24Q: 3 clusters Score -6110023 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67293 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -6110017.500000 Penalty: 5518.560547 Iteration 25Q: 3 clusters Score -6110018 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67297 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -6110027.000000 Penalty: 5518.560547 Iteration 26Q: 3 clusters Score -6110027 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67303 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -6110034.500000 Penalty: 5518.560547 Iteration 27Q: 3 clusters Score -6110034 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67306 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -6110034.500000 Penalty: 5518.560547 Iteration 28Q: 3 clusters Score -6110034 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67305 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -6110034.500000 Penalty: 5518.560547 Iteration 29Q: 3 clusters Score -6110034 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67305 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -6110034.500000 Penalty: 5518.560547 Iteration 30F: 3 clusters Score -6110034 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Entering Unmasked Estep Score: -393363.406250 Penalty: 2070.848145 Iteration 0F: 2 clusters Score -393363.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -389329.156250 Penalty: 4141.696289 Iteration 0F: 3 clusters Score -389329.2 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -390174.187500 Penalty: 4141.696289 Iteration 1F: 3 clusters Score -390174.2 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -390401.500000 Penalty: 4141.696289 Iteration 2F: 3 clusters Score -390401.5 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -390547.125000 Penalty: 4141.696289 Iteration 3F: 3 clusters Score -390547.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -390643.750000 Penalty: 4141.696289 Iteration 4Q: 3 clusters Score -390643.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -390729.593750 Penalty: 4141.696289 Iteration 5Q: 3 clusters Score -390729.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -390804.656250 Penalty: 4141.696289 Iteration 6Q: 3 clusters Score -390804.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -390861.093750 Penalty: 4141.696289 Iteration 7Q: 3 clusters Score -390861.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -390906.468750 Penalty: 4141.696289 Iteration 8Q: 3 clusters Score -390906.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -390963.093750 Penalty: 4141.696289 Iteration 9Q: 3 clusters Score -390963.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -391023.375000 Penalty: 4141.696289 Iteration 10Q: 3 clusters Score -391023.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -391074.656250 Penalty: 4141.696289 Iteration 11Q: 3 clusters Score -391074.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -391123.781250 Penalty: 4141.696289 Iteration 12Q: 3 clusters Score -391123.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -391171.187500 Penalty: 4141.696289 Iteration 13Q: 3 clusters Score -391171.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -391207.718750 Penalty: 4141.696289 Iteration 14Q: 3 clusters Score -391207.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -391240.312500 Penalty: 4141.696289 Iteration 15Q: 3 clusters Score -391240.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -391269.406250 Penalty: 4141.696289 Iteration 16Q: 3 clusters Score -391269.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -391305.218750 Penalty: 4141.696289 Iteration 17Q: 3 clusters Score -391305.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -391334.218750 Penalty: 4141.696289 Iteration 18Q: 3 clusters Score -391334.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -391364.750000 Penalty: 4141.696289 Iteration 19Q: 3 clusters Score -391364.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -391398.718750 Penalty: 4141.696289 Iteration 20F: 3 clusters Score -391398.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -391423.656250 Penalty: 4141.696289 Iteration 21Q: 3 clusters Score -391423.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -391446.031250 Penalty: 4141.696289 Iteration 22Q: 3 clusters Score -391446 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -391466.187500 Penalty: 4141.696289 Iteration 23Q: 3 clusters Score -391466.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -391488.250000 Penalty: 4141.696289 Iteration 24Q: 3 clusters Score -391488.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -391517.250000 Penalty: 4141.696289 Iteration 25Q: 3 clusters Score -391517.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -391545.250000 Penalty: 4141.696289 Iteration 26Q: 3 clusters Score -391545.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -391571.718750 Penalty: 4141.696289 Iteration 27Q: 3 clusters Score -391571.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -391600.093750 Penalty: 4141.696289 Iteration 28Q: 3 clusters Score -391600.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -391628.125000 Penalty: 4141.696289 Iteration 29Q: 3 clusters Score -391628.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -391645.375000 Penalty: 4141.696289 Iteration 30Q: 3 clusters Score -391645.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -391662.250000 Penalty: 4141.696289 Iteration 31Q: 3 clusters Score -391662.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -391673.000000 Penalty: 4141.696289 Iteration 32Q: 3 clusters Score -391673 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -391687.375000 Penalty: 4141.696289 Iteration 33Q: 3 clusters Score -391687.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -391699.531250 Penalty: 4141.696289 Iteration 34Q: 3 clusters Score -391699.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -391710.687500 Penalty: 4141.696289 Iteration 35Q: 3 clusters Score -391710.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -391715.437500 Penalty: 4141.696289 Iteration 36Q: 3 clusters Score -391715.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -391720.218750 Penalty: 4141.696289 Iteration 37Q: 3 clusters Score -391720.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -391726.156250 Penalty: 4141.696289 Iteration 38Q: 3 clusters Score -391726.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -391733.656250 Penalty: 4141.696289 Iteration 39Q: 3 clusters Score -391733.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -391736.687500 Penalty: 4141.696289 Iteration 40F: 3 clusters Score -391736.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -391742.187500 Penalty: 4141.696289 Iteration 41Q: 3 clusters Score -391742.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -391746.843750 Penalty: 4141.696289 Iteration 42Q: 3 clusters Score -391746.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -391755.593750 Penalty: 4141.696289 Iteration 43Q: 3 clusters Score -391755.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -391759.656250 Penalty: 4141.696289 Iteration 44Q: 3 clusters Score -391759.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -391761.187500 Penalty: 4141.696289 Iteration 45Q: 3 clusters Score -391761.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -391761.843750 Penalty: 4141.696289 Iteration 46Q: 3 clusters Score -391761.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -391763.062500 Penalty: 4141.696289 Iteration 47Q: 3 clusters Score -391763.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -391763.062500 Penalty: 4141.696289 Iteration 48F: 3 clusters Score -391763.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (10276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10276 members Entering Unmasked Estep Score: -954683.250000 Penalty: 2290.916260 Iteration 0F: 2 clusters Score -954683.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -946890.062500 Penalty: 4581.832520 Iteration 0F: 3 clusters Score -946890.1 nChanged 4288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -949309.750000 Penalty: 4581.832520 Iteration 1F: 3 clusters Score -949309.8 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -949936.625000 Penalty: 4581.832520 Iteration 2F: 3 clusters Score -949936.6 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6210 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -950614.000000 Penalty: 4581.832520 Iteration 3F: 3 clusters Score -950614 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6674 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -951255.375000 Penalty: 4581.832520 Iteration 4F: 3 clusters Score -951255.4 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7197 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -951859.875000 Penalty: 4581.832520 Iteration 5F: 3 clusters Score -951859.9 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7736 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -952418.250000 Penalty: 4581.832520 Iteration 6F: 3 clusters Score -952418.2 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8195 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -952845.125000 Penalty: 4581.832520 Iteration 7F: 3 clusters Score -952845.1 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8543 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -953124.125000 Penalty: 4581.832520 Iteration 8Q: 3 clusters Score -953124.1 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8774 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -953293.437500 Penalty: 4581.832520 Iteration 9Q: 3 clusters Score -953293.4 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8955 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -953424.187500 Penalty: 4581.832520 Iteration 10Q: 3 clusters Score -953424.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9083 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -953501.125000 Penalty: 4581.832520 Iteration 11Q: 3 clusters Score -953501.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9193 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -953573.500000 Penalty: 4581.832520 Iteration 12Q: 3 clusters Score -953573.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9266 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -953620.562500 Penalty: 4581.832520 Iteration 13Q: 3 clusters Score -953620.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9306 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -953645.125000 Penalty: 4581.832520 Iteration 14Q: 3 clusters Score -953645.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9345 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -953667.187500 Penalty: 4581.832520 Iteration 15Q: 3 clusters Score -953667.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9380 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -953682.187500 Penalty: 4581.832520 Iteration 16Q: 3 clusters Score -953682.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9401 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -953691.500000 Penalty: 4581.832520 Iteration 17Q: 3 clusters Score -953691.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9415 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -953697.687500 Penalty: 4581.832520 Iteration 18Q: 3 clusters Score -953697.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9432 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -953707.875000 Penalty: 4581.832520 Iteration 19Q: 3 clusters Score -953707.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9446 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -953717.250000 Penalty: 4581.832520 Iteration 20F: 3 clusters Score -953717.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9460 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -953721.187500 Penalty: 4581.832520 Iteration 21Q: 3 clusters Score -953721.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9474 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -953730.687500 Penalty: 4581.832520 Iteration 22Q: 3 clusters Score -953730.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9487 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -953734.937500 Penalty: 4581.832520 Iteration 23Q: 3 clusters Score -953734.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9493 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -953737.750000 Penalty: 4581.832520 Iteration 24Q: 3 clusters Score -953737.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9500 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -953741.625000 Penalty: 4581.832520 Iteration 25Q: 3 clusters Score -953741.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9510 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -953745.812500 Penalty: 4581.832520 Iteration 26Q: 3 clusters Score -953745.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9519 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -953751.687500 Penalty: 4581.832520 Iteration 27Q: 3 clusters Score -953751.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9525 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -953751.125000 Penalty: 4581.832520 Iteration 28Q: 3 clusters Score -953751.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9530 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -953754.312500 Penalty: 4581.832520 Iteration 29Q: 3 clusters Score -953754.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -953759.562500 Penalty: 4581.832520 Iteration 30Q: 3 clusters Score -953759.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9541 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -953759.562500 Penalty: 4581.832520 Iteration 31Q: 3 clusters Score -953759.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9547 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -953763.625000 Penalty: 4581.832520 Iteration 32Q: 3 clusters Score -953763.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9550 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -953764.937500 Penalty: 4581.832520 Iteration 33Q: 3 clusters Score -953764.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9553 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -953766.000000 Penalty: 4581.832520 Iteration 34Q: 3 clusters Score -953766 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9554 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -953765.812500 Penalty: 4581.832520 Iteration 35Q: 3 clusters Score -953765.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9555 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -953766.500000 Penalty: 4581.832520 Iteration 36Q: 3 clusters Score -953766.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9556 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -953768.312500 Penalty: 4581.832520 Iteration 37Q: 3 clusters Score -953768.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9557 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -953767.500000 Penalty: 4581.832520 Iteration 38Q: 3 clusters Score -953767.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9558 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -953764.875000 Penalty: 4581.832520 Iteration 39Q: 3 clusters Score -953764.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9558 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -953764.875000 Penalty: 4581.832520 Iteration 40F: 3 clusters Score -953764.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (10995 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10995 members Entering Unmasked Estep Score: -1004867.375000 Penalty: 2307.688477 Iteration 0F: 2 clusters Score -1004867 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5529 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -996624.000000 Penalty: 4615.376953 Iteration 0F: 3 clusters Score -996624 nChanged 4603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5838 members Mstep: Class 2 contains 5157 members Entering Unmasked Estep Score: -999008.062500 Penalty: 4615.376953 Iteration 1F: 3 clusters Score -999008.1 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -999335.062500 Penalty: 4615.376953 Iteration 2F: 3 clusters Score -999335.1 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -999617.437500 Penalty: 4615.376953 Iteration 3F: 3 clusters Score -999617.4 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -999887.187500 Penalty: 4615.376953 Iteration 4Q: 3 clusters Score -999887.2 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6934 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -1000173.500000 Penalty: 4615.376953 Iteration 5Q: 3 clusters Score -1000174 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7346 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -1000512.750000 Penalty: 4615.376953 Iteration 6F: 3 clusters Score -1000513 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7780 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -1000872.812500 Penalty: 4615.376953 Iteration 7F: 3 clusters Score -1000873 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8165 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -1001230.187500 Penalty: 4615.376953 Iteration 8Q: 3 clusters Score -1001230 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8493 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -1001576.062500 Penalty: 4615.376953 Iteration 9Q: 3 clusters Score -1001576 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8773 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -1001856.625000 Penalty: 4615.376953 Iteration 10Q: 3 clusters Score -1001857 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8974 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -1002074.125000 Penalty: 4615.376953 Iteration 11Q: 3 clusters Score -1002074 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9174 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -1002283.250000 Penalty: 4615.376953 Iteration 12Q: 3 clusters Score -1002283 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -1002470.125000 Penalty: 4615.376953 Iteration 13Q: 3 clusters Score -1002470 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9470 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -1002607.437500 Penalty: 4615.376953 Iteration 14Q: 3 clusters Score -1002607 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9569 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -1002695.000000 Penalty: 4615.376953 Iteration 15Q: 3 clusters Score -1002695 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9650 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -1002764.812500 Penalty: 4615.376953 Iteration 16Q: 3 clusters Score -1002765 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9716 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -1002817.375000 Penalty: 4615.376953 Iteration 17Q: 3 clusters Score -1002817 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9762 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -1002863.750000 Penalty: 4615.376953 Iteration 18Q: 3 clusters Score -1002864 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9813 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -1002908.000000 Penalty: 4615.376953 Iteration 19Q: 3 clusters Score -1002908 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9857 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -1002937.750000 Penalty: 4615.376953 Iteration 20F: 3 clusters Score -1002938 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9885 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -1002964.437500 Penalty: 4615.376953 Iteration 21Q: 3 clusters Score -1002964 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9898 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -1002981.437500 Penalty: 4615.376953 Iteration 22Q: 3 clusters Score -1002981 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9915 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -1002997.062500 Penalty: 4615.376953 Iteration 23Q: 3 clusters Score -1002997 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9929 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -1003012.125000 Penalty: 4615.376953 Iteration 24Q: 3 clusters Score -1003012 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9936 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -1003021.375000 Penalty: 4615.376953 Iteration 25Q: 3 clusters Score -1003021 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9954 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -1003038.312500 Penalty: 4615.376953 Iteration 26Q: 3 clusters Score -1003038 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9966 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -1003050.000000 Penalty: 4615.376953 Iteration 27Q: 3 clusters Score -1003050 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9978 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -1003057.437500 Penalty: 4615.376953 Iteration 28Q: 3 clusters Score -1003057 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9989 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -1003066.937500 Penalty: 4615.376953 Iteration 29Q: 3 clusters Score -1003067 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9998 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -1003074.375000 Penalty: 4615.376953 Iteration 30Q: 3 clusters Score -1003074 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10004 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -1003079.687500 Penalty: 4615.376953 Iteration 31Q: 3 clusters Score -1003080 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10009 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -1003084.437500 Penalty: 4615.376953 Iteration 32Q: 3 clusters Score -1003084 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10012 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -1003085.125000 Penalty: 4615.376953 Iteration 33Q: 3 clusters Score -1003085 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10019 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -1003091.250000 Penalty: 4615.376953 Iteration 34Q: 3 clusters Score -1003091 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10025 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -1003094.937500 Penalty: 4615.376953 Iteration 35Q: 3 clusters Score -1003095 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10032 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -1003099.312500 Penalty: 4615.376953 Iteration 36Q: 3 clusters Score -1003099 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10042 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -1003102.625000 Penalty: 4615.376953 Iteration 37Q: 3 clusters Score -1003103 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10046 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -1003106.875000 Penalty: 4615.376953 Iteration 38Q: 3 clusters Score -1003107 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10049 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -1003111.562500 Penalty: 4615.376953 Iteration 39Q: 3 clusters Score -1003112 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10056 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -1003115.437500 Penalty: 4615.376953 Iteration 40F: 3 clusters Score -1003115 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10061 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -1003118.062500 Penalty: 4615.376953 Iteration 41Q: 3 clusters Score -1003118 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -1003119.687500 Penalty: 4615.376953 Iteration 42Q: 3 clusters Score -1003120 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10067 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -1003124.500000 Penalty: 4615.376953 Iteration 43Q: 3 clusters Score -1003124 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10071 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -1003125.062500 Penalty: 4615.376953 Iteration 44Q: 3 clusters Score -1003125 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10076 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -1003126.937500 Penalty: 4615.376953 Iteration 45Q: 3 clusters Score -1003127 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10077 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -1003127.500000 Penalty: 4615.376953 Iteration 46Q: 3 clusters Score -1003128 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10077 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -1003127.500000 Penalty: 4615.376953 Iteration 47F: 3 clusters Score -1003128 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (309375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309375 members Entering Unmasked Estep Score: -28215538.000000 Penalty: 3135.292725 Iteration 0F: 2 clusters Score -2.821554e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154884 members Mstep: Class 2 contains 154491 members Entering Unmasked Estep Score: -28008376.000000 Penalty: 6270.585449 Iteration 0F: 3 clusters Score -2.800838e+07 nChanged 149345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156201 members Mstep: Class 2 contains 153174 members Entering Unmasked Estep Score: -28096322.000000 Penalty: 6270.585449 Iteration 1F: 3 clusters Score -2.809632e+07 nChanged 7335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157520 members Mstep: Class 2 contains 151855 members Entering Unmasked Estep Score: -28097846.000000 Penalty: 6270.585449 Iteration 2Q: 3 clusters Score -2.809785e+07 nChanged 7916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159712 members Mstep: Class 2 contains 149663 members Entering Unmasked Estep Score: -28099500.000000 Penalty: 6270.585449 Iteration 3Q: 3 clusters Score -2.80995e+07 nChanged 8878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163298 members Mstep: Class 2 contains 146077 members Entering Unmasked Estep Score: -28101948.000000 Penalty: 6270.585449 Iteration 4Q: 3 clusters Score -2.810195e+07 nChanged 10616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169058 members Mstep: Class 2 contains 140317 members Entering Unmasked Estep Score: -28105356.000000 Penalty: 6270.585449 Iteration 5Q: 3 clusters Score -2.810536e+07 nChanged 13371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178299 members Mstep: Class 2 contains 131076 members Entering Unmasked Estep Score: -28111278.000000 Penalty: 6270.585449 Iteration 6Q: 3 clusters Score -2.811128e+07 nChanged 16868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191929 members Mstep: Class 2 contains 117446 members Entering Unmasked Estep Score: -28119688.000000 Penalty: 6270.585449 Iteration 7F: 3 clusters Score -2.811969e+07 nChanged 20985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210854 members Mstep: Class 2 contains 98521 members Entering Unmasked Estep Score: -28133790.000000 Penalty: 6270.585449 Iteration 8F: 3 clusters Score -2.813379e+07 nChanged 24134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233878 members Mstep: Class 2 contains 75497 members Entering Unmasked Estep Score: -28153184.000000 Penalty: 6270.585449 Iteration 9F: 3 clusters Score -2.815318e+07 nChanged 23342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256744 members Mstep: Class 2 contains 52631 members Entering Unmasked Estep Score: -28174428.000000 Penalty: 6270.585449 Iteration 10F: 3 clusters Score -2.817443e+07 nChanged 18073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274553 members Mstep: Class 2 contains 34822 members Entering Unmasked Estep Score: -28192042.000000 Penalty: 6270.585449 Iteration 11F: 3 clusters Score -2.819204e+07 nChanged 11138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285385 members Mstep: Class 2 contains 23990 members Entering Unmasked Estep Score: -28202760.000000 Penalty: 6270.585449 Iteration 12Q: 3 clusters Score -2.820276e+07 nChanged 6319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291318 members Mstep: Class 2 contains 18057 members Entering Unmasked Estep Score: -28208142.000000 Penalty: 6270.585449 Iteration 13Q: 3 clusters Score -2.820814e+07 nChanged 3805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294887 members Mstep: Class 2 contains 14488 members Entering Unmasked Estep Score: -28211046.000000 Penalty: 6270.585449 Iteration 14Q: 3 clusters Score -2.821105e+07 nChanged 2477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297262 members Mstep: Class 2 contains 12113 members Entering Unmasked Estep Score: -28212578.000000 Penalty: 6270.585449 Iteration 15Q: 3 clusters Score -2.821258e+07 nChanged 1757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298971 members Mstep: Class 2 contains 10404 members Entering Unmasked Estep Score: -28213396.000000 Penalty: 6270.585449 Iteration 16Q: 3 clusters Score -2.82134e+07 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300193 members Mstep: Class 2 contains 9182 members Entering Unmasked Estep Score: -28213868.000000 Penalty: 6270.585449 Iteration 17Q: 3 clusters Score -2.821387e+07 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301161 members Mstep: Class 2 contains 8214 members Entering Unmasked Estep Score: -28214088.000000 Penalty: 6270.585449 Iteration 18Q: 3 clusters Score -2.821409e+07 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301948 members Mstep: Class 2 contains 7427 members Entering Unmasked Estep Score: -28214216.000000 Penalty: 6270.585449 Iteration 19Q: 3 clusters Score -2.821422e+07 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302566 members Mstep: Class 2 contains 6809 members Entering Unmasked Estep Score: -28214222.000000 Penalty: 6270.585449 Iteration 20F: 3 clusters Score -2.821422e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303032 members Mstep: Class 2 contains 6343 members Entering Unmasked Estep Score: -28214226.000000 Penalty: 6270.585449 Iteration 21Q: 3 clusters Score -2.821423e+07 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303407 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -28214216.000000 Penalty: 6270.585449 Iteration 22Q: 3 clusters Score -2.821422e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303732 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -28214306.000000 Penalty: 6270.585449 Iteration 23Q: 3 clusters Score -2.821431e+07 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304014 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -28214410.000000 Penalty: 6270.585449 Iteration 24Q: 3 clusters Score -2.821441e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304247 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -28214382.000000 Penalty: 6270.585449 Iteration 25Q: 3 clusters Score -2.821438e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304443 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -28214442.000000 Penalty: 6270.585449 Iteration 26Q: 3 clusters Score -2.821444e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304593 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -28214480.000000 Penalty: 6270.585449 Iteration 27Q: 3 clusters Score -2.821448e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304735 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -28214456.000000 Penalty: 6270.585449 Iteration 28Q: 3 clusters Score -2.821446e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304853 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -28214480.000000 Penalty: 6270.585449 Iteration 29Q: 3 clusters Score -2.821448e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304962 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -28214450.000000 Penalty: 6270.585449 Iteration 30Q: 3 clusters Score -2.821445e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305042 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -28214450.000000 Penalty: 6270.585449 Iteration 31Q: 3 clusters Score -2.821445e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305122 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -28214468.000000 Penalty: 6270.585449 Iteration 32Q: 3 clusters Score -2.821447e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305185 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -28214472.000000 Penalty: 6270.585449 Iteration 33Q: 3 clusters Score -2.821447e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305233 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -28214466.000000 Penalty: 6270.585449 Iteration 34Q: 3 clusters Score -2.821447e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305274 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -28214454.000000 Penalty: 6270.585449 Iteration 35Q: 3 clusters Score -2.821445e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305302 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -28214464.000000 Penalty: 6270.585449 Iteration 36Q: 3 clusters Score -2.821446e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305333 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -28214442.000000 Penalty: 6270.585449 Iteration 37Q: 3 clusters Score -2.821444e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305360 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -28214472.000000 Penalty: 6270.585449 Iteration 38Q: 3 clusters Score -2.821447e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305388 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -28214428.000000 Penalty: 6270.585449 Iteration 39Q: 3 clusters Score -2.821443e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305417 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -28214442.000000 Penalty: 6270.585449 Iteration 40F: 3 clusters Score -2.821444e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305440 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -28214464.000000 Penalty: 6270.585449 Iteration 41Q: 3 clusters Score -2.821446e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305463 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -28214422.000000 Penalty: 6270.585449 Iteration 42Q: 3 clusters Score -2.821442e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305486 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -28214456.000000 Penalty: 6270.585449 Iteration 43Q: 3 clusters Score -2.821446e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305506 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -28214434.000000 Penalty: 6270.585449 Iteration 44Q: 3 clusters Score -2.821443e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305520 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -28214452.000000 Penalty: 6270.585449 Iteration 45Q: 3 clusters Score -2.821445e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305533 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -28214472.000000 Penalty: 6270.585449 Iteration 46Q: 3 clusters Score -2.821447e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305550 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -28214468.000000 Penalty: 6270.585449 Iteration 47Q: 3 clusters Score -2.821447e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305570 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -28214458.000000 Penalty: 6270.585449 Iteration 48Q: 3 clusters Score -2.821446e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305581 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -28214440.000000 Penalty: 6270.585449 Iteration 49Q: 3 clusters Score -2.821444e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305586 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -28214440.000000 Penalty: 6270.585449 Iteration 50Q: 3 clusters Score -2.821444e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305589 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -28214438.000000 Penalty: 6270.585449 Iteration 51Q: 3 clusters Score -2.821444e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305595 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -28214414.000000 Penalty: 6270.585449 Iteration 52Q: 3 clusters Score -2.821441e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305601 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -28214418.000000 Penalty: 6270.585449 Iteration 53Q: 3 clusters Score -2.821442e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305611 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -28214432.000000 Penalty: 6270.585449 Iteration 54Q: 3 clusters Score -2.821443e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305618 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -28214424.000000 Penalty: 6270.585449 Iteration 55Q: 3 clusters Score -2.821442e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305623 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -28214440.000000 Penalty: 6270.585449 Iteration 56Q: 3 clusters Score -2.821444e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305627 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -28214426.000000 Penalty: 6270.585449 Iteration 57Q: 3 clusters Score -2.821443e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305630 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -28214432.000000 Penalty: 6270.585449 Iteration 58Q: 3 clusters Score -2.821443e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305631 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -28214430.000000 Penalty: 6270.585449 Iteration 59Q: 3 clusters Score -2.821443e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305631 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -28214430.000000 Penalty: 6270.585449 Iteration 60F: 3 clusters Score -2.821443e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (7644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7644 members Entering Unmasked Estep Score: -692722.625000 Penalty: 2217.535645 Iteration 0F: 2 clusters Score -692722.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -686630.812500 Penalty: 4435.071289 Iteration 0F: 3 clusters Score -686630.8 nChanged 3062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -688293.562500 Penalty: 4435.071289 Iteration 1F: 3 clusters Score -688293.6 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -688667.687500 Penalty: 4435.071289 Iteration 2F: 3 clusters Score -688667.7 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -688968.500000 Penalty: 4435.071289 Iteration 3F: 3 clusters Score -688968.5 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -689204.062500 Penalty: 4435.071289 Iteration 4Q: 3 clusters Score -689204.1 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -689374.250000 Penalty: 4435.071289 Iteration 5Q: 3 clusters Score -689374.2 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -689517.250000 Penalty: 4435.071289 Iteration 6Q: 3 clusters Score -689517.2 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -689650.437500 Penalty: 4435.071289 Iteration 7Q: 3 clusters Score -689650.4 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -689769.312500 Penalty: 4435.071289 Iteration 8Q: 3 clusters Score -689769.3 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -689881.125000 Penalty: 4435.071289 Iteration 9Q: 3 clusters Score -689881.1 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -689991.875000 Penalty: 4435.071289 Iteration 10Q: 3 clusters Score -689991.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -690077.250000 Penalty: 4435.071289 Iteration 11Q: 3 clusters Score -690077.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -690165.375000 Penalty: 4435.071289 Iteration 12Q: 3 clusters Score -690165.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -690239.750000 Penalty: 4435.071289 Iteration 13Q: 3 clusters Score -690239.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -690301.812500 Penalty: 4435.071289 Iteration 14Q: 3 clusters Score -690301.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -690366.375000 Penalty: 4435.071289 Iteration 15Q: 3 clusters Score -690366.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -690412.875000 Penalty: 4435.071289 Iteration 16Q: 3 clusters Score -690412.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -690446.062500 Penalty: 4435.071289 Iteration 17Q: 3 clusters Score -690446.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -690472.500000 Penalty: 4435.071289 Iteration 18Q: 3 clusters Score -690472.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -690493.250000 Penalty: 4435.071289 Iteration 19Q: 3 clusters Score -690493.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 4938 members Entering Unmasked Estep Score: -690513.125000 Penalty: 4435.071289 Iteration 20F: 3 clusters Score -690513.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -690532.562500 Penalty: 4435.071289 Iteration 21Q: 3 clusters Score -690532.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 4974 members Entering Unmasked Estep Score: -690549.875000 Penalty: 4435.071289 Iteration 22Q: 3 clusters Score -690549.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -690563.562500 Penalty: 4435.071289 Iteration 23Q: 3 clusters Score -690563.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -690578.312500 Penalty: 4435.071289 Iteration 24Q: 3 clusters Score -690578.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -690593.000000 Penalty: 4435.071289 Iteration 25Q: 3 clusters Score -690593 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -690606.375000 Penalty: 4435.071289 Iteration 26Q: 3 clusters Score -690606.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -690616.687500 Penalty: 4435.071289 Iteration 27Q: 3 clusters Score -690616.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -690625.500000 Penalty: 4435.071289 Iteration 28Q: 3 clusters Score -690625.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -690632.187500 Penalty: 4435.071289 Iteration 29Q: 3 clusters Score -690632.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -690642.062500 Penalty: 4435.071289 Iteration 30Q: 3 clusters Score -690642.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -690646.250000 Penalty: 4435.071289 Iteration 31Q: 3 clusters Score -690646.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -690652.875000 Penalty: 4435.071289 Iteration 32Q: 3 clusters Score -690652.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -690662.187500 Penalty: 4435.071289 Iteration 33Q: 3 clusters Score -690662.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -690675.625000 Penalty: 4435.071289 Iteration 34Q: 3 clusters Score -690675.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -690684.875000 Penalty: 4435.071289 Iteration 35Q: 3 clusters Score -690684.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -690689.812500 Penalty: 4435.071289 Iteration 36Q: 3 clusters Score -690689.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -690698.375000 Penalty: 4435.071289 Iteration 37Q: 3 clusters Score -690698.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -690703.562500 Penalty: 4435.071289 Iteration 38Q: 3 clusters Score -690703.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -690705.562500 Penalty: 4435.071289 Iteration 39Q: 3 clusters Score -690705.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -690705.625000 Penalty: 4435.071289 Iteration 40F: 3 clusters Score -690705.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -690709.812500 Penalty: 4435.071289 Iteration 41Q: 3 clusters Score -690709.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -690714.312500 Penalty: 4435.071289 Iteration 42Q: 3 clusters Score -690714.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 5092 members Entering Unmasked Estep Score: -690715.125000 Penalty: 4435.071289 Iteration 43Q: 3 clusters Score -690715.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -690717.062500 Penalty: 4435.071289 Iteration 44Q: 3 clusters Score -690717.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -690718.500000 Penalty: 4435.071289 Iteration 45Q: 3 clusters Score -690718.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 5109 members Entering Unmasked Estep Score: -690721.500000 Penalty: 4435.071289 Iteration 46Q: 3 clusters Score -690721.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -690720.250000 Penalty: 4435.071289 Iteration 47Q: 3 clusters Score -690720.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -690720.062500 Penalty: 4435.071289 Iteration 48Q: 3 clusters Score -690720.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -690720.500000 Penalty: 4435.071289 Iteration 49Q: 3 clusters Score -690720.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 5112 members Entering Unmasked Estep Score: -690720.312500 Penalty: 4435.071289 Iteration 50Q: 3 clusters Score -690720.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 5112 members Entering Unmasked Estep Score: -690720.312500 Penalty: 4435.071289 Iteration 51F: 3 clusters Score -690720.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8825 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8825 members Entering Unmasked Estep Score: -816620.500000 Penalty: 2253.165283 Iteration 0F: 2 clusters Score -816620.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -809752.250000 Penalty: 4506.330566 Iteration 0F: 3 clusters Score -809752.2 nChanged 3573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -811890.500000 Penalty: 4506.330566 Iteration 1F: 3 clusters Score -811890.5 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -812484.500000 Penalty: 4506.330566 Iteration 2F: 3 clusters Score -812484.5 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -813051.687500 Penalty: 4506.330566 Iteration 3F: 3 clusters Score -813051.7 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -813531.812500 Penalty: 4506.330566 Iteration 4F: 3 clusters Score -813531.8 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -813956.562500 Penalty: 4506.330566 Iteration 5F: 3 clusters Score -813956.6 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 6027 members Entering Unmasked Estep Score: -814289.625000 Penalty: 4506.330566 Iteration 6F: 3 clusters Score -814289.6 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -814552.375000 Penalty: 4506.330566 Iteration 7Q: 3 clusters Score -814552.4 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -814773.375000 Penalty: 4506.330566 Iteration 8Q: 3 clusters Score -814773.4 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 6931 members Entering Unmasked Estep Score: -814948.125000 Penalty: 4506.330566 Iteration 9Q: 3 clusters Score -814948.1 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 7141 members Entering Unmasked Estep Score: -815080.687500 Penalty: 4506.330566 Iteration 10Q: 3 clusters Score -815080.7 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -815205.875000 Penalty: 4506.330566 Iteration 11Q: 3 clusters Score -815205.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 7505 members Entering Unmasked Estep Score: -815320.500000 Penalty: 4506.330566 Iteration 12Q: 3 clusters Score -815320.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 7649 members Entering Unmasked Estep Score: -815419.562500 Penalty: 4506.330566 Iteration 13Q: 3 clusters Score -815419.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 7761 members Entering Unmasked Estep Score: -815489.437500 Penalty: 4506.330566 Iteration 14Q: 3 clusters Score -815489.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 7839 members Entering Unmasked Estep Score: -815540.000000 Penalty: 4506.330566 Iteration 15Q: 3 clusters Score -815540 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 7895 members Entering Unmasked Estep Score: -815566.812500 Penalty: 4506.330566 Iteration 16Q: 3 clusters Score -815566.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 7926 members Entering Unmasked Estep Score: -815587.812500 Penalty: 4506.330566 Iteration 17Q: 3 clusters Score -815587.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 7957 members Entering Unmasked Estep Score: -815604.062500 Penalty: 4506.330566 Iteration 18Q: 3 clusters Score -815604.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -815620.500000 Penalty: 4506.330566 Iteration 19Q: 3 clusters Score -815620.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 8004 members Entering Unmasked Estep Score: -815632.000000 Penalty: 4506.330566 Iteration 20F: 3 clusters Score -815632 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 8023 members Entering Unmasked Estep Score: -815641.125000 Penalty: 4506.330566 Iteration 21Q: 3 clusters Score -815641.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 8039 members Entering Unmasked Estep Score: -815650.437500 Penalty: 4506.330566 Iteration 22Q: 3 clusters Score -815650.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 8046 members Entering Unmasked Estep Score: -815651.375000 Penalty: 4506.330566 Iteration 23Q: 3 clusters Score -815651.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 8056 members Entering Unmasked Estep Score: -815657.750000 Penalty: 4506.330566 Iteration 24Q: 3 clusters Score -815657.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 8064 members Entering Unmasked Estep Score: -815661.562500 Penalty: 4506.330566 Iteration 25Q: 3 clusters Score -815661.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 8072 members Entering Unmasked Estep Score: -815664.812500 Penalty: 4506.330566 Iteration 26Q: 3 clusters Score -815664.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 8073 members Entering Unmasked Estep Score: -815665.812500 Penalty: 4506.330566 Iteration 27Q: 3 clusters Score -815665.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 8075 members Entering Unmasked Estep Score: -815668.312500 Penalty: 4506.330566 Iteration 28Q: 3 clusters Score -815668.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 8076 members Entering Unmasked Estep Score: -815667.812500 Penalty: 4506.330566 Iteration 29Q: 3 clusters Score -815667.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 8076 members Entering Unmasked Estep Score: -815667.812500 Penalty: 4506.330566 Iteration 30F: 3 clusters Score -815667.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5567 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Entering Unmasked Estep Score: -477865.437500 Penalty: 2138.903809 Iteration 0F: 2 clusters Score -477865.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -472995.937500 Penalty: 4277.807617 Iteration 0F: 3 clusters Score -472995.9 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -474245.343750 Penalty: 4277.807617 Iteration 1F: 3 clusters Score -474245.3 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -474464.687500 Penalty: 4277.807617 Iteration 2F: 3 clusters Score -474464.7 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -474594.937500 Penalty: 4277.807617 Iteration 3Q: 3 clusters Score -474594.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -474696.062500 Penalty: 4277.807617 Iteration 4Q: 3 clusters Score -474696.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -474773.125000 Penalty: 4277.807617 Iteration 5Q: 3 clusters Score -474773.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -474826.562500 Penalty: 4277.807617 Iteration 6Q: 3 clusters Score -474826.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -474874.500000 Penalty: 4277.807617 Iteration 7Q: 3 clusters Score -474874.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -474921.250000 Penalty: 4277.807617 Iteration 8Q: 3 clusters Score -474921.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -474969.937500 Penalty: 4277.807617 Iteration 9Q: 3 clusters Score -474969.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -475017.343750 Penalty: 4277.807617 Iteration 10Q: 3 clusters Score -475017.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -475058.281250 Penalty: 4277.807617 Iteration 11Q: 3 clusters Score -475058.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -475111.718750 Penalty: 4277.807617 Iteration 12Q: 3 clusters Score -475111.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -475180.843750 Penalty: 4277.807617 Iteration 13Q: 3 clusters Score -475180.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -475251.375000 Penalty: 4277.807617 Iteration 14Q: 3 clusters Score -475251.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -475327.062500 Penalty: 4277.807617 Iteration 15Q: 3 clusters Score -475327.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -475413.375000 Penalty: 4277.807617 Iteration 16Q: 3 clusters Score -475413.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -475502.062500 Penalty: 4277.807617 Iteration 17Q: 3 clusters Score -475502.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -475581.281250 Penalty: 4277.807617 Iteration 18Q: 3 clusters Score -475581.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -475633.718750 Penalty: 4277.807617 Iteration 19Q: 3 clusters Score -475633.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -475679.937500 Penalty: 4277.807617 Iteration 20F: 3 clusters Score -475679.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -475735.156250 Penalty: 4277.807617 Iteration 21Q: 3 clusters Score -475735.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -475793.625000 Penalty: 4277.807617 Iteration 22Q: 3 clusters Score -475793.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -475852.687500 Penalty: 4277.807617 Iteration 23Q: 3 clusters Score -475852.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -475896.250000 Penalty: 4277.807617 Iteration 24Q: 3 clusters Score -475896.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -475924.156250 Penalty: 4277.807617 Iteration 25Q: 3 clusters Score -475924.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -475944.593750 Penalty: 4277.807617 Iteration 26Q: 3 clusters Score -475944.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -475966.906250 Penalty: 4277.807617 Iteration 27Q: 3 clusters Score -475966.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -475989.843750 Penalty: 4277.807617 Iteration 28Q: 3 clusters Score -475989.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -476003.437500 Penalty: 4277.807617 Iteration 29Q: 3 clusters Score -476003.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -476016.968750 Penalty: 4277.807617 Iteration 30Q: 3 clusters Score -476017 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -476027.500000 Penalty: 4277.807617 Iteration 31Q: 3 clusters Score -476027.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -476039.562500 Penalty: 4277.807617 Iteration 32Q: 3 clusters Score -476039.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -476050.843750 Penalty: 4277.807617 Iteration 33Q: 3 clusters Score -476050.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -476056.656250 Penalty: 4277.807617 Iteration 34Q: 3 clusters Score -476056.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -476061.500000 Penalty: 4277.807617 Iteration 35Q: 3 clusters Score -476061.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -476064.562500 Penalty: 4277.807617 Iteration 36Q: 3 clusters Score -476064.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -476067.406250 Penalty: 4277.807617 Iteration 37Q: 3 clusters Score -476067.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -476070.031250 Penalty: 4277.807617 Iteration 38Q: 3 clusters Score -476070 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -476075.406250 Penalty: 4277.807617 Iteration 39Q: 3 clusters Score -476075.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -476076.968750 Penalty: 4277.807617 Iteration 40F: 3 clusters Score -476077 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -476077.250000 Penalty: 4277.807617 Iteration 41Q: 3 clusters Score -476077.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -476077.437500 Penalty: 4277.807617 Iteration 42Q: 3 clusters Score -476077.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -476078.875000 Penalty: 4277.807617 Iteration 43Q: 3 clusters Score -476078.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4830 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -476078.718750 Penalty: 4277.807617 Iteration 44Q: 3 clusters Score -476078.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -476079.687500 Penalty: 4277.807617 Iteration 45Q: 3 clusters Score -476079.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -476079.687500 Penalty: 4277.807617 Iteration 46F: 3 clusters Score -476079.7 nChanged 0 --- Evaluating fit on full set of 2324722 points --- Entering Unmasked Estep Score: -207497792.000000 Penalty: 72709.187500 21->21 Clusters: Score -207497792.000000, best is -207475536.000000 THE BEST YET! Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 774907 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37018 members Mstep: Class 2 contains 36710 members Mstep: Class 3 contains 36611 members Mstep: Class 4 contains 37052 members Mstep: Class 5 contains 36840 members Mstep: Class 6 contains 37240 members Mstep: Class 7 contains 37136 members Mstep: Class 8 contains 36832 members Mstep: Class 9 contains 36894 members Mstep: Class 10 contains 36697 members Mstep: Class 11 contains 36853 members Mstep: Class 12 contains 36738 members Mstep: Class 13 contains 36815 members Mstep: Class 14 contains 36932 members Mstep: Class 15 contains 36777 members Mstep: Class 16 contains 36953 members Mstep: Class 17 contains 36976 members Mstep: Class 18 contains 36678 members Mstep: Class 19 contains 37084 members Mstep: Class 20 contains 37107 members Mstep: Class 21 contains 36964 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 802.293823 but Gain 3363.007812 Score: -65615520.000000 Penalty: 67260.070312 Iteration 0F: 21 clusters Score -6.561552e+07 nChanged 734762 Entering Unmasked Mstep Mstep: Class 0 contains 2134 members Mstep: Class 1 contains 33630 members Mstep: Class 2 contains 12263 members Mstep: Class 3 contains 21066 members Mstep: Class 4 contains 20895 members Mstep: Class 5 contains 38435 members Mstep: Class 6 contains 54661 members Mstep: Class 7 contains 28558 members Mstep: Class 8 contains 46990 members Mstep: Class 9 contains 52199 members Mstep: Class 10 contains 64475 members Mstep: Class 11 contains 77313 members Mstep: Class 12 contains 57781 members Mstep: Class 13 contains 6787 members Mstep: Class 15 contains 31042 members Mstep: Class 16 contains 77311 members Mstep: Class 17 contains 24009 members Mstep: Class 18 contains 42723 members Mstep: Class 19 contains 20454 members Mstep: Class 20 contains 24690 members Mstep: Class 21 contains 37491 members Entering Unmasked Estep ConsiderDeletion Score: -67479008.000000 Penalty: 67260.070312 Iteration 1F: 21 clusters Score -6.747901e+07 nChanged 262635 Entering Unmasked Mstep Mstep: Class 0 contains 1600 members Mstep: Class 1 contains 29112 members Mstep: Class 2 contains 8847 members Mstep: Class 3 contains 19607 members Mstep: Class 4 contains 22937 members Mstep: Class 5 contains 35017 members Mstep: Class 6 contains 50657 members Mstep: Class 7 contains 23989 members Mstep: Class 8 contains 44207 members Mstep: Class 9 contains 57568 members Mstep: Class 10 contains 74678 members Mstep: Class 11 contains 99629 members Mstep: Class 12 contains 54045 members Mstep: Class 13 contains 10682 members Mstep: Class 15 contains 24442 members Mstep: Class 16 contains 70586 members Mstep: Class 17 contains 28713 members Mstep: Class 18 contains 46248 members Mstep: Class 19 contains 15125 members Mstep: Class 20 contains 20263 members Mstep: Class 21 contains 36955 members Entering Unmasked Estep ConsiderDeletion Score: -67935264.000000 Penalty: 67260.070312 Iteration 2F: 21 clusters Score -6.793526e+07 nChanged 191174 Entering Unmasked Mstep Mstep: Class 0 contains 934 members Mstep: Class 1 contains 24243 members Mstep: Class 2 contains 4419 members Mstep: Class 3 contains 18118 members Mstep: Class 4 contains 31309 members Mstep: Class 5 contains 28320 members Mstep: Class 6 contains 44264 members Mstep: Class 7 contains 18340 members Mstep: Class 8 contains 43265 members Mstep: Class 9 contains 56598 members Mstep: Class 10 contains 79320 members Mstep: Class 11 contains 120936 members Mstep: Class 12 contains 51156 members Mstep: Class 13 contains 14266 members Mstep: Class 15 contains 16845 members Mstep: Class 16 contains 69500 members Mstep: Class 17 contains 35433 members Mstep: Class 18 contains 47441 members Mstep: Class 19 contains 11550 members Mstep: Class 20 contains 16445 members Mstep: Class 21 contains 42205 members Entering Unmasked Estep ConsiderDeletion Score: -68179040.000000 Penalty: 67260.070312 Iteration 3F: 21 clusters Score -6.817904e+07 nChanged 142824 Entering Unmasked Mstep Mstep: Class 0 contains 188 members Mstep: Class 1 contains 18982 members Mstep: Class 2 contains 2163 members Mstep: Class 3 contains 16338 members Mstep: Class 4 contains 37652 members Mstep: Class 5 contains 21716 members Mstep: Class 6 contains 37273 members Mstep: Class 7 contains 12781 members Mstep: Class 8 contains 44916 members Mstep: Class 9 contains 55035 members Mstep: Class 10 contains 79952 members Mstep: Class 11 contains 141973 members Mstep: Class 12 contains 50368 members Mstep: Class 13 contains 14080 members Mstep: Class 15 contains 11354 members Mstep: Class 16 contains 74351 members Mstep: Class 17 contains 42085 members Mstep: Class 18 contains 44768 members Mstep: Class 19 contains 7295 members Mstep: Class 20 contains 13480 members Mstep: Class 21 contains 48157 members Entering Unmasked Estep ConsiderDeletion Score: -68322320.000000 Penalty: 67260.070312 Iteration 4F: 21 clusters Score -6.832232e+07 nChanged 114277 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 13823 members Mstep: Class 2 contains 1740 members Mstep: Class 3 contains 14516 members Mstep: Class 4 contains 40253 members Mstep: Class 5 contains 16146 members Mstep: Class 6 contains 29609 members Mstep: Class 7 contains 8162 members Mstep: Class 8 contains 47745 members Mstep: Class 9 contains 54060 members Mstep: Class 10 contains 76954 members Mstep: Class 11 contains 164199 members Mstep: Class 12 contains 49908 members Mstep: Class 13 contains 12707 members Mstep: Class 15 contains 7622 members Mstep: Class 16 contains 81703 members Mstep: Class 17 contains 48313 members Mstep: Class 18 contains 39393 members Mstep: Class 19 contains 3347 members Mstep: Class 20 contains 11127 members Mstep: Class 21 contains 53406 members Entering Unmasked Estep ConsiderDeletion Score: -68413800.000000 Penalty: 67260.070312 Iteration 5F: 21 clusters Score -6.84138e+07 nChanged 97474 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 9227 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 12775 members Mstep: Class 4 contains 39878 members Mstep: Class 5 contains 11898 members Mstep: Class 6 contains 21365 members Mstep: Class 7 contains 4828 members Mstep: Class 8 contains 50338 members Mstep: Class 9 contains 52423 members Mstep: Class 10 contains 70636 members Mstep: Class 11 contains 188380 members Mstep: Class 12 contains 48581 members Mstep: Class 13 contains 11773 members Mstep: Class 15 contains 5029 members Mstep: Class 16 contains 89749 members Mstep: Class 17 contains 54111 members Mstep: Class 18 contains 33171 members Mstep: Class 19 contains 2066 members Mstep: Class 20 contains 9594 members Mstep: Class 21 contains 57214 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 2664.855713 but Gain 3363.003906 Score: -68486968.000000 Penalty: 63897.066406 Iteration 6F: 20 clusters Score -6.848697e+07 nChanged 88823 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 1701 members Mstep: Class 3 contains 11311 members Mstep: Class 4 contains 37661 members Mstep: Class 5 contains 9369 members Mstep: Class 6 contains 13869 members Mstep: Class 8 contains 52520 members Mstep: Class 9 contains 49099 members Mstep: Class 10 contains 61394 members Mstep: Class 11 contains 215642 members Mstep: Class 12 contains 46308 members Mstep: Class 13 contains 11326 members Mstep: Class 15 contains 3316 members Mstep: Class 16 contains 98388 members Mstep: Class 17 contains 58815 members Mstep: Class 18 contains 27946 members Mstep: Class 19 contains 1718 members Mstep: Class 20 contains 8567 members Mstep: Class 21 contains 59988 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 2329.937012 but Gain 3363.003906 Score: -68556784.000000 Penalty: 60534.062500 Iteration 7F: 19 clusters Score -6.855678e+07 nChanged 78357 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 1719 members Mstep: Class 3 contains 10008 members Mstep: Class 4 contains 34736 members Mstep: Class 5 contains 8357 members Mstep: Class 6 contains 8117 members Mstep: Class 8 contains 52900 members Mstep: Class 9 contains 43615 members Mstep: Class 10 contains 50078 members Mstep: Class 11 contains 244492 members Mstep: Class 12 contains 43461 members Mstep: Class 13 contains 11120 members Mstep: Class 16 contains 105720 members Mstep: Class 17 contains 62103 members Mstep: Class 18 contains 24431 members Mstep: Class 19 contains 1607 members Mstep: Class 20 contains 7859 members Mstep: Class 21 contains 60925 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 2842.211914 but Gain 3363.000000 Score: -68615832.000000 Penalty: 57171.062500 Iteration 8F: 18 clusters Score -6.861583e+07 nChanged 69766 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 2 contains 1778 members Mstep: Class 3 contains 9104 members Mstep: Class 4 contains 31894 members Mstep: Class 5 contains 8228 members Mstep: Class 6 contains 4686 members Mstep: Class 8 contains 51302 members Mstep: Class 9 contains 36375 members Mstep: Class 10 contains 38130 members Mstep: Class 11 contains 273641 members Mstep: Class 12 contains 39970 members Mstep: Class 13 contains 11032 members Mstep: Class 16 contains 112486 members Mstep: Class 17 contains 63831 members Mstep: Class 18 contains 22150 members Mstep: Class 19 contains 1550 members Mstep: Class 20 contains 7313 members Mstep: Class 21 contains 61287 members Entering Unmasked Estep ConsiderDeletion Score: -68665640.000000 Penalty: 57171.062500 Iteration 9F: 18 clusters Score -6.866564e+07 nChanged 59898 Entering Unmasked Mstep Mstep: Class 0 contains 141 members Mstep: Class 2 contains 1800 members Mstep: Class 3 contains 8591 members Mstep: Class 4 contains 29420 members Mstep: Class 5 contains 8547 members Mstep: Class 6 contains 2914 members Mstep: Class 8 contains 47149 members Mstep: Class 9 contains 28414 members Mstep: Class 10 contains 26688 members Mstep: Class 11 contains 301700 members Mstep: Class 12 contains 36204 members Mstep: Class 13 contains 11072 members Mstep: Class 16 contains 118677 members Mstep: Class 17 contains 64618 members Mstep: Class 18 contains 20459 members Mstep: Class 19 contains 1497 members Mstep: Class 20 contains 6747 members Mstep: Class 21 contains 60269 members Entering Unmasked Estep ConsiderDeletion Score: -68704000.000000 Penalty: 57171.062500 Iteration 10F: 18 clusters Score -6.8704e+07 nChanged 52277 Entering Unmasked Mstep Mstep: Class 0 contains 136 members Mstep: Class 2 contains 1818 members Mstep: Class 3 contains 8405 members Mstep: Class 4 contains 27229 members Mstep: Class 5 contains 8972 members Mstep: Class 6 contains 2103 members Mstep: Class 8 contains 41452 members Mstep: Class 9 contains 21397 members Mstep: Class 10 contains 17312 members Mstep: Class 11 contains 326822 members Mstep: Class 12 contains 32776 members Mstep: Class 13 contains 11215 members Mstep: Class 16 contains 125101 members Mstep: Class 17 contains 64740 members Mstep: Class 18 contains 19192 members Mstep: Class 19 contains 1450 members Mstep: Class 20 contains 6238 members Mstep: Class 21 contains 58549 members Entering Unmasked Estep ConsiderDeletion Score: -68736296.000000 Penalty: 57171.062500 Iteration 11F: 18 clusters Score -6.87363e+07 nChanged 44179 Entering Unmasked Mstep Mstep: Class 0 contains 134 members Mstep: Class 2 contains 1833 members Mstep: Class 3 contains 8342 members Mstep: Class 4 contains 25144 members Mstep: Class 5 contains 9460 members Mstep: Class 6 contains 1812 members Mstep: Class 8 contains 34823 members Mstep: Class 9 contains 16264 members Mstep: Class 10 contains 10486 members Mstep: Class 11 contains 347458 members Mstep: Class 12 contains 29692 members Mstep: Class 13 contains 11394 members Mstep: Class 16 contains 131872 members Mstep: Class 17 contains 64458 members Mstep: Class 18 contains 18141 members Mstep: Class 19 contains 1415 members Mstep: Class 20 contains 5788 members Mstep: Class 21 contains 56391 members Entering Unmasked Estep ConsiderDeletion Score: -68762304.000000 Penalty: 57171.062500 Iteration 12F: 18 clusters Score -6.87623e+07 nChanged 36621 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 2 contains 1844 members Mstep: Class 3 contains 8322 members Mstep: Class 4 contains 23253 members Mstep: Class 5 contains 9995 members Mstep: Class 6 contains 1710 members Mstep: Class 8 contains 28556 members Mstep: Class 9 contains 13333 members Mstep: Class 10 contains 5914 members Mstep: Class 11 contains 362611 members Mstep: Class 12 contains 27059 members Mstep: Class 13 contains 11557 members Mstep: Class 16 contains 138989 members Mstep: Class 17 contains 63881 members Mstep: Class 18 contains 17215 members Mstep: Class 19 contains 1372 members Mstep: Class 20 contains 5412 members Mstep: Class 21 contains 53754 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 3197.613037 but Gain 3363.003906 Score: -68782720.000000 Penalty: 53808.058594 Iteration 13Q: 17 clusters Score -6.878272e+07 nChanged 33281 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 2 contains 1842 members Mstep: Class 3 contains 8341 members Mstep: Class 4 contains 21660 members Mstep: Class 5 contains 10592 members Mstep: Class 6 contains 1646 members Mstep: Class 8 contains 23406 members Mstep: Class 9 contains 12012 members Mstep: Class 11 contains 375028 members Mstep: Class 12 contains 24855 members Mstep: Class 13 contains 11637 members Mstep: Class 16 contains 146313 members Mstep: Class 17 contains 63613 members Mstep: Class 18 contains 16463 members Mstep: Class 19 contains 1345 members Mstep: Class 20 contains 5114 members Mstep: Class 21 contains 50914 members Entering Unmasked Estep ConsiderDeletion Score: -68802904.000000 Penalty: 53808.058594 Iteration 14Q: 17 clusters Score -6.88029e+07 nChanged 24148 Entering Unmasked Mstep Mstep: Class 0 contains 125 members Mstep: Class 2 contains 1844 members Mstep: Class 3 contains 8413 members Mstep: Class 4 contains 20447 members Mstep: Class 5 contains 11298 members Mstep: Class 6 contains 1622 members Mstep: Class 8 contains 19186 members Mstep: Class 9 contains 11364 members Mstep: Class 11 contains 379128 members Mstep: Class 12 contains 23063 members Mstep: Class 13 contains 11643 members Mstep: Class 16 contains 153758 members Mstep: Class 17 contains 63050 members Mstep: Class 18 contains 15835 members Mstep: Class 19 contains 1335 members Mstep: Class 20 contains 4864 members Mstep: Class 21 contains 47932 members Entering Unmasked Estep ConsiderDeletion Score: -68812656.000000 Penalty: 53808.058594 Iteration 15Q: 17 clusters Score -6.881266e+07 nChanged 20339 Entering Unmasked Mstep Mstep: Class 0 contains 125 members Mstep: Class 2 contains 1831 members Mstep: Class 3 contains 8513 members Mstep: Class 4 contains 19631 members Mstep: Class 5 contains 12088 members Mstep: Class 6 contains 1604 members Mstep: Class 8 contains 16250 members Mstep: Class 9 contains 11035 members Mstep: Class 11 contains 380681 members Mstep: Class 12 contains 21493 members Mstep: Class 13 contains 11603 members Mstep: Class 16 contains 160974 members Mstep: Class 17 contains 62816 members Mstep: Class 18 contains 15375 members Mstep: Class 19 contains 1330 members Mstep: Class 20 contains 4633 members Mstep: Class 21 contains 44925 members Entering Unmasked Estep ConsiderDeletion Score: -68820360.000000 Penalty: 53808.058594 Iteration 16Q: 17 clusters Score -6.882036e+07 nChanged 17483 Entering Unmasked Mstep Mstep: Class 0 contains 125 members Mstep: Class 2 contains 1814 members Mstep: Class 3 contains 8686 members Mstep: Class 4 contains 19161 members Mstep: Class 5 contains 12925 members Mstep: Class 6 contains 1586 members Mstep: Class 8 contains 14137 members Mstep: Class 9 contains 10928 members Mstep: Class 11 contains 380542 members Mstep: Class 12 contains 20169 members Mstep: Class 13 contains 11516 members Mstep: Class 16 contains 167700 members Mstep: Class 17 contains 62752 members Mstep: Class 18 contains 15009 members Mstep: Class 19 contains 1325 members Mstep: Class 20 contains 4447 members Mstep: Class 21 contains 42085 members Entering Unmasked Estep ConsiderDeletion Score: -68826304.000000 Penalty: 53808.058594 Iteration 17Q: 17 clusters Score -6.88263e+07 nChanged 15203 Entering Unmasked Mstep Mstep: Class 0 contains 125 members Mstep: Class 2 contains 1796 members Mstep: Class 3 contains 8892 members Mstep: Class 4 contains 18961 members Mstep: Class 5 contains 13872 members Mstep: Class 6 contains 1572 members Mstep: Class 8 contains 12664 members Mstep: Class 9 contains 10915 members Mstep: Class 11 contains 379390 members Mstep: Class 12 contains 18966 members Mstep: Class 13 contains 11420 members Mstep: Class 16 contains 173863 members Mstep: Class 17 contains 62870 members Mstep: Class 18 contains 14731 members Mstep: Class 19 contains 1325 members Mstep: Class 20 contains 4268 members Mstep: Class 21 contains 39277 members Entering Unmasked Estep ConsiderDeletion Score: -68830896.000000 Penalty: 53808.058594 Iteration 18Q: 17 clusters Score -6.88309e+07 nChanged 13234 Entering Unmasked Mstep Mstep: Class 0 contains 125 members Mstep: Class 2 contains 1776 members Mstep: Class 3 contains 9110 members Mstep: Class 4 contains 18889 members Mstep: Class 5 contains 14758 members Mstep: Class 6 contains 1561 members Mstep: Class 8 contains 11703 members Mstep: Class 9 contains 10974 members Mstep: Class 11 contains 377248 members Mstep: Class 12 contains 17909 members Mstep: Class 13 contains 11298 members Mstep: Class 16 contains 179604 members Mstep: Class 17 contains 63132 members Mstep: Class 18 contains 14549 members Mstep: Class 19 contains 1325 members Mstep: Class 20 contains 4100 members Mstep: Class 21 contains 36846 members Entering Unmasked Estep ConsiderDeletion Score: -68834760.000000 Penalty: 53808.058594 Iteration 19Q: 17 clusters Score -6.883476e+07 nChanged 11657 Entering Unmasked Mstep Mstep: Class 0 contains 125 members Mstep: Class 2 contains 1749 members Mstep: Class 3 contains 9368 members Mstep: Class 4 contains 18921 members Mstep: Class 5 contains 15525 members Mstep: Class 6 contains 1549 members Mstep: Class 8 contains 11085 members Mstep: Class 9 contains 11027 members Mstep: Class 11 contains 374435 members Mstep: Class 12 contains 16952 members Mstep: Class 13 contains 11171 members Mstep: Class 16 contains 184975 members Mstep: Class 17 contains 63506 members Mstep: Class 18 contains 14397 members Mstep: Class 19 contains 1325 members Mstep: Class 20 contains 3958 members Mstep: Class 21 contains 34839 members Entering Unmasked Estep ConsiderDeletion Score: -68838216.000000 Penalty: 53808.058594 Iteration 20F: 17 clusters Score -6.883822e+07 nChanged 10393 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 2 contains 1731 members Mstep: Class 3 contains 9592 members Mstep: Class 4 contains 19061 members Mstep: Class 5 contains 16110 members Mstep: Class 6 contains 1544 members Mstep: Class 8 contains 10720 members Mstep: Class 9 contains 11108 members Mstep: Class 11 contains 371162 members Mstep: Class 12 contains 16039 members Mstep: Class 13 contains 11055 members Mstep: Class 16 contains 189961 members Mstep: Class 17 contains 63955 members Mstep: Class 18 contains 14313 members Mstep: Class 19 contains 1326 members Mstep: Class 20 contains 3839 members Mstep: Class 21 contains 33271 members Entering Unmasked Estep ConsiderDeletion Score: -68841320.000000 Penalty: 53808.058594 Iteration 21Q: 17 clusters Score -6.884132e+07 nChanged 9612 Entering Unmasked Mstep Mstep: Class 0 contains 117 members Mstep: Class 2 contains 1702 members Mstep: Class 3 contains 9848 members Mstep: Class 4 contains 19233 members Mstep: Class 5 contains 16539 members Mstep: Class 6 contains 1545 members Mstep: Class 8 contains 10534 members Mstep: Class 9 contains 11166 members Mstep: Class 11 contains 367573 members Mstep: Class 12 contains 15138 members Mstep: Class 13 contains 10940 members Mstep: Class 16 contains 194747 members Mstep: Class 17 contains 64453 members Mstep: Class 18 contains 14250 members Mstep: Class 19 contains 1326 members Mstep: Class 20 contains 3718 members Mstep: Class 21 contains 32078 members Entering Unmasked Estep ConsiderDeletion Score: -68843944.000000 Penalty: 53808.058594 Iteration 22Q: 17 clusters Score -6.884394e+07 nChanged 8991 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 2 contains 1688 members Mstep: Class 3 contains 10079 members Mstep: Class 4 contains 19420 members Mstep: Class 5 contains 16857 members Mstep: Class 6 contains 1536 members Mstep: Class 8 contains 10487 members Mstep: Class 9 contains 11217 members Mstep: Class 11 contains 363800 members Mstep: Class 12 contains 14209 members Mstep: Class 13 contains 10836 members Mstep: Class 16 contains 199312 members Mstep: Class 17 contains 65062 members Mstep: Class 18 contains 14200 members Mstep: Class 19 contains 1323 members Mstep: Class 20 contains 3589 members Mstep: Class 21 contains 31177 members Entering Unmasked Estep ConsiderDeletion Score: -68846904.000000 Penalty: 53808.058594 Iteration 23Q: 17 clusters Score -6.88469e+07 nChanged 8191 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 2 contains 1676 members Mstep: Class 3 contains 10306 members Mstep: Class 4 contains 19653 members Mstep: Class 5 contains 17032 members Mstep: Class 6 contains 1532 members Mstep: Class 8 contains 10502 members Mstep: Class 9 contains 11251 members Mstep: Class 11 contains 360108 members Mstep: Class 12 contains 13343 members Mstep: Class 13 contains 10734 members Mstep: Class 16 contains 203470 members Mstep: Class 17 contains 65743 members Mstep: Class 18 contains 14166 members Mstep: Class 19 contains 1319 members Mstep: Class 20 contains 3434 members Mstep: Class 21 contains 30524 members Entering Unmasked Estep ConsiderDeletion Score: -68849024.000000 Penalty: 53808.058594 Iteration 24Q: 17 clusters Score -6.884902e+07 nChanged 7537 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 2 contains 1660 members Mstep: Class 3 contains 10533 members Mstep: Class 4 contains 19904 members Mstep: Class 5 contains 17121 members Mstep: Class 6 contains 1516 members Mstep: Class 8 contains 10578 members Mstep: Class 9 contains 11283 members Mstep: Class 11 contains 356544 members Mstep: Class 12 contains 12524 members Mstep: Class 13 contains 10639 members Mstep: Class 16 contains 207343 members Mstep: Class 17 contains 66443 members Mstep: Class 18 contains 14166 members Mstep: Class 19 contains 1317 members Mstep: Class 20 contains 3268 members Mstep: Class 21 contains 29954 members Entering Unmasked Estep ConsiderDeletion Score: -68850608.000000 Penalty: 53808.058594 Iteration 25Q: 17 clusters Score -6.885061e+07 nChanged 6920 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 2 contains 1645 members Mstep: Class 3 contains 10746 members Mstep: Class 4 contains 20202 members Mstep: Class 5 contains 17153 members Mstep: Class 6 contains 1494 members Mstep: Class 8 contains 10690 members Mstep: Class 9 contains 11299 members Mstep: Class 11 contains 353241 members Mstep: Class 12 contains 11738 members Mstep: Class 13 contains 10511 members Mstep: Class 16 contains 210805 members Mstep: Class 17 contains 67152 members Mstep: Class 18 contains 14194 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 3115 members Mstep: Class 21 contains 29493 members Entering Unmasked Estep ConsiderDeletion Score: -68852200.000000 Penalty: 53808.058594 Iteration 26Q: 17 clusters Score -6.88522e+07 nChanged 6574 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 2 contains 1632 members Mstep: Class 3 contains 10912 members Mstep: Class 4 contains 20494 members Mstep: Class 5 contains 17101 members Mstep: Class 6 contains 1483 members Mstep: Class 8 contains 10816 members Mstep: Class 9 contains 11303 members Mstep: Class 11 contains 350180 members Mstep: Class 12 contains 10968 members Mstep: Class 13 contains 10365 members Mstep: Class 16 contains 214161 members Mstep: Class 17 contains 67876 members Mstep: Class 18 contains 14203 members Mstep: Class 19 contains 1313 members Mstep: Class 20 contains 2985 members Mstep: Class 21 contains 29001 members Entering Unmasked Estep ConsiderDeletion Score: -68853408.000000 Penalty: 53808.058594 Iteration 27Q: 17 clusters Score -6.885341e+07 nChanged 6281 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 2 contains 1619 members Mstep: Class 3 contains 11057 members Mstep: Class 4 contains 20810 members Mstep: Class 5 contains 17020 members Mstep: Class 6 contains 1474 members Mstep: Class 8 contains 10967 members Mstep: Class 9 contains 11309 members Mstep: Class 11 contains 347257 members Mstep: Class 12 contains 10289 members Mstep: Class 13 contains 10211 members Mstep: Class 16 contains 217423 members Mstep: Class 17 contains 68579 members Mstep: Class 18 contains 14211 members Mstep: Class 19 contains 1310 members Mstep: Class 20 contains 2828 members Mstep: Class 21 contains 28429 members Entering Unmasked Estep ConsiderDeletion Score: -68854768.000000 Penalty: 53808.058594 Iteration 28Q: 17 clusters Score -6.885477e+07 nChanged 6004 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 2 contains 1608 members Mstep: Class 3 contains 11197 members Mstep: Class 4 contains 21132 members Mstep: Class 5 contains 16906 members Mstep: Class 6 contains 1467 members Mstep: Class 8 contains 11124 members Mstep: Class 9 contains 11296 members Mstep: Class 11 contains 344485 members Mstep: Class 12 contains 9674 members Mstep: Class 13 contains 10054 members Mstep: Class 16 contains 220572 members Mstep: Class 17 contains 69251 members Mstep: Class 18 contains 14202 members Mstep: Class 19 contains 1310 members Mstep: Class 20 contains 2683 members Mstep: Class 21 contains 27832 members Entering Unmasked Estep ConsiderDeletion Score: -68856184.000000 Penalty: 53808.058594 Iteration 29Q: 17 clusters Score -6.885618e+07 nChanged 5818 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 2 contains 1597 members Mstep: Class 3 contains 11324 members Mstep: Class 4 contains 21456 members Mstep: Class 5 contains 16743 members Mstep: Class 6 contains 1459 members Mstep: Class 8 contains 11250 members Mstep: Class 9 contains 11257 members Mstep: Class 11 contains 341957 members Mstep: Class 12 contains 9108 members Mstep: Class 13 contains 9882 members Mstep: Class 16 contains 223632 members Mstep: Class 17 contains 69937 members Mstep: Class 18 contains 14159 members Mstep: Class 19 contains 1310 members Mstep: Class 20 contains 2528 members Mstep: Class 21 contains 27194 members Entering Unmasked Estep ConsiderDeletion Score: -68857120.000000 Penalty: 53808.058594 Iteration 30Q: 17 clusters Score -6.885712e+07 nChanged 5432 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 2 contains 1583 members Mstep: Class 3 contains 11429 members Mstep: Class 4 contains 21782 members Mstep: Class 5 contains 16561 members Mstep: Class 6 contains 1460 members Mstep: Class 8 contains 11400 members Mstep: Class 9 contains 11230 members Mstep: Class 11 contains 339641 members Mstep: Class 12 contains 8594 members Mstep: Class 13 contains 9707 members Mstep: Class 16 contains 226507 members Mstep: Class 17 contains 70555 members Mstep: Class 18 contains 14125 members Mstep: Class 19 contains 1310 members Mstep: Class 20 contains 2383 members Mstep: Class 21 contains 26526 members Entering Unmasked Estep ConsiderDeletion Score: -68857912.000000 Penalty: 53808.058594 Iteration 31Q: 17 clusters Score -6.885791e+07 nChanged 5164 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 2 contains 1570 members Mstep: Class 3 contains 11488 members Mstep: Class 4 contains 22131 members Mstep: Class 5 contains 16383 members Mstep: Class 6 contains 1456 members Mstep: Class 8 contains 11535 members Mstep: Class 9 contains 11170 members Mstep: Class 11 contains 337597 members Mstep: Class 12 contains 8096 members Mstep: Class 13 contains 9507 members Mstep: Class 16 contains 229191 members Mstep: Class 17 contains 71129 members Mstep: Class 18 contains 14087 members Mstep: Class 19 contains 1310 members Mstep: Class 20 contains 2261 members Mstep: Class 21 contains 25882 members Entering Unmasked Estep ConsiderDeletion Score: -68859152.000000 Penalty: 53808.058594 Iteration 32Q: 17 clusters Score -6.885915e+07 nChanged 4834 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 2 contains 1565 members Mstep: Class 3 contains 11523 members Mstep: Class 4 contains 22496 members Mstep: Class 5 contains 16237 members Mstep: Class 6 contains 1448 members Mstep: Class 8 contains 11627 members Mstep: Class 9 contains 11098 members Mstep: Class 11 contains 335716 members Mstep: Class 12 contains 7679 members Mstep: Class 13 contains 9302 members Mstep: Class 16 contains 231746 members Mstep: Class 17 contains 71633 members Mstep: Class 18 contains 14039 members Mstep: Class 19 contains 1310 members Mstep: Class 20 contains 2142 members Mstep: Class 21 contains 25232 members Entering Unmasked Estep ConsiderDeletion Score: -68859776.000000 Penalty: 53808.058594 Iteration 33Q: 17 clusters Score -6.885978e+07 nChanged 4610 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 2 contains 1558 members Mstep: Class 3 contains 11531 members Mstep: Class 4 contains 22843 members Mstep: Class 5 contains 16088 members Mstep: Class 6 contains 1449 members Mstep: Class 8 contains 11700 members Mstep: Class 9 contains 11048 members Mstep: Class 11 contains 333888 members Mstep: Class 12 contains 7328 members Mstep: Class 13 contains 9111 members Mstep: Class 16 contains 234244 members Mstep: Class 17 contains 72094 members Mstep: Class 18 contains 13985 members Mstep: Class 19 contains 1311 members Mstep: Class 20 contains 2039 members Mstep: Class 21 contains 24576 members Entering Unmasked Estep ConsiderDeletion Score: -68860848.000000 Penalty: 53808.058594 Iteration 34Q: 17 clusters Score -6.886085e+07 nChanged 4301 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 2 contains 1549 members Mstep: Class 3 contains 11541 members Mstep: Class 4 contains 23186 members Mstep: Class 5 contains 15920 members Mstep: Class 6 contains 1448 members Mstep: Class 8 contains 11814 members Mstep: Class 9 contains 11004 members Mstep: Class 11 contains 332236 members Mstep: Class 12 contains 6995 members Mstep: Class 13 contains 8931 members Mstep: Class 16 contains 236565 members Mstep: Class 17 contains 72506 members Mstep: Class 18 contains 13931 members Mstep: Class 19 contains 1311 members Mstep: Class 20 contains 1964 members Mstep: Class 21 contains 23892 members Entering Unmasked Estep ConsiderDeletion Score: -68861448.000000 Penalty: 53808.058594 Iteration 35Q: 17 clusters Score -6.886145e+07 nChanged 4093 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 2 contains 1534 members Mstep: Class 3 contains 11542 members Mstep: Class 4 contains 23567 members Mstep: Class 5 contains 15763 members Mstep: Class 6 contains 1444 members Mstep: Class 8 contains 11888 members Mstep: Class 9 contains 10960 members Mstep: Class 11 contains 330662 members Mstep: Class 12 contains 6718 members Mstep: Class 13 contains 8731 members Mstep: Class 16 contains 238748 members Mstep: Class 17 contains 72875 members Mstep: Class 18 contains 13893 members Mstep: Class 19 contains 1311 members Mstep: Class 20 contains 1894 members Mstep: Class 21 contains 23263 members Entering Unmasked Estep ConsiderDeletion Score: -68862264.000000 Penalty: 53808.058594 Iteration 36Q: 17 clusters Score -6.886226e+07 nChanged 3810 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 2 contains 1515 members Mstep: Class 3 contains 11543 members Mstep: Class 4 contains 23965 members Mstep: Class 5 contains 15621 members Mstep: Class 6 contains 1441 members Mstep: Class 8 contains 11920 members Mstep: Class 9 contains 10907 members Mstep: Class 11 contains 329224 members Mstep: Class 12 contains 6514 members Mstep: Class 13 contains 8515 members Mstep: Class 16 contains 240776 members Mstep: Class 17 contains 73180 members Mstep: Class 18 contains 13840 members Mstep: Class 19 contains 1311 members Mstep: Class 20 contains 1837 members Mstep: Class 21 contains 22684 members Entering Unmasked Estep ConsiderDeletion Score: -68862784.000000 Penalty: 53808.058594 Iteration 37Q: 17 clusters Score -6.886278e+07 nChanged 3403 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 2 contains 1498 members Mstep: Class 3 contains 11549 members Mstep: Class 4 contains 24344 members Mstep: Class 5 contains 15491 members Mstep: Class 6 contains 1440 members Mstep: Class 8 contains 11967 members Mstep: Class 9 contains 10863 members Mstep: Class 11 contains 327845 members Mstep: Class 12 contains 6338 members Mstep: Class 13 contains 8300 members Mstep: Class 16 contains 242590 members Mstep: Class 17 contains 73433 members Mstep: Class 18 contains 13775 members Mstep: Class 19 contains 1311 members Mstep: Class 20 contains 1802 members Mstep: Class 21 contains 22247 members Entering Unmasked Estep ConsiderDeletion Score: -68863232.000000 Penalty: 53808.058594 Iteration 38Q: 17 clusters Score -6.886323e+07 nChanged 3098 Entering ConstructFrom: Score: -68863232.000000 Penalty: 53808.058594 Entering ConstructFrom: Trying to split cluster 2 (1487 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Entering Unmasked Estep Score: -120710.515625 Penalty: 1811.519897 Iteration 0F: 2 clusters Score -120710.5 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 749 members Entering Unmasked Estep Score: -118566.296875 Penalty: 3623.039795 Iteration 0F: 3 clusters Score -118566.3 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -119181.898438 Penalty: 3623.039795 Iteration 1F: 3 clusters Score -119181.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -119493.710938 Penalty: 3623.039795 Iteration 2F: 3 clusters Score -119493.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -119787.539062 Penalty: 3623.039795 Iteration 3F: 3 clusters Score -119787.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -120161.398438 Penalty: 3623.039795 Iteration 4F: 3 clusters Score -120161.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -120576.000000 Penalty: 3623.039795 Iteration 5F: 3 clusters Score -120576 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -120764.546875 Penalty: 3623.039795 Iteration 6Q: 3 clusters Score -120764.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -120851.492188 Penalty: 3623.039795 Iteration 7Q: 3 clusters Score -120851.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -120901.976562 Penalty: 3623.039795 Iteration 8Q: 3 clusters Score -120902 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -120920.679688 Penalty: 3623.039795 Iteration 9Q: 3 clusters Score -120920.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -120939.328125 Penalty: 3623.039795 Iteration 10Q: 3 clusters Score -120939.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -120957.937500 Penalty: 3623.039795 Iteration 11Q: 3 clusters Score -120957.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -120978.156250 Penalty: 3623.039795 Iteration 12Q: 3 clusters Score -120978.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -120998.976562 Penalty: 3623.039795 Iteration 13Q: 3 clusters Score -120999 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -121036.898438 Penalty: 3623.039795 Iteration 14Q: 3 clusters Score -121036.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -121050.085938 Penalty: 3623.039795 Iteration 15Q: 3 clusters Score -121050.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -121063.210938 Penalty: 3623.039795 Iteration 16Q: 3 clusters Score -121063.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -121069.226562 Penalty: 3623.039795 Iteration 17Q: 3 clusters Score -121069.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -121071.492188 Penalty: 3623.039795 Iteration 18Q: 3 clusters Score -121071.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -121073.140625 Penalty: 3623.039795 Iteration 19Q: 3 clusters Score -121073.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -121074.546875 Penalty: 3623.039795 Iteration 20F: 3 clusters Score -121074.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 11541 members Mstep: Class 4 contains 24710 members Mstep: Class 5 contains 15343 members Mstep: Class 6 contains 1440 members Mstep: Class 8 contains 12000 members Mstep: Class 9 contains 10814 members Mstep: Class 11 contains 326615 members Mstep: Class 12 contains 6172 members Mstep: Class 13 contains 8080 members Mstep: Class 16 contains 244249 members Mstep: Class 17 contains 73674 members Mstep: Class 18 contains 13719 members Mstep: Class 19 contains 1311 members Mstep: Class 20 contains 1765 members Mstep: Class 21 contains 21873 members Entering Unmasked Estep Score: -68862512.000000 Penalty: 57171.062500 Splitting cluster 2 changes total score from -68863232.000000 to -68862512.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (11541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11541 members Entering Unmasked Estep Score: -1070111.125000 Penalty: 2319.708008 Iteration 0F: 2 clusters Score -1070111 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -1061412.375000 Penalty: 4639.416016 Iteration 0F: 3 clusters Score -1061412 nChanged 4905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -1064015.250000 Penalty: 4639.416016 Iteration 1F: 3 clusters Score -1064015 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -1064382.625000 Penalty: 4639.416016 Iteration 2F: 3 clusters Score -1064383 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -1064746.750000 Penalty: 4639.416016 Iteration 3F: 3 clusters Score -1064747 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6279 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -1065176.375000 Penalty: 4639.416016 Iteration 4F: 3 clusters Score -1065176 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -1065641.250000 Penalty: 4639.416016 Iteration 5F: 3 clusters Score -1065641 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7050 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -1066175.500000 Penalty: 4639.416016 Iteration 6F: 3 clusters Score -1066176 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7594 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -1066721.000000 Penalty: 4639.416016 Iteration 7F: 3 clusters Score -1066721 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8177 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -1067241.375000 Penalty: 4639.416016 Iteration 8F: 3 clusters Score -1067241 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8714 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -1067682.250000 Penalty: 4639.416016 Iteration 9F: 3 clusters Score -1067682 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9180 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -1068047.750000 Penalty: 4639.416016 Iteration 10Q: 3 clusters Score -1068048 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9559 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -1068339.750000 Penalty: 4639.416016 Iteration 11Q: 3 clusters Score -1068340 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9890 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -1068583.125000 Penalty: 4639.416016 Iteration 12Q: 3 clusters Score -1068583 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10136 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -1068762.375000 Penalty: 4639.416016 Iteration 13Q: 3 clusters Score -1068762 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10315 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -1068869.125000 Penalty: 4639.416016 Iteration 14Q: 3 clusters Score -1068869 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10427 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -1068931.500000 Penalty: 4639.416016 Iteration 15Q: 3 clusters Score -1068932 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10513 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1068984.000000 Penalty: 4639.416016 Iteration 16Q: 3 clusters Score -1068984 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10564 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -1069006.375000 Penalty: 4639.416016 Iteration 17Q: 3 clusters Score -1069006 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10600 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -1069021.125000 Penalty: 4639.416016 Iteration 18Q: 3 clusters Score -1069021 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10620 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -1069028.125000 Penalty: 4639.416016 Iteration 19Q: 3 clusters Score -1069028 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10639 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -1069039.750000 Penalty: 4639.416016 Iteration 20F: 3 clusters Score -1069040 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10654 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -1069047.250000 Penalty: 4639.416016 Iteration 21Q: 3 clusters Score -1069047 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10668 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -1069055.875000 Penalty: 4639.416016 Iteration 22Q: 3 clusters Score -1069056 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10681 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1069061.250000 Penalty: 4639.416016 Iteration 23Q: 3 clusters Score -1069061 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10693 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -1069066.500000 Penalty: 4639.416016 Iteration 24Q: 3 clusters Score -1069066 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10705 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -1069072.250000 Penalty: 4639.416016 Iteration 25Q: 3 clusters Score -1069072 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10706 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -1069073.750000 Penalty: 4639.416016 Iteration 26Q: 3 clusters Score -1069074 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10708 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -1069074.500000 Penalty: 4639.416016 Iteration 27Q: 3 clusters Score -1069074 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10712 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -1069074.875000 Penalty: 4639.416016 Iteration 28Q: 3 clusters Score -1069075 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10713 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -1069075.750000 Penalty: 4639.416016 Iteration 29Q: 3 clusters Score -1069076 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10715 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -1069077.500000 Penalty: 4639.416016 Iteration 30Q: 3 clusters Score -1069078 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10716 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -1069076.375000 Penalty: 4639.416016 Iteration 31Q: 3 clusters Score -1069076 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10717 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -1069077.500000 Penalty: 4639.416016 Iteration 32Q: 3 clusters Score -1069078 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10717 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -1069077.500000 Penalty: 4639.416016 Iteration 33F: 3 clusters Score -1069078 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (24710 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24710 members Entering Unmasked Estep Score: -2214550.250000 Penalty: 2508.510986 Iteration 0F: 2 clusters Score -2214550 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12416 members Mstep: Class 2 contains 12294 members Entering Unmasked Estep Score: -2197396.750000 Penalty: 5017.021973 Iteration 0F: 3 clusters Score -2197397 nChanged 11093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12905 members Mstep: Class 2 contains 11805 members Entering Unmasked Estep Score: -2203457.750000 Penalty: 5017.021973 Iteration 1F: 3 clusters Score -2203458 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13195 members Mstep: Class 2 contains 11515 members Entering Unmasked Estep Score: -2203819.000000 Penalty: 5017.021973 Iteration 2Q: 3 clusters Score -2203819 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13558 members Mstep: Class 2 contains 11152 members Entering Unmasked Estep Score: -2204128.500000 Penalty: 5017.021973 Iteration 3Q: 3 clusters Score -2204128 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13991 members Mstep: Class 2 contains 10719 members Entering Unmasked Estep Score: -2204428.750000 Penalty: 5017.021973 Iteration 4Q: 3 clusters Score -2204429 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14528 members Mstep: Class 2 contains 10182 members Entering Unmasked Estep Score: -2204732.250000 Penalty: 5017.021973 Iteration 5Q: 3 clusters Score -2204732 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15244 members Mstep: Class 2 contains 9466 members Entering Unmasked Estep Score: -2205144.000000 Penalty: 5017.021973 Iteration 6Q: 3 clusters Score -2205144 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16128 members Mstep: Class 2 contains 8582 members Entering Unmasked Estep Score: -2205681.250000 Penalty: 5017.021973 Iteration 7Q: 3 clusters Score -2205681 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17214 members Mstep: Class 2 contains 7496 members Entering Unmasked Estep Score: -2206354.750000 Penalty: 5017.021973 Iteration 8Q: 3 clusters Score -2206355 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18470 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -2207185.000000 Penalty: 5017.021973 Iteration 9F: 3 clusters Score -2207185 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19820 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -2208206.750000 Penalty: 5017.021973 Iteration 10F: 3 clusters Score -2208207 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21125 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -2209233.500000 Penalty: 5017.021973 Iteration 11F: 3 clusters Score -2209234 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22219 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -2210157.500000 Penalty: 5017.021973 Iteration 12Q: 3 clusters Score -2210158 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23091 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -2210938.000000 Penalty: 5017.021973 Iteration 13Q: 3 clusters Score -2210938 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23668 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -2211470.500000 Penalty: 5017.021973 Iteration 14Q: 3 clusters Score -2211470 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24018 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -2211815.250000 Penalty: 5017.021973 Iteration 15Q: 3 clusters Score -2211815 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24216 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -2212026.750000 Penalty: 5017.021973 Iteration 16Q: 3 clusters Score -2212027 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24314 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -2212160.500000 Penalty: 5017.021973 Iteration 17Q: 3 clusters Score -2212160 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24372 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -2212242.000000 Penalty: 5017.021973 Iteration 18Q: 3 clusters Score -2212242 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24406 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -2212295.000000 Penalty: 5017.021973 Iteration 19Q: 3 clusters Score -2212295 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24434 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -2212345.750000 Penalty: 5017.021973 Iteration 20F: 3 clusters Score -2212346 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24443 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -2212369.750000 Penalty: 5017.021973 Iteration 21Q: 3 clusters Score -2212370 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24449 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -2212384.500000 Penalty: 5017.021973 Iteration 22Q: 3 clusters Score -2212384 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24455 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -2212402.750000 Penalty: 5017.021973 Iteration 23Q: 3 clusters Score -2212403 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24460 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -2212417.500000 Penalty: 5017.021973 Iteration 24Q: 3 clusters Score -2212418 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24463 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -2212440.500000 Penalty: 5017.021973 Iteration 25Q: 3 clusters Score -2212440 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24463 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -2212445.750000 Penalty: 5017.021973 Iteration 26Q: 3 clusters Score -2212446 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24467 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -2212460.000000 Penalty: 5017.021973 Iteration 27Q: 3 clusters Score -2212460 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24472 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -2212463.000000 Penalty: 5017.021973 Iteration 28Q: 3 clusters Score -2212463 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24473 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -2212464.500000 Penalty: 5017.021973 Iteration 29Q: 3 clusters Score -2212464 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24472 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -2212466.750000 Penalty: 5017.021973 Iteration 30Q: 3 clusters Score -2212467 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24471 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -2212466.250000 Penalty: 5017.021973 Iteration 31Q: 3 clusters Score -2212466 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24470 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -2212468.500000 Penalty: 5017.021973 Iteration 32Q: 3 clusters Score -2212468 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24470 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -2212468.500000 Penalty: 5017.021973 Iteration 33F: 3 clusters Score -2212468 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (15343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15343 members Entering Unmasked Estep Score: -1403534.250000 Penalty: 2390.326660 Iteration 0F: 2 clusters Score -1403534 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7627 members Mstep: Class 2 contains 7716 members Entering Unmasked Estep Score: -1392489.375000 Penalty: 4780.653320 Iteration 0F: 3 clusters Score -1392489 nChanged 6581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7504 members Mstep: Class 2 contains 7839 members Entering Unmasked Estep Score: -1396048.375000 Penalty: 4780.653320 Iteration 1F: 3 clusters Score -1396048 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7410 members Mstep: Class 2 contains 7933 members Entering Unmasked Estep Score: -1396433.000000 Penalty: 4780.653320 Iteration 2F: 3 clusters Score -1396433 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7349 members Mstep: Class 2 contains 7994 members Entering Unmasked Estep Score: -1396750.375000 Penalty: 4780.653320 Iteration 3Q: 3 clusters Score -1396750 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7262 members Mstep: Class 2 contains 8081 members Entering Unmasked Estep Score: -1397016.250000 Penalty: 4780.653320 Iteration 4Q: 3 clusters Score -1397016 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 8219 members Entering Unmasked Estep Score: -1397240.875000 Penalty: 4780.653320 Iteration 5Q: 3 clusters Score -1397241 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 8380 members Entering Unmasked Estep Score: -1397428.500000 Penalty: 4780.653320 Iteration 6Q: 3 clusters Score -1397428 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 8595 members Entering Unmasked Estep Score: -1397629.125000 Penalty: 4780.653320 Iteration 7Q: 3 clusters Score -1397629 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 8899 members Entering Unmasked Estep Score: -1397867.500000 Penalty: 4780.653320 Iteration 8Q: 3 clusters Score -1397868 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 9313 members Entering Unmasked Estep Score: -1398177.625000 Penalty: 4780.653320 Iteration 9Q: 3 clusters Score -1398178 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5479 members Mstep: Class 2 contains 9864 members Entering Unmasked Estep Score: -1398607.000000 Penalty: 4780.653320 Iteration 10Q: 3 clusters Score -1398607 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 10508 members Entering Unmasked Estep Score: -1399215.375000 Penalty: 4780.653320 Iteration 11F: 3 clusters Score -1399215 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 11189 members Entering Unmasked Estep Score: -1399926.750000 Penalty: 4780.653320 Iteration 12F: 3 clusters Score -1399927 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 11749 members Entering Unmasked Estep Score: -1400621.750000 Penalty: 4780.653320 Iteration 13F: 3 clusters Score -1400622 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 12139 members Entering Unmasked Estep Score: -1401143.750000 Penalty: 4780.653320 Iteration 14Q: 3 clusters Score -1401144 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 12424 members Entering Unmasked Estep Score: -1401526.750000 Penalty: 4780.653320 Iteration 15Q: 3 clusters Score -1401527 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 12566 members Entering Unmasked Estep Score: -1401736.625000 Penalty: 4780.653320 Iteration 16Q: 3 clusters Score -1401737 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 12650 members Entering Unmasked Estep Score: -1401847.125000 Penalty: 4780.653320 Iteration 17Q: 3 clusters Score -1401847 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 12710 members Entering Unmasked Estep Score: -1401918.625000 Penalty: 4780.653320 Iteration 18Q: 3 clusters Score -1401919 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 12771 members Entering Unmasked Estep Score: -1401970.875000 Penalty: 4780.653320 Iteration 19Q: 3 clusters Score -1401971 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 12829 members Entering Unmasked Estep Score: -1401993.500000 Penalty: 4780.653320 Iteration 20F: 3 clusters Score -1401994 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 12867 members Entering Unmasked Estep Score: -1402009.125000 Penalty: 4780.653320 Iteration 21Q: 3 clusters Score -1402009 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 12903 members Entering Unmasked Estep Score: -1402022.250000 Penalty: 4780.653320 Iteration 22Q: 3 clusters Score -1402022 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 12938 members Entering Unmasked Estep Score: -1402031.625000 Penalty: 4780.653320 Iteration 23Q: 3 clusters Score -1402032 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 12967 members Entering Unmasked Estep Score: -1402044.750000 Penalty: 4780.653320 Iteration 24Q: 3 clusters Score -1402045 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 12988 members Entering Unmasked Estep Score: -1402051.750000 Penalty: 4780.653320 Iteration 25Q: 3 clusters Score -1402052 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 13001 members Entering Unmasked Estep Score: -1402059.250000 Penalty: 4780.653320 Iteration 26Q: 3 clusters Score -1402059 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 13012 members Entering Unmasked Estep Score: -1402056.375000 Penalty: 4780.653320 Iteration 27Q: 3 clusters Score -1402056 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 13026 members Entering Unmasked Estep Score: -1402061.875000 Penalty: 4780.653320 Iteration 28Q: 3 clusters Score -1402062 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 13030 members Entering Unmasked Estep Score: -1402062.750000 Penalty: 4780.653320 Iteration 29Q: 3 clusters Score -1402063 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 13035 members Entering Unmasked Estep Score: -1402063.375000 Penalty: 4780.653320 Iteration 30Q: 3 clusters Score -1402063 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 13045 members Entering Unmasked Estep Score: -1402067.375000 Penalty: 4780.653320 Iteration 31Q: 3 clusters Score -1402067 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 13053 members Entering Unmasked Estep Score: -1402069.375000 Penalty: 4780.653320 Iteration 32Q: 3 clusters Score -1402069 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 13064 members Entering Unmasked Estep Score: -1402071.375000 Penalty: 4780.653320 Iteration 33Q: 3 clusters Score -1402071 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 13075 members Entering Unmasked Estep Score: -1402074.500000 Penalty: 4780.653320 Iteration 34Q: 3 clusters Score -1402074 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 13084 members Entering Unmasked Estep Score: -1402077.500000 Penalty: 4780.653320 Iteration 35Q: 3 clusters Score -1402078 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 13091 members Entering Unmasked Estep Score: -1402079.875000 Penalty: 4780.653320 Iteration 36Q: 3 clusters Score -1402080 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 13100 members Entering Unmasked Estep Score: -1402081.375000 Penalty: 4780.653320 Iteration 37Q: 3 clusters Score -1402081 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 13103 members Entering Unmasked Estep Score: -1402082.125000 Penalty: 4780.653320 Iteration 38Q: 3 clusters Score -1402082 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 13107 members Entering Unmasked Estep Score: -1402084.625000 Penalty: 4780.653320 Iteration 39Q: 3 clusters Score -1402085 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 13113 members Entering Unmasked Estep Score: -1402084.875000 Penalty: 4780.653320 Iteration 40F: 3 clusters Score -1402085 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 13117 members Entering Unmasked Estep Score: -1402084.500000 Penalty: 4780.653320 Iteration 41Q: 3 clusters Score -1402084 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 13120 members Entering Unmasked Estep Score: -1402086.500000 Penalty: 4780.653320 Iteration 42Q: 3 clusters Score -1402086 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 13123 members Entering Unmasked Estep Score: -1402088.250000 Penalty: 4780.653320 Iteration 43Q: 3 clusters Score -1402088 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 13126 members Entering Unmasked Estep Score: -1402089.875000 Penalty: 4780.653320 Iteration 44Q: 3 clusters Score -1402090 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 13127 members Entering Unmasked Estep Score: -1402086.750000 Penalty: 4780.653320 Iteration 45Q: 3 clusters Score -1402087 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 13127 members Entering Unmasked Estep Score: -1402086.750000 Penalty: 4780.653320 Iteration 46F: 3 clusters Score -1402087 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Entering Unmasked Estep Score: -120724.601562 Penalty: 1803.554810 Iteration 0F: 2 clusters Score -120724.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -118525.203125 Penalty: 3607.109619 Iteration 0F: 3 clusters Score -118525.2 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -118938.117188 Penalty: 3607.109619 Iteration 1F: 3 clusters Score -118938.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -119049.562500 Penalty: 3607.109619 Iteration 2F: 3 clusters Score -119049.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -119101.429688 Penalty: 3607.109619 Iteration 3Q: 3 clusters Score -119101.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -119139.375000 Penalty: 3607.109619 Iteration 4Q: 3 clusters Score -119139.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -119158.460938 Penalty: 3607.109619 Iteration 5Q: 3 clusters Score -119158.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -119165.632812 Penalty: 3607.109619 Iteration 6Q: 3 clusters Score -119165.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -119169.195312 Penalty: 3607.109619 Iteration 7Q: 3 clusters Score -119169.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -119171.148438 Penalty: 3607.109619 Iteration 8Q: 3 clusters Score -119171.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -119171.921875 Penalty: 3607.109619 Iteration 9Q: 3 clusters Score -119171.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -119172.906250 Penalty: 3607.109619 Iteration 10Q: 3 clusters Score -119172.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -119173.648438 Penalty: 3607.109619 Iteration 11Q: 3 clusters Score -119173.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -119175.742188 Penalty: 3607.109619 Iteration 12Q: 3 clusters Score -119175.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -119176.953125 Penalty: 3607.109619 Iteration 13Q: 3 clusters Score -119177 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -119177.773438 Penalty: 3607.109619 Iteration 14Q: 3 clusters Score -119177.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -119177.960938 Penalty: 3607.109619 Iteration 15Q: 3 clusters Score -119178 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -119177.960938 Penalty: 3607.109619 Iteration 16F: 3 clusters Score -119178 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (12000 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12000 members Entering Unmasked Estep Score: -984716.937500 Penalty: 2329.380127 Iteration 0F: 2 clusters Score -984716.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 5963 members Entering Unmasked Estep Score: -975798.937500 Penalty: 4658.760254 Iteration 0F: 3 clusters Score -975798.9 nChanged 4986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 5983 members Entering Unmasked Estep Score: -978445.687500 Penalty: 4658.760254 Iteration 1F: 3 clusters Score -978445.7 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -978777.750000 Penalty: 4658.760254 Iteration 2F: 3 clusters Score -978777.8 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -979055.937500 Penalty: 4658.760254 Iteration 3F: 3 clusters Score -979055.9 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6163 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -979321.750000 Penalty: 4658.760254 Iteration 4Q: 3 clusters Score -979321.8 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -979595.875000 Penalty: 4658.760254 Iteration 5Q: 3 clusters Score -979595.9 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -979908.750000 Penalty: 4658.760254 Iteration 6Q: 3 clusters Score -979908.8 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -980179.000000 Penalty: 4658.760254 Iteration 7Q: 3 clusters Score -980179 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 5509 members Entering Unmasked Estep Score: -980457.625000 Penalty: 4658.760254 Iteration 8Q: 3 clusters Score -980457.6 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6600 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -980731.750000 Penalty: 4658.760254 Iteration 9Q: 3 clusters Score -980731.8 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -980985.625000 Penalty: 4658.760254 Iteration 10Q: 3 clusters Score -980985.6 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6913 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -981230.812500 Penalty: 4658.760254 Iteration 11Q: 3 clusters Score -981230.8 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -981417.812500 Penalty: 4658.760254 Iteration 12Q: 3 clusters Score -981417.8 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -981560.562500 Penalty: 4658.760254 Iteration 13Q: 3 clusters Score -981560.6 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7375 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -981678.062500 Penalty: 4658.760254 Iteration 14Q: 3 clusters Score -981678.1 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -981780.687500 Penalty: 4658.760254 Iteration 15Q: 3 clusters Score -981780.7 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7611 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -981863.625000 Penalty: 4658.760254 Iteration 16Q: 3 clusters Score -981863.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7715 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -981929.812500 Penalty: 4658.760254 Iteration 17Q: 3 clusters Score -981929.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7819 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -981993.687500 Penalty: 4658.760254 Iteration 18Q: 3 clusters Score -981993.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7917 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -982055.625000 Penalty: 4658.760254 Iteration 19Q: 3 clusters Score -982055.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8020 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -982108.000000 Penalty: 4658.760254 Iteration 20F: 3 clusters Score -982108 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8123 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -982155.812500 Penalty: 4658.760254 Iteration 21Q: 3 clusters Score -982155.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8235 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -982202.500000 Penalty: 4658.760254 Iteration 22Q: 3 clusters Score -982202.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8352 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -982252.500000 Penalty: 4658.760254 Iteration 23Q: 3 clusters Score -982252.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8464 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -982293.187500 Penalty: 4658.760254 Iteration 24Q: 3 clusters Score -982293.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -982333.875000 Penalty: 4658.760254 Iteration 25Q: 3 clusters Score -982333.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -982384.187500 Penalty: 4658.760254 Iteration 26Q: 3 clusters Score -982384.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8786 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -982427.625000 Penalty: 4658.760254 Iteration 27Q: 3 clusters Score -982427.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8876 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -982457.875000 Penalty: 4658.760254 Iteration 28Q: 3 clusters Score -982457.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8969 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -982496.250000 Penalty: 4658.760254 Iteration 29Q: 3 clusters Score -982496.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9073 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -982535.187500 Penalty: 4658.760254 Iteration 30Q: 3 clusters Score -982535.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9183 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -982573.625000 Penalty: 4658.760254 Iteration 31Q: 3 clusters Score -982573.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9276 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -982610.687500 Penalty: 4658.760254 Iteration 32Q: 3 clusters Score -982610.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9371 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -982649.750000 Penalty: 4658.760254 Iteration 33Q: 3 clusters Score -982649.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9479 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -982697.687500 Penalty: 4658.760254 Iteration 34Q: 3 clusters Score -982697.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9569 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -982734.875000 Penalty: 4658.760254 Iteration 35Q: 3 clusters Score -982734.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9677 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -982772.312500 Penalty: 4658.760254 Iteration 36Q: 3 clusters Score -982772.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9776 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -982814.562500 Penalty: 4658.760254 Iteration 37Q: 3 clusters Score -982814.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9863 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -982842.375000 Penalty: 4658.760254 Iteration 38Q: 3 clusters Score -982842.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9952 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -982879.437500 Penalty: 4658.760254 Iteration 39Q: 3 clusters Score -982879.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10035 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -982915.812500 Penalty: 4658.760254 Iteration 40F: 3 clusters Score -982915.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10110 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -982947.812500 Penalty: 4658.760254 Iteration 41Q: 3 clusters Score -982947.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10188 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -982974.562500 Penalty: 4658.760254 Iteration 42Q: 3 clusters Score -982974.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10237 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -982996.250000 Penalty: 4658.760254 Iteration 43Q: 3 clusters Score -982996.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10293 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -983016.437500 Penalty: 4658.760254 Iteration 44Q: 3 clusters Score -983016.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10329 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -983031.562500 Penalty: 4658.760254 Iteration 45Q: 3 clusters Score -983031.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10374 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -983051.125000 Penalty: 4658.760254 Iteration 46Q: 3 clusters Score -983051.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10405 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -983061.312500 Penalty: 4658.760254 Iteration 47Q: 3 clusters Score -983061.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10435 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -983071.000000 Penalty: 4658.760254 Iteration 48Q: 3 clusters Score -983071 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10465 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -983082.562500 Penalty: 4658.760254 Iteration 49Q: 3 clusters Score -983082.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10494 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -983096.000000 Penalty: 4658.760254 Iteration 50Q: 3 clusters Score -983096 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10528 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -983109.312500 Penalty: 4658.760254 Iteration 51Q: 3 clusters Score -983109.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10554 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -983119.375000 Penalty: 4658.760254 Iteration 52Q: 3 clusters Score -983119.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10573 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -983124.062500 Penalty: 4658.760254 Iteration 53Q: 3 clusters Score -983124.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10584 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -983130.500000 Penalty: 4658.760254 Iteration 54Q: 3 clusters Score -983130.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10593 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -983133.250000 Penalty: 4658.760254 Iteration 55Q: 3 clusters Score -983133.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10599 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -983135.437500 Penalty: 4658.760254 Iteration 56Q: 3 clusters Score -983135.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10608 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -983136.062500 Penalty: 4658.760254 Iteration 57Q: 3 clusters Score -983136.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10616 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -983138.750000 Penalty: 4658.760254 Iteration 58Q: 3 clusters Score -983138.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10623 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -983140.625000 Penalty: 4658.760254 Iteration 59Q: 3 clusters Score -983140.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10627 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -983141.562500 Penalty: 4658.760254 Iteration 60F: 3 clusters Score -983141.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10628 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -983141.937500 Penalty: 4658.760254 Iteration 61Q: 3 clusters Score -983141.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10629 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -983142.312500 Penalty: 4658.760254 Iteration 62Q: 3 clusters Score -983142.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10629 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -983143.937500 Penalty: 4658.760254 Iteration 63Q: 3 clusters Score -983143.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10631 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -983141.750000 Penalty: 4658.760254 Iteration 64Q: 3 clusters Score -983141.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10632 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -983141.687500 Penalty: 4658.760254 Iteration 65Q: 3 clusters Score -983141.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10635 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -983143.062500 Penalty: 4658.760254 Iteration 66Q: 3 clusters Score -983143.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10640 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -983144.812500 Penalty: 4658.760254 Iteration 67Q: 3 clusters Score -983144.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10642 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -983144.625000 Penalty: 4658.760254 Iteration 68Q: 3 clusters Score -983144.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10644 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -983146.375000 Penalty: 4658.760254 Iteration 69Q: 3 clusters Score -983146.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10646 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -983145.437500 Penalty: 4658.760254 Iteration 70Q: 3 clusters Score -983145.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10649 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -983146.625000 Penalty: 4658.760254 Iteration 71Q: 3 clusters Score -983146.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10650 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -983148.500000 Penalty: 4658.760254 Iteration 72Q: 3 clusters Score -983148.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10653 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -983150.187500 Penalty: 4658.760254 Iteration 73Q: 3 clusters Score -983150.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10655 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -983149.687500 Penalty: 4658.760254 Iteration 74Q: 3 clusters Score -983149.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10660 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -983149.562500 Penalty: 4658.760254 Iteration 75Q: 3 clusters Score -983149.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10663 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -983149.250000 Penalty: 4658.760254 Iteration 76Q: 3 clusters Score -983149.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10663 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -983151.062500 Penalty: 4658.760254 Iteration 77Q: 3 clusters Score -983151.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10666 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -983150.750000 Penalty: 4658.760254 Iteration 78Q: 3 clusters Score -983150.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10670 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -983151.812500 Penalty: 4658.760254 Iteration 79Q: 3 clusters Score -983151.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10674 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -983152.062500 Penalty: 4658.760254 Iteration 80F: 3 clusters Score -983152.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10678 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -983152.937500 Penalty: 4658.760254 Iteration 81Q: 3 clusters Score -983152.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10679 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -983154.937500 Penalty: 4658.760254 Iteration 82Q: 3 clusters Score -983154.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10679 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -983154.937500 Penalty: 4658.760254 Iteration 83F: 3 clusters Score -983154.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (10814 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10814 members Entering Unmasked Estep Score: -1000814.375000 Penalty: 2303.572021 Iteration 0F: 2 clusters Score -1000814 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5269 members Mstep: Class 2 contains 5545 members Entering Unmasked Estep Score: -992658.812500 Penalty: 4607.144043 Iteration 0F: 3 clusters Score -992658.8 nChanged 4517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -995171.000000 Penalty: 4607.144043 Iteration 1F: 3 clusters Score -995171 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -995564.312500 Penalty: 4607.144043 Iteration 2F: 3 clusters Score -995564.3 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -995908.312500 Penalty: 4607.144043 Iteration 3F: 3 clusters Score -995908.3 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -996266.750000 Penalty: 4607.144043 Iteration 4F: 3 clusters Score -996266.8 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 7062 members Entering Unmasked Estep Score: -996718.500000 Penalty: 4607.144043 Iteration 5F: 3 clusters Score -996718.5 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 7545 members Entering Unmasked Estep Score: -997322.687500 Penalty: 4607.144043 Iteration 6F: 3 clusters Score -997322.7 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 8093 members Entering Unmasked Estep Score: -997982.000000 Penalty: 4607.144043 Iteration 7F: 3 clusters Score -997982 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 8658 members Entering Unmasked Estep Score: -998595.750000 Penalty: 4607.144043 Iteration 8F: 3 clusters Score -998595.8 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 9122 members Entering Unmasked Estep Score: -999079.750000 Penalty: 4607.144043 Iteration 9Q: 3 clusters Score -999079.8 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 9464 members Entering Unmasked Estep Score: -999412.312500 Penalty: 4607.144043 Iteration 10Q: 3 clusters Score -999412.3 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 9711 members Entering Unmasked Estep Score: -999637.562500 Penalty: 4607.144043 Iteration 11Q: 3 clusters Score -999637.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 9870 members Entering Unmasked Estep Score: -999753.187500 Penalty: 4607.144043 Iteration 12Q: 3 clusters Score -999753.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 9954 members Entering Unmasked Estep Score: -999809.625000 Penalty: 4607.144043 Iteration 13Q: 3 clusters Score -999809.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 10003 members Entering Unmasked Estep Score: -999845.062500 Penalty: 4607.144043 Iteration 14Q: 3 clusters Score -999845.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 10040 members Entering Unmasked Estep Score: -999868.312500 Penalty: 4607.144043 Iteration 15Q: 3 clusters Score -999868.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 10070 members Entering Unmasked Estep Score: -999890.937500 Penalty: 4607.144043 Iteration 16Q: 3 clusters Score -999890.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 10097 members Entering Unmasked Estep Score: -999908.937500 Penalty: 4607.144043 Iteration 17Q: 3 clusters Score -999908.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 10118 members Entering Unmasked Estep Score: -999918.812500 Penalty: 4607.144043 Iteration 18Q: 3 clusters Score -999918.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 10128 members Entering Unmasked Estep Score: -999925.562500 Penalty: 4607.144043 Iteration 19Q: 3 clusters Score -999925.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 10133 members Entering Unmasked Estep Score: -999927.750000 Penalty: 4607.144043 Iteration 20F: 3 clusters Score -999927.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 10138 members Entering Unmasked Estep Score: -999931.250000 Penalty: 4607.144043 Iteration 21Q: 3 clusters Score -999931.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 10143 members Entering Unmasked Estep Score: -999935.500000 Penalty: 4607.144043 Iteration 22Q: 3 clusters Score -999935.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 10146 members Entering Unmasked Estep Score: -999938.687500 Penalty: 4607.144043 Iteration 23Q: 3 clusters Score -999938.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 10146 members Entering Unmasked Estep Score: -999939.437500 Penalty: 4607.144043 Iteration 24Q: 3 clusters Score -999939.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 10148 members Entering Unmasked Estep Score: -999943.000000 Penalty: 4607.144043 Iteration 25Q: 3 clusters Score -999943 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 10150 members Entering Unmasked Estep Score: -999943.687500 Penalty: 4607.144043 Iteration 26Q: 3 clusters Score -999943.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 10151 members Entering Unmasked Estep Score: -999945.375000 Penalty: 4607.144043 Iteration 27Q: 3 clusters Score -999945.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 10153 members Entering Unmasked Estep Score: -999942.812500 Penalty: 4607.144043 Iteration 28Q: 3 clusters Score -999942.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 10153 members Entering Unmasked Estep Score: -999942.812500 Penalty: 4607.144043 Iteration 29F: 3 clusters Score -999942.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (326615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326615 members Entering Unmasked Estep Score: -29740106.000000 Penalty: 3148.741211 Iteration 0F: 2 clusters Score -2.974011e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163700 members Mstep: Class 2 contains 162915 members Entering Unmasked Estep Score: -29521684.000000 Penalty: 6297.482422 Iteration 0F: 3 clusters Score -2.952168e+07 nChanged 158448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171734 members Mstep: Class 2 contains 154881 members Entering Unmasked Estep Score: -29615920.000000 Penalty: 6297.482422 Iteration 1F: 3 clusters Score -2.961592e+07 nChanged 9804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177934 members Mstep: Class 2 contains 148681 members Entering Unmasked Estep Score: -29618138.000000 Penalty: 6297.482422 Iteration 2Q: 3 clusters Score -2.961814e+07 nChanged 12708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187882 members Mstep: Class 2 contains 138733 members Entering Unmasked Estep Score: -29622944.000000 Penalty: 6297.482422 Iteration 3Q: 3 clusters Score -2.962294e+07 nChanged 17389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203089 members Mstep: Class 2 contains 123526 members Entering Unmasked Estep Score: -29631310.000000 Penalty: 6297.482422 Iteration 4F: 3 clusters Score -2.963131e+07 nChanged 23390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224915 members Mstep: Class 2 contains 101700 members Entering Unmasked Estep Score: -29646434.000000 Penalty: 6297.482422 Iteration 5F: 3 clusters Score -2.964643e+07 nChanged 28321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252326 members Mstep: Class 2 contains 74289 members Entering Unmasked Estep Score: -29669658.000000 Penalty: 6297.482422 Iteration 6F: 3 clusters Score -2.966966e+07 nChanged 28380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280346 members Mstep: Class 2 contains 46269 members Entering Unmasked Estep Score: -29695748.000000 Penalty: 6297.482422 Iteration 7F: 3 clusters Score -2.969575e+07 nChanged 22322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302584 members Mstep: Class 2 contains 24031 members Entering Unmasked Estep Score: -29716262.000000 Penalty: 6297.482422 Iteration 8F: 3 clusters Score -2.971626e+07 nChanged 13522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316092 members Mstep: Class 2 contains 10523 members Entering Unmasked Estep Score: -29728856.000000 Penalty: 6297.482422 Iteration 9Q: 3 clusters Score -2.972886e+07 nChanged 6308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322398 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -29733900.000000 Penalty: 6297.482422 Iteration 10Q: 3 clusters Score -2.97339e+07 nChanged 2481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324877 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -29736110.000000 Penalty: 6297.482422 Iteration 11Q: 3 clusters Score -2.973611e+07 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325750 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -29736838.000000 Penalty: 6297.482422 Iteration 12Q: 3 clusters Score -2.973684e+07 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326042 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -29737164.000000 Penalty: 6297.482422 Iteration 13Q: 3 clusters Score -2.973716e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326153 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -29737260.000000 Penalty: 6297.482422 Iteration 14Q: 3 clusters Score -2.973726e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326201 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -29737362.000000 Penalty: 6297.482422 Iteration 15Q: 3 clusters Score -2.973736e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326219 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -29737386.000000 Penalty: 6297.482422 Iteration 16Q: 3 clusters Score -2.973739e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326232 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -29737428.000000 Penalty: 6297.482422 Iteration 17Q: 3 clusters Score -2.973743e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326241 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -29737462.000000 Penalty: 6297.482422 Iteration 18Q: 3 clusters Score -2.973746e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326251 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -29737498.000000 Penalty: 6297.482422 Iteration 19Q: 3 clusters Score -2.97375e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326258 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -29737500.000000 Penalty: 6297.482422 Iteration 20F: 3 clusters Score -2.97375e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326260 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -29737534.000000 Penalty: 6297.482422 Iteration 21Q: 3 clusters Score -2.973753e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326264 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -29737546.000000 Penalty: 6297.482422 Iteration 22Q: 3 clusters Score -2.973755e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326265 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -29737552.000000 Penalty: 6297.482422 Iteration 23Q: 3 clusters Score -2.973755e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326268 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -29737564.000000 Penalty: 6297.482422 Iteration 24Q: 3 clusters Score -2.973756e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326263 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -29737562.000000 Penalty: 6297.482422 Iteration 25Q: 3 clusters Score -2.973756e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326261 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -29737560.000000 Penalty: 6297.482422 Iteration 26Q: 3 clusters Score -2.973756e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326263 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -29737596.000000 Penalty: 6297.482422 Iteration 27Q: 3 clusters Score -2.97376e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326268 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -29737606.000000 Penalty: 6297.482422 Iteration 28Q: 3 clusters Score -2.973761e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326266 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -29737602.000000 Penalty: 6297.482422 Iteration 29Q: 3 clusters Score -2.97376e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326266 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -29737580.000000 Penalty: 6297.482422 Iteration 30Q: 3 clusters Score -2.973758e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326264 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -29737584.000000 Penalty: 6297.482422 Iteration 31Q: 3 clusters Score -2.973758e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326266 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -29737578.000000 Penalty: 6297.482422 Iteration 32Q: 3 clusters Score -2.973758e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326267 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -29737586.000000 Penalty: 6297.482422 Iteration 33Q: 3 clusters Score -2.973759e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326267 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -29737576.000000 Penalty: 6297.482422 Iteration 34Q: 3 clusters Score -2.973758e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326270 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -29737596.000000 Penalty: 6297.482422 Iteration 35Q: 3 clusters Score -2.97376e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326270 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -29737600.000000 Penalty: 6297.482422 Iteration 36Q: 3 clusters Score -2.97376e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326271 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -29737600.000000 Penalty: 6297.482422 Iteration 37Q: 3 clusters Score -2.97376e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326268 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -29737602.000000 Penalty: 6297.482422 Iteration 38Q: 3 clusters Score -2.97376e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326270 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -29737612.000000 Penalty: 6297.482422 Iteration 39Q: 3 clusters Score -2.973761e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326271 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -29737620.000000 Penalty: 6297.482422 Iteration 40F: 3 clusters Score -2.973762e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326269 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -29737614.000000 Penalty: 6297.482422 Iteration 41Q: 3 clusters Score -2.973761e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326269 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -29737614.000000 Penalty: 6297.482422 Iteration 42F: 3 clusters Score -2.973761e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (6172 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Entering Unmasked Estep Score: -530790.312500 Penalty: 2164.489014 Iteration 0F: 2 clusters Score -530790.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -525535.875000 Penalty: 4328.978027 Iteration 0F: 3 clusters Score -525535.9 nChanged 2429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -526843.750000 Penalty: 4328.978027 Iteration 1F: 3 clusters Score -526843.8 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -527077.250000 Penalty: 4328.978027 Iteration 2F: 3 clusters Score -527077.2 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -527230.812500 Penalty: 4328.978027 Iteration 3Q: 3 clusters Score -527230.8 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -527370.750000 Penalty: 4328.978027 Iteration 4Q: 3 clusters Score -527370.8 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -527500.375000 Penalty: 4328.978027 Iteration 5Q: 3 clusters Score -527500.4 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -527628.750000 Penalty: 4328.978027 Iteration 6Q: 3 clusters Score -527628.8 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -527770.875000 Penalty: 4328.978027 Iteration 7Q: 3 clusters Score -527770.9 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -527935.500000 Penalty: 4328.978027 Iteration 8Q: 3 clusters Score -527935.5 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -528129.250000 Penalty: 4328.978027 Iteration 9Q: 3 clusters Score -528129.2 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -528305.812500 Penalty: 4328.978027 Iteration 10Q: 3 clusters Score -528305.8 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -528475.250000 Penalty: 4328.978027 Iteration 11Q: 3 clusters Score -528475.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -528621.750000 Penalty: 4328.978027 Iteration 12Q: 3 clusters Score -528621.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5553 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -528734.687500 Penalty: 4328.978027 Iteration 13Q: 3 clusters Score -528734.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -528796.625000 Penalty: 4328.978027 Iteration 14Q: 3 clusters Score -528796.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5679 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -528848.000000 Penalty: 4328.978027 Iteration 15Q: 3 clusters Score -528848 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5731 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -528898.750000 Penalty: 4328.978027 Iteration 16Q: 3 clusters Score -528898.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5763 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -528937.812500 Penalty: 4328.978027 Iteration 17Q: 3 clusters Score -528937.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -528961.562500 Penalty: 4328.978027 Iteration 18Q: 3 clusters Score -528961.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5782 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -528971.250000 Penalty: 4328.978027 Iteration 19Q: 3 clusters Score -528971.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -528977.250000 Penalty: 4328.978027 Iteration 20F: 3 clusters Score -528977.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -528986.625000 Penalty: 4328.978027 Iteration 21Q: 3 clusters Score -528986.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -528987.562500 Penalty: 4328.978027 Iteration 22Q: 3 clusters Score -528987.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -528991.187500 Penalty: 4328.978027 Iteration 23Q: 3 clusters Score -528991.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -528994.250000 Penalty: 4328.978027 Iteration 24Q: 3 clusters Score -528994.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -528994.875000 Penalty: 4328.978027 Iteration 25Q: 3 clusters Score -528994.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -528996.062500 Penalty: 4328.978027 Iteration 26Q: 3 clusters Score -528996.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -528996.062500 Penalty: 4328.978027 Iteration 27F: 3 clusters Score -528996.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (8080 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8080 members Entering Unmasked Estep Score: -688127.562500 Penalty: 2231.292480 Iteration 0F: 2 clusters Score -688127.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -681718.187500 Penalty: 4462.584961 Iteration 0F: 3 clusters Score -681718.2 nChanged 3244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -683444.687500 Penalty: 4462.584961 Iteration 1F: 3 clusters Score -683444.7 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -683777.187500 Penalty: 4462.584961 Iteration 2F: 3 clusters Score -683777.2 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 4418 members Entering Unmasked Estep Score: -684050.937500 Penalty: 4462.584961 Iteration 3F: 3 clusters Score -684050.9 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -684310.250000 Penalty: 4462.584961 Iteration 4Q: 3 clusters Score -684310.2 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -684555.750000 Penalty: 4462.584961 Iteration 5Q: 3 clusters Score -684555.8 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -684793.937500 Penalty: 4462.584961 Iteration 6Q: 3 clusters Score -684793.9 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -685008.937500 Penalty: 4462.584961 Iteration 7Q: 3 clusters Score -685008.9 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -685218.625000 Penalty: 4462.584961 Iteration 8Q: 3 clusters Score -685218.6 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -685437.812500 Penalty: 4462.584961 Iteration 9Q: 3 clusters Score -685437.8 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -685685.500000 Penalty: 4462.584961 Iteration 10Q: 3 clusters Score -685685.5 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -685917.500000 Penalty: 4462.584961 Iteration 11Q: 3 clusters Score -685917.5 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -686140.812500 Penalty: 4462.584961 Iteration 12Q: 3 clusters Score -686140.8 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -686312.625000 Penalty: 4462.584961 Iteration 13Q: 3 clusters Score -686312.6 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 5260 members Entering Unmasked Estep Score: -686443.812500 Penalty: 4462.584961 Iteration 14Q: 3 clusters Score -686443.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -686545.437500 Penalty: 4462.584961 Iteration 15Q: 3 clusters Score -686545.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 5144 members Entering Unmasked Estep Score: -686652.375000 Penalty: 4462.584961 Iteration 16Q: 3 clusters Score -686652.4 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -686741.250000 Penalty: 4462.584961 Iteration 17Q: 3 clusters Score -686741.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 4979 members Entering Unmasked Estep Score: -686815.562500 Penalty: 4462.584961 Iteration 18Q: 3 clusters Score -686815.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -686873.062500 Penalty: 4462.584961 Iteration 19Q: 3 clusters Score -686873.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -686924.250000 Penalty: 4462.584961 Iteration 20F: 3 clusters Score -686924.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -686971.125000 Penalty: 4462.584961 Iteration 21Q: 3 clusters Score -686971.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -687014.875000 Penalty: 4462.584961 Iteration 22Q: 3 clusters Score -687014.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -687059.437500 Penalty: 4462.584961 Iteration 23Q: 3 clusters Score -687059.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -687102.062500 Penalty: 4462.584961 Iteration 24Q: 3 clusters Score -687102.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -687140.562500 Penalty: 4462.584961 Iteration 25Q: 3 clusters Score -687140.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -687175.312500 Penalty: 4462.584961 Iteration 26Q: 3 clusters Score -687175.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -687199.437500 Penalty: 4462.584961 Iteration 27Q: 3 clusters Score -687199.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -687222.562500 Penalty: 4462.584961 Iteration 28Q: 3 clusters Score -687222.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -687247.312500 Penalty: 4462.584961 Iteration 29Q: 3 clusters Score -687247.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -687273.000000 Penalty: 4462.584961 Iteration 30Q: 3 clusters Score -687273 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -687293.187500 Penalty: 4462.584961 Iteration 31Q: 3 clusters Score -687293.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -687306.812500 Penalty: 4462.584961 Iteration 32Q: 3 clusters Score -687306.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -687321.125000 Penalty: 4462.584961 Iteration 33Q: 3 clusters Score -687321.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -687331.000000 Penalty: 4462.584961 Iteration 34Q: 3 clusters Score -687331 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -687340.375000 Penalty: 4462.584961 Iteration 35Q: 3 clusters Score -687340.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -687346.500000 Penalty: 4462.584961 Iteration 36Q: 3 clusters Score -687346.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -687350.187500 Penalty: 4462.584961 Iteration 37Q: 3 clusters Score -687350.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -687353.750000 Penalty: 4462.584961 Iteration 38Q: 3 clusters Score -687353.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -687353.937500 Penalty: 4462.584961 Iteration 39Q: 3 clusters Score -687353.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -687356.312500 Penalty: 4462.584961 Iteration 40F: 3 clusters Score -687356.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -687357.187500 Penalty: 4462.584961 Iteration 41Q: 3 clusters Score -687357.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -687360.500000 Penalty: 4462.584961 Iteration 42Q: 3 clusters Score -687360.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -687362.250000 Penalty: 4462.584961 Iteration 43Q: 3 clusters Score -687362.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -687363.750000 Penalty: 4462.584961 Iteration 44Q: 3 clusters Score -687363.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -687365.062500 Penalty: 4462.584961 Iteration 45Q: 3 clusters Score -687365.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -687366.062500 Penalty: 4462.584961 Iteration 46Q: 3 clusters Score -687366.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -687366.187500 Penalty: 4462.584961 Iteration 47Q: 3 clusters Score -687366.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -687366.062500 Penalty: 4462.584961 Iteration 48Q: 3 clusters Score -687366.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -687367.000000 Penalty: 4462.584961 Iteration 49Q: 3 clusters Score -687367 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -687367.000000 Penalty: 4462.584961 Iteration 50F: 3 clusters Score -687367 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (244249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244249 members Entering Unmasked Estep Score: -22161718.000000 Penalty: 3076.674072 Iteration 0F: 2 clusters Score -2.216172e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122470 members Mstep: Class 2 contains 121779 members Entering Unmasked Estep Score: -21997472.000000 Penalty: 6153.348145 Iteration 0F: 3 clusters Score -2.199747e+07 nChanged 118186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127766 members Mstep: Class 2 contains 116483 members Entering Unmasked Estep Score: -22069074.000000 Penalty: 6153.348145 Iteration 1F: 3 clusters Score -2.206907e+07 nChanged 9104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131678 members Mstep: Class 2 contains 112571 members Entering Unmasked Estep Score: -22072344.000000 Penalty: 6153.348145 Iteration 2Q: 3 clusters Score -2.207234e+07 nChanged 10997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137891 members Mstep: Class 2 contains 106358 members Entering Unmasked Estep Score: -22076948.000000 Penalty: 6153.348145 Iteration 3Q: 3 clusters Score -2.207695e+07 nChanged 13262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147449 members Mstep: Class 2 contains 96800 members Entering Unmasked Estep Score: -22083626.000000 Penalty: 6153.348145 Iteration 4F: 3 clusters Score -2.208363e+07 nChanged 16177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161256 members Mstep: Class 2 contains 82993 members Entering Unmasked Estep Score: -22093940.000000 Penalty: 6153.348145 Iteration 5F: 3 clusters Score -2.209394e+07 nChanged 18729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178733 members Mstep: Class 2 contains 65516 members Entering Unmasked Estep Score: -22109178.000000 Penalty: 6153.348145 Iteration 6F: 3 clusters Score -2.210918e+07 nChanged 19405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197622 members Mstep: Class 2 contains 46627 members Entering Unmasked Estep Score: -22127358.000000 Penalty: 6153.348145 Iteration 7F: 3 clusters Score -2.212736e+07 nChanged 15647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212987 members Mstep: Class 2 contains 31262 members Entering Unmasked Estep Score: -22143592.000000 Penalty: 6153.348145 Iteration 8F: 3 clusters Score -2.214359e+07 nChanged 9426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222013 members Mstep: Class 2 contains 22236 members Entering Unmasked Estep Score: -22152696.000000 Penalty: 6153.348145 Iteration 9Q: 3 clusters Score -2.21527e+07 nChanged 5317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226990 members Mstep: Class 2 contains 17259 members Entering Unmasked Estep Score: -22156538.000000 Penalty: 6153.348145 Iteration 10Q: 3 clusters Score -2.215654e+07 nChanged 3229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230127 members Mstep: Class 2 contains 14122 members Entering Unmasked Estep Score: -22158562.000000 Penalty: 6153.348145 Iteration 11Q: 3 clusters Score -2.215856e+07 nChanged 2257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232370 members Mstep: Class 2 contains 11879 members Entering Unmasked Estep Score: -22159608.000000 Penalty: 6153.348145 Iteration 12Q: 3 clusters Score -2.215961e+07 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233950 members Mstep: Class 2 contains 10299 members Entering Unmasked Estep Score: -22160266.000000 Penalty: 6153.348145 Iteration 13Q: 3 clusters Score -2.216027e+07 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235121 members Mstep: Class 2 contains 9128 members Entering Unmasked Estep Score: -22160720.000000 Penalty: 6153.348145 Iteration 14Q: 3 clusters Score -2.216072e+07 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236027 members Mstep: Class 2 contains 8222 members Entering Unmasked Estep Score: -22161038.000000 Penalty: 6153.348145 Iteration 15Q: 3 clusters Score -2.216104e+07 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236718 members Mstep: Class 2 contains 7531 members Entering Unmasked Estep Score: -22161240.000000 Penalty: 6153.348145 Iteration 16Q: 3 clusters Score -2.216124e+07 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237267 members Mstep: Class 2 contains 6982 members Entering Unmasked Estep Score: -22161414.000000 Penalty: 6153.348145 Iteration 17Q: 3 clusters Score -2.216141e+07 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237733 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -22161462.000000 Penalty: 6153.348145 Iteration 18Q: 3 clusters Score -2.216146e+07 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238113 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -22161524.000000 Penalty: 6153.348145 Iteration 19Q: 3 clusters Score -2.216152e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238388 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -22161574.000000 Penalty: 6153.348145 Iteration 20F: 3 clusters Score -2.216157e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238604 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -22161590.000000 Penalty: 6153.348145 Iteration 21Q: 3 clusters Score -2.216159e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238762 members Mstep: Class 2 contains 5487 members Entering Unmasked Estep Score: -22161624.000000 Penalty: 6153.348145 Iteration 22Q: 3 clusters Score -2.216162e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238880 members Mstep: Class 2 contains 5369 members Entering Unmasked Estep Score: -22161676.000000 Penalty: 6153.348145 Iteration 23Q: 3 clusters Score -2.216168e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238979 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -22161688.000000 Penalty: 6153.348145 Iteration 24Q: 3 clusters Score -2.216169e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239049 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -22161682.000000 Penalty: 6153.348145 Iteration 25Q: 3 clusters Score -2.216168e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239107 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -22161680.000000 Penalty: 6153.348145 Iteration 26Q: 3 clusters Score -2.216168e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239160 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -22161720.000000 Penalty: 6153.348145 Iteration 27Q: 3 clusters Score -2.216172e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239211 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -22161682.000000 Penalty: 6153.348145 Iteration 28Q: 3 clusters Score -2.216168e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239264 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -22161720.000000 Penalty: 6153.348145 Iteration 29Q: 3 clusters Score -2.216172e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239299 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -22161708.000000 Penalty: 6153.348145 Iteration 30Q: 3 clusters Score -2.216171e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239323 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -22161692.000000 Penalty: 6153.348145 Iteration 31Q: 3 clusters Score -2.216169e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239343 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -22161700.000000 Penalty: 6153.348145 Iteration 32Q: 3 clusters Score -2.21617e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239361 members Mstep: Class 2 contains 4888 members Entering Unmasked Estep Score: -22161696.000000 Penalty: 6153.348145 Iteration 33Q: 3 clusters Score -2.21617e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239369 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -22161716.000000 Penalty: 6153.348145 Iteration 34Q: 3 clusters Score -2.216172e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239384 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -22161702.000000 Penalty: 6153.348145 Iteration 35Q: 3 clusters Score -2.21617e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239394 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -22161694.000000 Penalty: 6153.348145 Iteration 36Q: 3 clusters Score -2.216169e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239404 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -22161702.000000 Penalty: 6153.348145 Iteration 37Q: 3 clusters Score -2.21617e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239410 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -22161726.000000 Penalty: 6153.348145 Iteration 38Q: 3 clusters Score -2.216173e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239416 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -22161736.000000 Penalty: 6153.348145 Iteration 39Q: 3 clusters Score -2.216174e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239420 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -22161722.000000 Penalty: 6153.348145 Iteration 40F: 3 clusters Score -2.216172e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239421 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -22161730.000000 Penalty: 6153.348145 Iteration 41Q: 3 clusters Score -2.216173e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239422 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -22161722.000000 Penalty: 6153.348145 Iteration 42Q: 3 clusters Score -2.216172e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239422 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -22161722.000000 Penalty: 6153.348145 Iteration 43F: 3 clusters Score -2.216172e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 1487 members Mstep: Class 3 contains 11541 members Mstep: Class 4 contains 24710 members Mstep: Class 5 contains 15343 members Mstep: Class 6 contains 1440 members Mstep: Class 8 contains 12000 members Mstep: Class 9 contains 10814 members Mstep: Class 11 contains 326615 members Mstep: Class 12 contains 6172 members Mstep: Class 13 contains 8080 members Mstep: Class 16 contains 239422 members Mstep: Class 17 contains 73674 members Mstep: Class 18 contains 13719 members Mstep: Class 19 contains 1311 members Mstep: Class 20 contains 1765 members Mstep: Class 21 contains 21873 members Entering Unmasked Estep Score: -68863512.000000 Penalty: 57171.062500 Splitting cluster 16 changes total score from -68863232.000000 to -68863512.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 17 (73674 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73674 members Entering Unmasked Estep Score: -6612115.000000 Penalty: 2779.436523 Iteration 0F: 2 clusters Score -6612115 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37007 members Mstep: Class 2 contains 36667 members Entering Unmasked Estep Score: -6563266.500000 Penalty: 5558.873047 Iteration 0F: 3 clusters Score -6563266 nChanged 34254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39571 members Mstep: Class 2 contains 34103 members Entering Unmasked Estep Score: -6582975.000000 Penalty: 5558.873047 Iteration 1F: 3 clusters Score -6582975 nChanged 4070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41613 members Mstep: Class 2 contains 32061 members Entering Unmasked Estep Score: -6585626.000000 Penalty: 5558.873047 Iteration 2F: 3 clusters Score -6585626 nChanged 5657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44686 members Mstep: Class 2 contains 28988 members Entering Unmasked Estep Score: -6590869.500000 Penalty: 5558.873047 Iteration 3F: 3 clusters Score -6590870 nChanged 6971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48945 members Mstep: Class 2 contains 24729 members Entering Unmasked Estep Score: -6597416.500000 Penalty: 5558.873047 Iteration 4F: 3 clusters Score -6597416 nChanged 6828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53629 members Mstep: Class 2 contains 20045 members Entering Unmasked Estep Score: -6603117.000000 Penalty: 5558.873047 Iteration 5F: 3 clusters Score -6603117 nChanged 5184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57731 members Mstep: Class 2 contains 15943 members Entering Unmasked Estep Score: -6607340.500000 Penalty: 5558.873047 Iteration 6F: 3 clusters Score -6607340 nChanged 3587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60864 members Mstep: Class 2 contains 12810 members Entering Unmasked Estep Score: -6610834.500000 Penalty: 5558.873047 Iteration 7Q: 3 clusters Score -6610834 nChanged 2444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63040 members Mstep: Class 2 contains 10634 members Entering Unmasked Estep Score: -6614014.000000 Penalty: 5558.873047 Iteration 8Q: 3 clusters Score -6614014 nChanged 1565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64309 members Mstep: Class 2 contains 9365 members Entering Unmasked Estep Score: -6616220.000000 Penalty: 5558.873047 Iteration 9Q: 3 clusters Score -6616220 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65066 members Mstep: Class 2 contains 8608 members Entering Unmasked Estep Score: -6616870.500000 Penalty: 5558.873047 Iteration 10Q: 3 clusters Score -6616870 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65605 members Mstep: Class 2 contains 8069 members Entering Unmasked Estep Score: -6617123.000000 Penalty: 5558.873047 Iteration 11Q: 3 clusters Score -6617123 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65971 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -6617259.500000 Penalty: 5558.873047 Iteration 12Q: 3 clusters Score -6617260 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66236 members Mstep: Class 2 contains 7438 members Entering Unmasked Estep Score: -6617335.500000 Penalty: 5558.873047 Iteration 13Q: 3 clusters Score -6617336 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66440 members Mstep: Class 2 contains 7234 members Entering Unmasked Estep Score: -6617387.500000 Penalty: 5558.873047 Iteration 14Q: 3 clusters Score -6617388 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66591 members Mstep: Class 2 contains 7083 members Entering Unmasked Estep Score: -6617407.000000 Penalty: 5558.873047 Iteration 15Q: 3 clusters Score -6617407 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66712 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -6617438.500000 Penalty: 5558.873047 Iteration 16Q: 3 clusters Score -6617438 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66811 members Mstep: Class 2 contains 6863 members Entering Unmasked Estep Score: -6617439.500000 Penalty: 5558.873047 Iteration 17Q: 3 clusters Score -6617440 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66894 members Mstep: Class 2 contains 6780 members Entering Unmasked Estep Score: -6617460.500000 Penalty: 5558.873047 Iteration 18Q: 3 clusters Score -6617460 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66946 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -6617457.500000 Penalty: 5558.873047 Iteration 19Q: 3 clusters Score -6617458 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66988 members Mstep: Class 2 contains 6686 members Entering Unmasked Estep Score: -6617458.000000 Penalty: 5558.873047 Iteration 20F: 3 clusters Score -6617458 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67011 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -6617456.000000 Penalty: 5558.873047 Iteration 21Q: 3 clusters Score -6617456 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67030 members Mstep: Class 2 contains 6644 members Entering Unmasked Estep Score: -6617463.000000 Penalty: 5558.873047 Iteration 22Q: 3 clusters Score -6617463 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67043 members Mstep: Class 2 contains 6631 members Entering Unmasked Estep Score: -6617473.000000 Penalty: 5558.873047 Iteration 23Q: 3 clusters Score -6617473 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67052 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -6617469.000000 Penalty: 5558.873047 Iteration 24Q: 3 clusters Score -6617469 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67059 members Mstep: Class 2 contains 6615 members Entering Unmasked Estep Score: -6617475.500000 Penalty: 5558.873047 Iteration 25Q: 3 clusters Score -6617476 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67065 members Mstep: Class 2 contains 6609 members Entering Unmasked Estep Score: -6617480.000000 Penalty: 5558.873047 Iteration 26Q: 3 clusters Score -6617480 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67073 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -6617484.500000 Penalty: 5558.873047 Iteration 27Q: 3 clusters Score -6617484 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67082 members Mstep: Class 2 contains 6592 members Entering Unmasked Estep Score: -6617486.000000 Penalty: 5558.873047 Iteration 28Q: 3 clusters Score -6617486 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67087 members Mstep: Class 2 contains 6587 members Entering Unmasked Estep Score: -6617492.000000 Penalty: 5558.873047 Iteration 29Q: 3 clusters Score -6617492 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67090 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -6617488.500000 Penalty: 5558.873047 Iteration 30Q: 3 clusters Score -6617488 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67093 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -6617483.500000 Penalty: 5558.873047 Iteration 31Q: 3 clusters Score -6617484 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67093 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -6617483.500000 Penalty: 5558.873047 Iteration 32F: 3 clusters Score -6617484 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 1487 members Mstep: Class 3 contains 11541 members Mstep: Class 4 contains 24710 members Mstep: Class 5 contains 15343 members Mstep: Class 6 contains 1440 members Mstep: Class 7 contains 6581 members Mstep: Class 8 contains 12000 members Mstep: Class 9 contains 10814 members Mstep: Class 11 contains 326615 members Mstep: Class 12 contains 6172 members Mstep: Class 13 contains 8080 members Mstep: Class 16 contains 239422 members Mstep: Class 17 contains 67093 members Mstep: Class 18 contains 13719 members Mstep: Class 19 contains 1311 members Mstep: Class 20 contains 1765 members Mstep: Class 21 contains 21873 members Entering Unmasked Estep Score: -68868560.000000 Penalty: 60534.062500 Splitting cluster 17 changes total score from -68863232.000000 to -68868560.000000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 18 (13719 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13719 members Entering Unmasked Estep Score: -1267692.250000 Penalty: 2362.581055 Iteration 0F: 2 clusters Score -1267692 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 6841 members Entering Unmasked Estep Score: -1257631.000000 Penalty: 4725.162109 Iteration 0F: 3 clusters Score -1257631 nChanged 5825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7059 members Mstep: Class 2 contains 6660 members Entering Unmasked Estep Score: -1260755.375000 Penalty: 4725.162109 Iteration 1F: 3 clusters Score -1260755 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7145 members Mstep: Class 2 contains 6574 members Entering Unmasked Estep Score: -1261052.250000 Penalty: 4725.162109 Iteration 2F: 3 clusters Score -1261052 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7261 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -1261259.750000 Penalty: 4725.162109 Iteration 3Q: 3 clusters Score -1261260 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7432 members Mstep: Class 2 contains 6287 members Entering Unmasked Estep Score: -1261421.875000 Penalty: 4725.162109 Iteration 4Q: 3 clusters Score -1261422 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7632 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -1261550.750000 Penalty: 4725.162109 Iteration 5Q: 3 clusters Score -1261551 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7885 members Mstep: Class 2 contains 5834 members Entering Unmasked Estep Score: -1261694.250000 Penalty: 4725.162109 Iteration 6Q: 3 clusters Score -1261694 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8169 members Mstep: Class 2 contains 5550 members Entering Unmasked Estep Score: -1261839.875000 Penalty: 4725.162109 Iteration 7Q: 3 clusters Score -1261840 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8508 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -1262021.000000 Penalty: 4725.162109 Iteration 8Q: 3 clusters Score -1262021 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8952 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -1262247.750000 Penalty: 4725.162109 Iteration 9Q: 3 clusters Score -1262248 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9480 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -1262528.500000 Penalty: 4725.162109 Iteration 10Q: 3 clusters Score -1262528 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10050 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -1262890.500000 Penalty: 4725.162109 Iteration 11Q: 3 clusters Score -1262890 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10682 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -1263336.125000 Penalty: 4725.162109 Iteration 12Q: 3 clusters Score -1263336 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11335 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -1263850.750000 Penalty: 4725.162109 Iteration 13Q: 3 clusters Score -1263851 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11906 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -1264336.250000 Penalty: 4725.162109 Iteration 14Q: 3 clusters Score -1264336 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12377 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -1264737.000000 Penalty: 4725.162109 Iteration 15Q: 3 clusters Score -1264737 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12699 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -1265018.625000 Penalty: 4725.162109 Iteration 16Q: 3 clusters Score -1265019 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12900 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -1265204.500000 Penalty: 4725.162109 Iteration 17Q: 3 clusters Score -1265204 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13019 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -1265337.125000 Penalty: 4725.162109 Iteration 18Q: 3 clusters Score -1265337 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13118 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -1265438.375000 Penalty: 4725.162109 Iteration 19Q: 3 clusters Score -1265438 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13182 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -1265507.875000 Penalty: 4725.162109 Iteration 20F: 3 clusters Score -1265508 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13218 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -1265561.500000 Penalty: 4725.162109 Iteration 21Q: 3 clusters Score -1265562 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13245 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -1265591.875000 Penalty: 4725.162109 Iteration 22Q: 3 clusters Score -1265592 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13260 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -1265613.875000 Penalty: 4725.162109 Iteration 23Q: 3 clusters Score -1265614 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13274 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -1265626.375000 Penalty: 4725.162109 Iteration 24Q: 3 clusters Score -1265626 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13283 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -1265643.000000 Penalty: 4725.162109 Iteration 25Q: 3 clusters Score -1265643 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13289 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -1265646.875000 Penalty: 4725.162109 Iteration 26Q: 3 clusters Score -1265647 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13293 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -1265649.500000 Penalty: 4725.162109 Iteration 27Q: 3 clusters Score -1265650 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13295 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -1265649.750000 Penalty: 4725.162109 Iteration 28Q: 3 clusters Score -1265650 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13297 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -1265653.000000 Penalty: 4725.162109 Iteration 29Q: 3 clusters Score -1265653 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13298 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -1265655.000000 Penalty: 4725.162109 Iteration 30Q: 3 clusters Score -1265655 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13298 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -1265655.000000 Penalty: 4725.162109 Iteration 31F: 3 clusters Score -1265655 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1311 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Entering Unmasked Estep Score: -108254.515625 Penalty: 1780.279297 Iteration 0F: 2 clusters Score -108254.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -106116.937500 Penalty: 3560.558594 Iteration 0F: 3 clusters Score -106116.9 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -106551.882812 Penalty: 3560.558594 Iteration 1F: 3 clusters Score -106551.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -106710.562500 Penalty: 3560.558594 Iteration 2F: 3 clusters Score -106710.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -106822.023438 Penalty: 3560.558594 Iteration 3Q: 3 clusters Score -106822 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -106892.382812 Penalty: 3560.558594 Iteration 4Q: 3 clusters Score -106892.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -106964.296875 Penalty: 3560.558594 Iteration 5Q: 3 clusters Score -106964.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -107021.156250 Penalty: 3560.558594 Iteration 6Q: 3 clusters Score -107021.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -107087.210938 Penalty: 3560.558594 Iteration 7Q: 3 clusters Score -107087.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -107173.429688 Penalty: 3560.558594 Iteration 8Q: 3 clusters Score -107173.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -107270.023438 Penalty: 3560.558594 Iteration 9Q: 3 clusters Score -107270 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -107398.406250 Penalty: 3560.558594 Iteration 10Q: 3 clusters Score -107398.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -107560.656250 Penalty: 3560.558594 Iteration 11Q: 3 clusters Score -107560.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -107664.281250 Penalty: 3560.558594 Iteration 12Q: 3 clusters Score -107664.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -107807.601562 Penalty: 3560.558594 Iteration 13Q: 3 clusters Score -107807.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -107933.882812 Penalty: 3560.558594 Iteration 14Q: 3 clusters Score -107933.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -108081.281250 Penalty: 3560.558594 Iteration 15Q: 3 clusters Score -108081.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -108186.273438 Penalty: 3560.558594 Iteration 16Q: 3 clusters Score -108186.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -108234.984375 Penalty: 3560.558594 Iteration 17Q: 3 clusters Score -108235 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -108253.679688 Penalty: 3560.558594 Iteration 18Q: 3 clusters Score -108253.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -108259.140625 Penalty: 3560.558594 Iteration 19Q: 3 clusters Score -108259.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -108262.343750 Penalty: 3560.558594 Iteration 20F: 3 clusters Score -108262.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -108264.140625 Penalty: 3560.558594 Iteration 21Q: 3 clusters Score -108264.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -108265.265625 Penalty: 3560.558594 Iteration 22Q: 3 clusters Score -108265.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -108265.265625 Penalty: 3560.558594 Iteration 23F: 3 clusters Score -108265.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 1487 members Mstep: Class 3 contains 11541 members Mstep: Class 4 contains 24710 members Mstep: Class 5 contains 15343 members Mstep: Class 6 contains 1440 members Mstep: Class 7 contains 6581 members Mstep: Class 8 contains 12000 members Mstep: Class 9 contains 10814 members Mstep: Class 10 contains 709 members Mstep: Class 11 contains 326615 members Mstep: Class 12 contains 6172 members Mstep: Class 13 contains 8080 members Mstep: Class 16 contains 239422 members Mstep: Class 17 contains 67093 members Mstep: Class 18 contains 13719 members Mstep: Class 19 contains 602 members Mstep: Class 20 contains 1765 members Mstep: Class 21 contains 21873 members Entering Unmasked Estep Score: -68867056.000000 Penalty: 63897.066406 Splitting cluster 19 changes total score from -68863232.000000 to -68867056.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 20 (1765 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Entering Unmasked Estep Score: -136641.500000 Penalty: 1854.024658 Iteration 0F: 2 clusters Score -136641.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -134244.734375 Penalty: 3708.049316 Iteration 0F: 3 clusters Score -134244.7 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -134778.421875 Penalty: 3708.049316 Iteration 1F: 3 clusters Score -134778.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -134966.593750 Penalty: 3708.049316 Iteration 2F: 3 clusters Score -134966.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -135179.984375 Penalty: 3708.049316 Iteration 3F: 3 clusters Score -135180 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -135432.812500 Penalty: 3708.049316 Iteration 4F: 3 clusters Score -135432.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -135741.859375 Penalty: 3708.049316 Iteration 5F: 3 clusters Score -135741.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -136030.765625 Penalty: 3708.049316 Iteration 6F: 3 clusters Score -136030.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -136372.781250 Penalty: 3708.049316 Iteration 7F: 3 clusters Score -136372.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -136680.765625 Penalty: 3708.049316 Iteration 8F: 3 clusters Score -136680.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -136818.421875 Penalty: 3708.049316 Iteration 9Q: 3 clusters Score -136818.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -136892.875000 Penalty: 3708.049316 Iteration 10Q: 3 clusters Score -136892.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -136925.062500 Penalty: 3708.049316 Iteration 11Q: 3 clusters Score -136925.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -136939.593750 Penalty: 3708.049316 Iteration 12Q: 3 clusters Score -136939.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -136951.437500 Penalty: 3708.049316 Iteration 13Q: 3 clusters Score -136951.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -136953.203125 Penalty: 3708.049316 Iteration 14Q: 3 clusters Score -136953.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -136953.203125 Penalty: 3708.049316 Iteration 15F: 3 clusters Score -136953.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 1487 members Mstep: Class 3 contains 11541 members Mstep: Class 4 contains 24710 members Mstep: Class 5 contains 15343 members Mstep: Class 6 contains 1440 members Mstep: Class 7 contains 6581 members Mstep: Class 8 contains 12000 members Mstep: Class 9 contains 10814 members Mstep: Class 10 contains 709 members Mstep: Class 11 contains 326615 members Mstep: Class 12 contains 6172 members Mstep: Class 13 contains 8080 members Mstep: Class 14 contains 463 members Mstep: Class 16 contains 239422 members Mstep: Class 17 contains 67093 members Mstep: Class 18 contains 13719 members Mstep: Class 19 contains 602 members Mstep: Class 20 contains 1302 members Mstep: Class 21 contains 21873 members Entering Unmasked Estep Score: -68865960.000000 Penalty: 67260.070312 Splitting cluster 20 changes total score from -68863232.000000 to -68865960.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 21 (21873 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21873 members Entering Unmasked Estep Score: -1985437.250000 Penalty: 2478.266113 Iteration 0F: 2 clusters Score -1985437 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11000 members Mstep: Class 2 contains 10873 members Entering Unmasked Estep Score: -1970120.250000 Penalty: 4956.532227 Iteration 0F: 3 clusters Score -1970120 nChanged 9642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11108 members Mstep: Class 2 contains 10765 members Entering Unmasked Estep Score: -1975390.375000 Penalty: 4956.532227 Iteration 1F: 3 clusters Score -1975390 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11088 members Mstep: Class 2 contains 10785 members Entering Unmasked Estep Score: -1975944.625000 Penalty: 4956.532227 Iteration 2F: 3 clusters Score -1975945 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11057 members Mstep: Class 2 contains 10816 members Entering Unmasked Estep Score: -1976479.750000 Penalty: 4956.532227 Iteration 3F: 3 clusters Score -1976480 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10896 members Mstep: Class 2 contains 10977 members Entering Unmasked Estep Score: -1976983.875000 Penalty: 4956.532227 Iteration 4F: 3 clusters Score -1976984 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10686 members Mstep: Class 2 contains 11187 members Entering Unmasked Estep Score: -1977491.250000 Penalty: 4956.532227 Iteration 5Q: 3 clusters Score -1977491 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10418 members Mstep: Class 2 contains 11455 members Entering Unmasked Estep Score: -1978025.125000 Penalty: 4956.532227 Iteration 6Q: 3 clusters Score -1978025 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10079 members Mstep: Class 2 contains 11794 members Entering Unmasked Estep Score: -1978516.500000 Penalty: 4956.532227 Iteration 7Q: 3 clusters Score -1978516 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9713 members Mstep: Class 2 contains 12160 members Entering Unmasked Estep Score: -1978989.250000 Penalty: 4956.532227 Iteration 8Q: 3 clusters Score -1978989 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9292 members Mstep: Class 2 contains 12581 members Entering Unmasked Estep Score: -1979457.875000 Penalty: 4956.532227 Iteration 9Q: 3 clusters Score -1979458 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8832 members Mstep: Class 2 contains 13041 members Entering Unmasked Estep Score: -1979939.375000 Penalty: 4956.532227 Iteration 10Q: 3 clusters Score -1979939 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8404 members Mstep: Class 2 contains 13469 members Entering Unmasked Estep Score: -1980339.750000 Penalty: 4956.532227 Iteration 11Q: 3 clusters Score -1980340 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 13881 members Entering Unmasked Estep Score: -1980716.000000 Penalty: 4956.532227 Iteration 12Q: 3 clusters Score -1980716 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7548 members Mstep: Class 2 contains 14325 members Entering Unmasked Estep Score: -1981129.125000 Penalty: 4956.532227 Iteration 13Q: 3 clusters Score -1981129 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7143 members Mstep: Class 2 contains 14730 members Entering Unmasked Estep Score: -1981552.750000 Penalty: 4956.532227 Iteration 14Q: 3 clusters Score -1981553 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 15082 members Entering Unmasked Estep Score: -1982058.500000 Penalty: 4956.532227 Iteration 15Q: 3 clusters Score -1982058 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 15353 members Entering Unmasked Estep Score: -1982720.375000 Penalty: 4956.532227 Iteration 16Q: 3 clusters Score -1982720 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 15476 members Entering Unmasked Estep Score: -1983850.625000 Penalty: 4956.532227 Iteration 17Q: 3 clusters Score -1983851 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 15424 members Entering Unmasked Estep Score: -1985423.250000 Penalty: 4956.532227 Iteration 18Q: 3 clusters Score -1985423 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6862 members Mstep: Class 2 contains 15011 members Entering Unmasked Estep Score: -1986309.000000 Penalty: 4956.532227 Iteration 19Q: 3 clusters Score -1986309 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7400 members Mstep: Class 2 contains 14473 members Entering Unmasked Estep Score: -1986872.125000 Penalty: 4956.532227 Iteration 20F: 3 clusters Score -1986872 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7988 members Mstep: Class 2 contains 13885 members Entering Unmasked Estep Score: -1987357.000000 Penalty: 4956.532227 Iteration 21Q: 3 clusters Score -1987357 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8603 members Mstep: Class 2 contains 13270 members Entering Unmasked Estep Score: -1987888.875000 Penalty: 4956.532227 Iteration 22Q: 3 clusters Score -1987889 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9227 members Mstep: Class 2 contains 12646 members Entering Unmasked Estep Score: -1988431.875000 Penalty: 4956.532227 Iteration 23Q: 3 clusters Score -1988432 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9848 members Mstep: Class 2 contains 12025 members Entering Unmasked Estep Score: -1988993.625000 Penalty: 4956.532227 Iteration 24Q: 3 clusters Score -1988994 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10400 members Mstep: Class 2 contains 11473 members Entering Unmasked Estep Score: -1989450.625000 Penalty: 4956.532227 Iteration 25Q: 3 clusters Score -1989451 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10847 members Mstep: Class 2 contains 11026 members Entering Unmasked Estep Score: -1989796.625000 Penalty: 4956.532227 Iteration 26Q: 3 clusters Score -1989797 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11211 members Mstep: Class 2 contains 10662 members Entering Unmasked Estep Score: -1990044.000000 Penalty: 4956.532227 Iteration 27Q: 3 clusters Score -1990044 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11490 members Mstep: Class 2 contains 10383 members Entering Unmasked Estep Score: -1990214.375000 Penalty: 4956.532227 Iteration 28Q: 3 clusters Score -1990214 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11702 members Mstep: Class 2 contains 10171 members Entering Unmasked Estep Score: -1990330.250000 Penalty: 4956.532227 Iteration 29Q: 3 clusters Score -1990330 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11842 members Mstep: Class 2 contains 10031 members Entering Unmasked Estep Score: -1990385.875000 Penalty: 4956.532227 Iteration 30Q: 3 clusters Score -1990386 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11947 members Mstep: Class 2 contains 9926 members Entering Unmasked Estep Score: -1990425.125000 Penalty: 4956.532227 Iteration 31Q: 3 clusters Score -1990425 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12012 members Mstep: Class 2 contains 9861 members Entering Unmasked Estep Score: -1990447.875000 Penalty: 4956.532227 Iteration 32Q: 3 clusters Score -1990448 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12057 members Mstep: Class 2 contains 9816 members Entering Unmasked Estep Score: -1990457.750000 Penalty: 4956.532227 Iteration 33Q: 3 clusters Score -1990458 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12083 members Mstep: Class 2 contains 9790 members Entering Unmasked Estep Score: -1990466.625000 Penalty: 4956.532227 Iteration 34Q: 3 clusters Score -1990467 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12097 members Mstep: Class 2 contains 9776 members Entering Unmasked Estep Score: -1990468.000000 Penalty: 4956.532227 Iteration 35Q: 3 clusters Score -1990468 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12109 members Mstep: Class 2 contains 9764 members Entering Unmasked Estep Score: -1990475.875000 Penalty: 4956.532227 Iteration 36Q: 3 clusters Score -1990476 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12120 members Mstep: Class 2 contains 9753 members Entering Unmasked Estep Score: -1990479.125000 Penalty: 4956.532227 Iteration 37Q: 3 clusters Score -1990479 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12127 members Mstep: Class 2 contains 9746 members Entering Unmasked Estep Score: -1990481.125000 Penalty: 4956.532227 Iteration 38Q: 3 clusters Score -1990481 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12132 members Mstep: Class 2 contains 9741 members Entering Unmasked Estep Score: -1990491.000000 Penalty: 4956.532227 Iteration 39Q: 3 clusters Score -1990491 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12138 members Mstep: Class 2 contains 9735 members Entering Unmasked Estep Score: -1990542.625000 Penalty: 4956.532227 Iteration 40F: 3 clusters Score -1990543 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12189 members Mstep: Class 2 contains 9684 members Entering Unmasked Estep Score: -1990570.000000 Penalty: 4956.532227 Iteration 41Q: 3 clusters Score -1990570 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12234 members Mstep: Class 2 contains 9639 members Entering Unmasked Estep Score: -1990578.750000 Penalty: 4956.532227 Iteration 42Q: 3 clusters Score -1990579 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12260 members Mstep: Class 2 contains 9613 members Entering Unmasked Estep Score: -1990578.250000 Penalty: 4956.532227 Iteration 43Q: 3 clusters Score -1990578 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12283 members Mstep: Class 2 contains 9590 members Entering Unmasked Estep Score: -1990582.625000 Penalty: 4956.532227 Iteration 44Q: 3 clusters Score -1990583 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12301 members Mstep: Class 2 contains 9572 members Entering Unmasked Estep Score: -1990584.125000 Penalty: 4956.532227 Iteration 45Q: 3 clusters Score -1990584 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12317 members Mstep: Class 2 contains 9556 members Entering Unmasked Estep Score: -1990579.750000 Penalty: 4956.532227 Iteration 46Q: 3 clusters Score -1990580 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12331 members Mstep: Class 2 contains 9542 members Entering Unmasked Estep Score: -1990583.625000 Penalty: 4956.532227 Iteration 47Q: 3 clusters Score -1990584 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12341 members Mstep: Class 2 contains 9532 members Entering Unmasked Estep Score: -1990585.875000 Penalty: 4956.532227 Iteration 48Q: 3 clusters Score -1990586 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12349 members Mstep: Class 2 contains 9524 members Entering Unmasked Estep Score: -1990584.875000 Penalty: 4956.532227 Iteration 49Q: 3 clusters Score -1990585 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12358 members Mstep: Class 2 contains 9515 members Entering Unmasked Estep Score: -1990587.250000 Penalty: 4956.532227 Iteration 50Q: 3 clusters Score -1990587 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12365 members Mstep: Class 2 contains 9508 members Entering Unmasked Estep Score: -1990590.625000 Penalty: 4956.532227 Iteration 51Q: 3 clusters Score -1990591 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12370 members Mstep: Class 2 contains 9503 members Entering Unmasked Estep Score: -1990591.500000 Penalty: 4956.532227 Iteration 52Q: 3 clusters Score -1990592 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12376 members Mstep: Class 2 contains 9497 members Entering Unmasked Estep Score: -1990594.750000 Penalty: 4956.532227 Iteration 53Q: 3 clusters Score -1990595 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12378 members Mstep: Class 2 contains 9495 members Entering Unmasked Estep Score: -1990593.125000 Penalty: 4956.532227 Iteration 54Q: 3 clusters Score -1990593 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12379 members Mstep: Class 2 contains 9494 members Entering Unmasked Estep Score: -1990595.000000 Penalty: 4956.532227 Iteration 55Q: 3 clusters Score -1990595 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12380 members Mstep: Class 2 contains 9493 members Entering Unmasked Estep Score: -1990594.250000 Penalty: 4956.532227 Iteration 56Q: 3 clusters Score -1990594 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12381 members Mstep: Class 2 contains 9492 members Entering Unmasked Estep Score: -1990593.750000 Penalty: 4956.532227 Iteration 57Q: 3 clusters Score -1990594 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12383 members Mstep: Class 2 contains 9490 members Entering Unmasked Estep Score: -1990593.125000 Penalty: 4956.532227 Iteration 58Q: 3 clusters Score -1990593 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12384 members Mstep: Class 2 contains 9489 members Entering Unmasked Estep Score: -1990593.250000 Penalty: 4956.532227 Iteration 59Q: 3 clusters Score -1990593 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12384 members Mstep: Class 2 contains 9489 members Entering Unmasked Estep Score: -1990593.250000 Penalty: 4956.532227 Iteration 60F: 3 clusters Score -1990593 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 1487 members Mstep: Class 3 contains 11541 members Mstep: Class 4 contains 24710 members Mstep: Class 5 contains 15343 members Mstep: Class 6 contains 1440 members Mstep: Class 7 contains 6581 members Mstep: Class 8 contains 12000 members Mstep: Class 9 contains 10814 members Mstep: Class 10 contains 709 members Mstep: Class 11 contains 326615 members Mstep: Class 12 contains 6172 members Mstep: Class 13 contains 8080 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 9489 members Mstep: Class 16 contains 239422 members Mstep: Class 17 contains 67093 members Mstep: Class 18 contains 13719 members Mstep: Class 19 contains 602 members Mstep: Class 20 contains 1302 members Mstep: Class 21 contains 12384 members Entering Unmasked Estep Score: -68870232.000000 Penalty: 70623.078125 Splitting cluster 21 changes total score from -68863232.000000 to -68870232.000000 So it's getting split into cluster 15. Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 2 contains 1487 members Mstep: Class 3 contains 11541 members Mstep: Class 4 contains 24710 members Mstep: Class 5 contains 15343 members Mstep: Class 6 contains 1440 members Mstep: Class 8 contains 12000 members Mstep: Class 9 contains 10814 members Mstep: Class 11 contains 326615 members Mstep: Class 12 contains 6172 members Mstep: Class 13 contains 8080 members Mstep: Class 16 contains 239422 members Mstep: Class 17 contains 67093 members Mstep: Class 18 contains 13719 members Mstep: Class 19 contains 602 members Mstep: Class 20 contains 1302 members Mstep: Class 21 contains 12384 members Entering Unmasked Estep ConsiderDeletion Score: -68873912.000000 Penalty: 70623.078125 Iteration 39Q: 22 clusters Score -6.887391e+07 nChanged 9366 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 1486 members Mstep: Class 3 contains 11545 members Mstep: Class 4 contains 24888 members Mstep: Class 5 contains 15111 members Mstep: Class 6 contains 1438 members Mstep: Class 7 contains 6082 members Mstep: Class 8 contains 12120 members Mstep: Class 9 contains 10790 members Mstep: Class 10 contains 704 members Mstep: Class 11 contains 327125 members Mstep: Class 12 contains 5870 members Mstep: Class 13 contains 7799 members Mstep: Class 14 contains 439 members Mstep: Class 15 contains 8449 members Mstep: Class 16 contains 241104 members Mstep: Class 17 contains 66528 members Mstep: Class 18 contains 13678 members Mstep: Class 19 contains 606 members Mstep: Class 20 contains 1593 members Mstep: Class 21 contains 12495 members Entering Unmasked Estep ConsiderDeletion Score: -68879136.000000 Penalty: 70623.078125 Iteration 40F: 22 clusters Score -6.887914e+07 nChanged 6503 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 1384 members Mstep: Class 3 contains 11504 members Mstep: Class 4 contains 25129 members Mstep: Class 5 contains 14893 members Mstep: Class 6 contains 1432 members Mstep: Class 7 contains 6604 members Mstep: Class 8 contains 11941 members Mstep: Class 9 contains 10730 members Mstep: Class 10 contains 707 members Mstep: Class 11 contains 326262 members Mstep: Class 12 contains 5775 members Mstep: Class 13 contains 7491 members Mstep: Class 14 contains 484 members Mstep: Class 15 contains 8420 members Mstep: Class 16 contains 242318 members Mstep: Class 17 contains 66162 members Mstep: Class 18 contains 13591 members Mstep: Class 19 contains 601 members Mstep: Class 20 contains 1711 members Mstep: Class 21 contains 12509 members Entering Unmasked Estep ConsiderDeletion Score: -68882464.000000 Penalty: 70623.078125 Iteration 41Q: 22 clusters Score -6.888246e+07 nChanged 4226 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 1333 members Mstep: Class 3 contains 11498 members Mstep: Class 4 contains 25383 members Mstep: Class 5 contains 14686 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 6908 members Mstep: Class 8 contains 11840 members Mstep: Class 9 contains 10677 members Mstep: Class 10 contains 710 members Mstep: Class 11 contains 325525 members Mstep: Class 12 contains 5707 members Mstep: Class 13 contains 7227 members Mstep: Class 14 contains 437 members Mstep: Class 15 contains 8284 members Mstep: Class 16 contains 243462 members Mstep: Class 17 contains 65969 members Mstep: Class 18 contains 13527 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 1884 members Mstep: Class 21 contains 12497 members Entering Unmasked Estep ConsiderDeletion Score: -68883568.000000 Penalty: 70623.078125 Iteration 42Q: 22 clusters Score -6.888357e+07 nChanged 3226 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 5298 members Mstep: Class 2 contains 1310 members Mstep: Class 3 contains 11498 members Mstep: Class 4 contains 25655 members Mstep: Class 5 contains 14488 members Mstep: Class 6 contains 1413 members Mstep: Class 7 contains 7086 members Mstep: Class 8 contains 11726 members Mstep: Class 9 contains 10623 members Mstep: Class 10 contains 710 members Mstep: Class 11 contains 324858 members Mstep: Class 12 contains 5671 members Mstep: Class 13 contains 6963 members Mstep: Class 14 contains 423 members Mstep: Class 15 contains 8161 members Mstep: Class 16 contains 244478 members Mstep: Class 17 contains 65871 members Mstep: Class 18 contains 13473 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 2055 members Mstep: Class 21 contains 12474 members Entering Unmasked Estep ConsiderDeletion Score: -68884288.000000 Penalty: 70623.078125 Iteration 43Q: 22 clusters Score -6.888429e+07 nChanged 2500 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 1301 members Mstep: Class 3 contains 11499 members Mstep: Class 4 contains 25872 members Mstep: Class 5 contains 14316 members Mstep: Class 6 contains 1416 members Mstep: Class 7 contains 7195 members Mstep: Class 8 contains 11598 members Mstep: Class 9 contains 10580 members Mstep: Class 10 contains 710 members Mstep: Class 11 contains 324329 members Mstep: Class 12 contains 5677 members Mstep: Class 13 contains 6747 members Mstep: Class 14 contains 428 members Mstep: Class 15 contains 8068 members Mstep: Class 16 contains 245282 members Mstep: Class 17 contains 65804 members Mstep: Class 18 contains 13428 members Mstep: Class 19 contains 599 members Mstep: Class 20 contains 2208 members Mstep: Class 21 contains 12457 members Entering Unmasked Estep ConsiderDeletion Score: -68884616.000000 Penalty: 70623.078125 Iteration 44Q: 22 clusters Score -6.888462e+07 nChanged 2130 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 1297 members Mstep: Class 3 contains 11490 members Mstep: Class 4 contains 26093 members Mstep: Class 5 contains 14125 members Mstep: Class 6 contains 1417 members Mstep: Class 7 contains 7260 members Mstep: Class 8 contains 11461 members Mstep: Class 9 contains 10543 members Mstep: Class 10 contains 710 members Mstep: Class 11 contains 323840 members Mstep: Class 12 contains 5717 members Mstep: Class 13 contains 6535 members Mstep: Class 14 contains 431 members Mstep: Class 15 contains 7993 members Mstep: Class 16 contains 246068 members Mstep: Class 17 contains 65745 members Mstep: Class 18 contains 13389 members Mstep: Class 19 contains 600 members Mstep: Class 20 contains 2349 members Mstep: Class 21 contains 12424 members Entering Unmasked Estep ConsiderDeletion Score: -68884920.000000 Penalty: 70623.078125 Iteration 45Q: 22 clusters Score -6.888492e+07 nChanged 1952 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 5353 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11491 members Mstep: Class 4 contains 26319 members Mstep: Class 5 contains 13951 members Mstep: Class 6 contains 1414 members Mstep: Class 7 contains 7308 members Mstep: Class 8 contains 11360 members Mstep: Class 9 contains 10513 members Mstep: Class 10 contains 710 members Mstep: Class 11 contains 323325 members Mstep: Class 12 contains 5734 members Mstep: Class 13 contains 6335 members Mstep: Class 14 contains 430 members Mstep: Class 15 contains 7924 members Mstep: Class 16 contains 246783 members Mstep: Class 17 contains 65723 members Mstep: Class 18 contains 13371 members Mstep: Class 19 contains 601 members Mstep: Class 20 contains 2496 members Mstep: Class 21 contains 12395 members Entering Unmasked Estep ConsiderDeletion Score: -68885088.000000 Penalty: 70623.078125 Iteration 46Q: 22 clusters Score -6.888509e+07 nChanged 1705 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 5353 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11488 members Mstep: Class 4 contains 26527 members Mstep: Class 5 contains 13776 members Mstep: Class 6 contains 1410 members Mstep: Class 7 contains 7342 members Mstep: Class 8 contains 11260 members Mstep: Class 9 contains 10480 members Mstep: Class 10 contains 710 members Mstep: Class 11 contains 322858 members Mstep: Class 12 contains 5761 members Mstep: Class 13 contains 6128 members Mstep: Class 14 contains 431 members Mstep: Class 15 contains 7875 members Mstep: Class 16 contains 247511 members Mstep: Class 17 contains 65719 members Mstep: Class 18 contains 13349 members Mstep: Class 19 contains 602 members Mstep: Class 20 contains 2588 members Mstep: Class 21 contains 12368 members Entering Unmasked Estep ConsiderDeletion Score: -68885384.000000 Penalty: 70623.078125 Iteration 47Q: 22 clusters Score -6.888538e+07 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11478 members Mstep: Class 4 contains 26713 members Mstep: Class 5 contains 13599 members Mstep: Class 6 contains 1409 members Mstep: Class 7 contains 7362 members Mstep: Class 8 contains 11202 members Mstep: Class 9 contains 10455 members Mstep: Class 10 contains 711 members Mstep: Class 11 contains 322387 members Mstep: Class 12 contains 5781 members Mstep: Class 13 contains 5921 members Mstep: Class 14 contains 432 members Mstep: Class 15 contains 7842 members Mstep: Class 16 contains 248219 members Mstep: Class 17 contains 65719 members Mstep: Class 18 contains 13323 members Mstep: Class 19 contains 601 members Mstep: Class 20 contains 2685 members Mstep: Class 21 contains 12346 members Entering Unmasked Estep ConsiderDeletion Score: -68885592.000000 Penalty: 70623.078125 Iteration 48Q: 22 clusters Score -6.888559e+07 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11470 members Mstep: Class 4 contains 26918 members Mstep: Class 5 contains 13425 members Mstep: Class 6 contains 1408 members Mstep: Class 7 contains 7382 members Mstep: Class 8 contains 11142 members Mstep: Class 9 contains 10434 members Mstep: Class 10 contains 711 members Mstep: Class 11 contains 321930 members Mstep: Class 12 contains 5814 members Mstep: Class 13 contains 5727 members Mstep: Class 14 contains 430 members Mstep: Class 15 contains 7809 members Mstep: Class 16 contains 248875 members Mstep: Class 17 contains 65716 members Mstep: Class 18 contains 13303 members Mstep: Class 19 contains 601 members Mstep: Class 20 contains 2763 members Mstep: Class 21 contains 12322 members Entering Unmasked Estep ConsiderDeletion Score: -68885736.000000 Penalty: 70623.078125 Iteration 49Q: 22 clusters Score -6.888574e+07 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11445 members Mstep: Class 4 contains 27074 members Mstep: Class 5 contains 13283 members Mstep: Class 6 contains 1407 members Mstep: Class 7 contains 7396 members Mstep: Class 8 contains 11094 members Mstep: Class 9 contains 10409 members Mstep: Class 10 contains 711 members Mstep: Class 11 contains 321465 members Mstep: Class 12 contains 5864 members Mstep: Class 13 contains 5555 members Mstep: Class 14 contains 430 members Mstep: Class 15 contains 7787 members Mstep: Class 16 contains 249524 members Mstep: Class 17 contains 65709 members Mstep: Class 18 contains 13274 members Mstep: Class 19 contains 601 members Mstep: Class 20 contains 2856 members Mstep: Class 21 contains 12301 members Entering Unmasked Estep ConsiderDeletion Score: -68885896.000000 Penalty: 70623.078125 Iteration 50Q: 22 clusters Score -6.88859e+07 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11420 members Mstep: Class 4 contains 27227 members Mstep: Class 5 contains 13169 members Mstep: Class 6 contains 1406 members Mstep: Class 7 contains 7403 members Mstep: Class 8 contains 11061 members Mstep: Class 9 contains 10386 members Mstep: Class 10 contains 711 members Mstep: Class 11 contains 321037 members Mstep: Class 12 contains 5914 members Mstep: Class 13 contains 5392 members Mstep: Class 14 contains 434 members Mstep: Class 15 contains 7777 members Mstep: Class 16 contains 250071 members Mstep: Class 17 contains 65694 members Mstep: Class 18 contains 13252 members Mstep: Class 19 contains 601 members Mstep: Class 20 contains 2938 members Mstep: Class 21 contains 12287 members Entering Unmasked Estep ConsiderDeletion Score: -68886200.000000 Penalty: 70623.078125 Iteration 51Q: 22 clusters Score -6.88862e+07 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11390 members Mstep: Class 4 contains 27379 members Mstep: Class 5 contains 13087 members Mstep: Class 6 contains 1408 members Mstep: Class 7 contains 7414 members Mstep: Class 8 contains 11018 members Mstep: Class 9 contains 10367 members Mstep: Class 10 contains 711 members Mstep: Class 11 contains 320661 members Mstep: Class 12 contains 5947 members Mstep: Class 13 contains 5241 members Mstep: Class 14 contains 436 members Mstep: Class 15 contains 7763 members Mstep: Class 16 contains 250550 members Mstep: Class 17 contains 65705 members Mstep: Class 18 contains 13221 members Mstep: Class 19 contains 601 members Mstep: Class 20 contains 3004 members Mstep: Class 21 contains 12276 members Entering Unmasked Estep ConsiderDeletion Score: -68886448.000000 Penalty: 70623.078125 Iteration 52Q: 22 clusters Score -6.888645e+07 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11371 members Mstep: Class 4 contains 27512 members Mstep: Class 5 contains 13007 members Mstep: Class 6 contains 1408 members Mstep: Class 7 contains 7422 members Mstep: Class 8 contains 10968 members Mstep: Class 9 contains 10343 members Mstep: Class 10 contains 711 members Mstep: Class 11 contains 320292 members Mstep: Class 12 contains 5998 members Mstep: Class 13 contains 5104 members Mstep: Class 14 contains 438 members Mstep: Class 15 contains 7743 members Mstep: Class 16 contains 251023 members Mstep: Class 17 contains 65712 members Mstep: Class 18 contains 13196 members Mstep: Class 19 contains 601 members Mstep: Class 20 contains 3065 members Mstep: Class 21 contains 12262 members Entering Unmasked Estep ConsiderDeletion Score: -68886576.000000 Penalty: 70623.078125 Iteration 53Q: 22 clusters Score -6.888658e+07 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11361 members Mstep: Class 4 contains 27636 members Mstep: Class 5 contains 12929 members Mstep: Class 6 contains 1413 members Mstep: Class 7 contains 7429 members Mstep: Class 8 contains 10945 members Mstep: Class 9 contains 10315 members Mstep: Class 10 contains 711 members Mstep: Class 11 contains 319955 members Mstep: Class 12 contains 6045 members Mstep: Class 13 contains 4984 members Mstep: Class 14 contains 436 members Mstep: Class 15 contains 7717 members Mstep: Class 16 contains 251444 members Mstep: Class 17 contains 65710 members Mstep: Class 18 contains 13168 members Mstep: Class 19 contains 601 members Mstep: Class 20 contains 3138 members Mstep: Class 21 contains 12239 members Entering Unmasked Estep ConsiderDeletion Score: -68886744.000000 Penalty: 70623.078125 Iteration 54Q: 22 clusters Score -6.888674e+07 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11364 members Mstep: Class 4 contains 27761 members Mstep: Class 5 contains 12856 members Mstep: Class 6 contains 1414 members Mstep: Class 7 contains 7435 members Mstep: Class 8 contains 10905 members Mstep: Class 9 contains 10302 members Mstep: Class 10 contains 711 members Mstep: Class 11 contains 319682 members Mstep: Class 12 contains 6098 members Mstep: Class 13 contains 4871 members Mstep: Class 14 contains 437 members Mstep: Class 15 contains 7695 members Mstep: Class 16 contains 251786 members Mstep: Class 17 contains 65714 members Mstep: Class 18 contains 13139 members Mstep: Class 19 contains 601 members Mstep: Class 20 contains 3200 members Mstep: Class 21 contains 12206 members Entering Unmasked Estep ConsiderDeletion Score: -68886808.000000 Penalty: 70623.078125 Iteration 55Q: 22 clusters Score -6.888681e+07 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11356 members Mstep: Class 4 contains 27853 members Mstep: Class 5 contains 12776 members Mstep: Class 6 contains 1415 members Mstep: Class 7 contains 7432 members Mstep: Class 8 contains 10849 members Mstep: Class 9 contains 10277 members Mstep: Class 10 contains 711 members Mstep: Class 11 contains 319437 members Mstep: Class 12 contains 6180 members Mstep: Class 13 contains 4774 members Mstep: Class 14 contains 436 members Mstep: Class 15 contains 7676 members Mstep: Class 16 contains 252117 members Mstep: Class 17 contains 65724 members Mstep: Class 18 contains 13118 members Mstep: Class 19 contains 601 members Mstep: Class 20 contains 3263 members Mstep: Class 21 contains 12182 members Entering Unmasked Estep ConsiderDeletion Score: -68886880.000000 Penalty: 70623.078125 Iteration 56Q: 22 clusters Score -6.888688e+07 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11346 members Mstep: Class 4 contains 27950 members Mstep: Class 5 contains 12713 members Mstep: Class 6 contains 1416 members Mstep: Class 7 contains 7432 members Mstep: Class 8 contains 10797 members Mstep: Class 9 contains 10258 members Mstep: Class 10 contains 711 members Mstep: Class 11 contains 319196 members Mstep: Class 12 contains 6252 members Mstep: Class 13 contains 4688 members Mstep: Class 14 contains 437 members Mstep: Class 15 contains 7669 members Mstep: Class 16 contains 252388 members Mstep: Class 17 contains 65734 members Mstep: Class 18 contains 13102 members Mstep: Class 19 contains 601 members Mstep: Class 20 contains 3316 members Mstep: Class 21 contains 12172 members Entering Unmasked Estep ConsiderDeletion Score: -68886976.000000 Penalty: 70623.078125 Iteration 57Q: 22 clusters Score -6.888698e+07 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 5353 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11338 members Mstep: Class 4 contains 28045 members Mstep: Class 5 contains 12666 members Mstep: Class 6 contains 1415 members Mstep: Class 7 contains 7425 members Mstep: Class 8 contains 10724 members Mstep: Class 9 contains 10245 members Mstep: Class 10 contains 711 members Mstep: Class 11 contains 318962 members Mstep: Class 12 contains 6319 members Mstep: Class 13 contains 4602 members Mstep: Class 14 contains 439 members Mstep: Class 15 contains 7661 members Mstep: Class 16 contains 252660 members Mstep: Class 17 contains 65746 members Mstep: Class 18 contains 13089 members Mstep: Class 19 contains 602 members Mstep: Class 20 contains 3375 members Mstep: Class 21 contains 12159 members Entering Unmasked Estep ConsiderDeletion Score: -68887048.000000 Penalty: 70623.078125 Iteration 58Q: 22 clusters Score -6.888705e+07 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11336 members Mstep: Class 4 contains 28128 members Mstep: Class 5 contains 12617 members Mstep: Class 6 contains 1412 members Mstep: Class 7 contains 7421 members Mstep: Class 8 contains 10671 members Mstep: Class 9 contains 10229 members Mstep: Class 10 contains 711 members Mstep: Class 11 contains 318769 members Mstep: Class 12 contains 6372 members Mstep: Class 13 contains 4520 members Mstep: Class 14 contains 440 members Mstep: Class 15 contains 7658 members Mstep: Class 16 contains 252890 members Mstep: Class 17 contains 65761 members Mstep: Class 18 contains 13074 members Mstep: Class 19 contains 602 members Mstep: Class 20 contains 3422 members Mstep: Class 21 contains 12149 members Entering Unmasked Estep ConsiderDeletion Score: -68887200.000000 Penalty: 70623.078125 Iteration 59Q: 22 clusters Score -6.88872e+07 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11338 members Mstep: Class 4 contains 28196 members Mstep: Class 5 contains 12579 members Mstep: Class 6 contains 1411 members Mstep: Class 7 contains 7427 members Mstep: Class 8 contains 10610 members Mstep: Class 9 contains 10221 members Mstep: Class 10 contains 711 members Mstep: Class 11 contains 318620 members Mstep: Class 12 contains 6427 members Mstep: Class 13 contains 4445 members Mstep: Class 14 contains 441 members Mstep: Class 15 contains 7651 members Mstep: Class 16 contains 253095 members Mstep: Class 17 contains 65752 members Mstep: Class 18 contains 13054 members Mstep: Class 19 contains 602 members Mstep: Class 20 contains 3464 members Mstep: Class 21 contains 12142 members Entering Unmasked Estep ConsiderDeletion Score: -68887584.000000 Penalty: 70623.078125 Iteration 60F: 22 clusters Score -6.888758e+07 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11335 members Mstep: Class 4 contains 28264 members Mstep: Class 5 contains 12538 members Mstep: Class 6 contains 1399 members Mstep: Class 7 contains 7433 members Mstep: Class 8 contains 10531 members Mstep: Class 9 contains 10218 members Mstep: Class 10 contains 711 members Mstep: Class 11 contains 318468 members Mstep: Class 12 contains 6493 members Mstep: Class 13 contains 4391 members Mstep: Class 14 contains 469 members Mstep: Class 15 contains 7646 members Mstep: Class 16 contains 253266 members Mstep: Class 17 contains 65748 members Mstep: Class 18 contains 13050 members Mstep: Class 19 contains 601 members Mstep: Class 20 contains 3504 members Mstep: Class 21 contains 12135 members Entering Unmasked Estep ConsiderDeletion Score: -68888248.000000 Penalty: 70623.078125 Iteration 61Q: 22 clusters Score -6.888825e+07 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5352 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11331 members Mstep: Class 4 contains 28327 members Mstep: Class 5 contains 12495 members Mstep: Class 6 contains 1394 members Mstep: Class 7 contains 7443 members Mstep: Class 8 contains 10479 members Mstep: Class 9 contains 10214 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 318322 members Mstep: Class 12 contains 6539 members Mstep: Class 13 contains 4339 members Mstep: Class 14 contains 450 members Mstep: Class 15 contains 7642 members Mstep: Class 16 contains 253447 members Mstep: Class 17 contains 65774 members Mstep: Class 18 contains 13039 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3524 members Mstep: Class 21 contains 12131 members Entering Unmasked Estep ConsiderDeletion Score: -68888448.000000 Penalty: 70623.078125 Iteration 62Q: 22 clusters Score -6.888845e+07 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5353 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11330 members Mstep: Class 4 contains 28379 members Mstep: Class 5 contains 12447 members Mstep: Class 6 contains 1398 members Mstep: Class 7 contains 7448 members Mstep: Class 8 contains 10437 members Mstep: Class 9 contains 10205 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 318170 members Mstep: Class 12 contains 6594 members Mstep: Class 13 contains 4294 members Mstep: Class 14 contains 439 members Mstep: Class 15 contains 7634 members Mstep: Class 16 contains 253632 members Mstep: Class 17 contains 65777 members Mstep: Class 18 contains 13030 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3555 members Mstep: Class 21 contains 12120 members Entering Unmasked Estep ConsiderDeletion Score: -68888656.000000 Penalty: 70623.078125 Iteration 63Q: 22 clusters Score -6.888866e+07 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5352 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11318 members Mstep: Class 4 contains 28413 members Mstep: Class 5 contains 12423 members Mstep: Class 6 contains 1401 members Mstep: Class 7 contains 7438 members Mstep: Class 8 contains 10395 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 318043 members Mstep: Class 12 contains 6651 members Mstep: Class 13 contains 4244 members Mstep: Class 14 contains 433 members Mstep: Class 15 contains 7629 members Mstep: Class 16 contains 253810 members Mstep: Class 17 contains 65780 members Mstep: Class 18 contains 13010 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3594 members Mstep: Class 21 contains 12112 members Entering Unmasked Estep ConsiderDeletion Score: -68888792.000000 Penalty: 70623.078125 Iteration 64Q: 22 clusters Score -6.888879e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11311 members Mstep: Class 4 contains 28450 members Mstep: Class 5 contains 12413 members Mstep: Class 6 contains 1402 members Mstep: Class 7 contains 7425 members Mstep: Class 8 contains 10351 members Mstep: Class 9 contains 10185 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 317939 members Mstep: Class 12 contains 6703 members Mstep: Class 13 contains 4208 members Mstep: Class 14 contains 431 members Mstep: Class 15 contains 7622 members Mstep: Class 16 contains 253943 members Mstep: Class 17 contains 65783 members Mstep: Class 18 contains 13001 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3621 members Mstep: Class 21 contains 12106 members Entering Unmasked Estep ConsiderDeletion Score: -68888680.000000 Penalty: 70623.078125 Iteration 65Q: 22 clusters Score -6.888868e+07 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11306 members Mstep: Class 4 contains 28485 members Mstep: Class 5 contains 12397 members Mstep: Class 6 contains 1404 members Mstep: Class 7 contains 7420 members Mstep: Class 8 contains 10305 members Mstep: Class 9 contains 10168 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 317840 members Mstep: Class 12 contains 6754 members Mstep: Class 13 contains 4174 members Mstep: Class 14 contains 430 members Mstep: Class 15 contains 7619 members Mstep: Class 16 contains 254083 members Mstep: Class 17 contains 65774 members Mstep: Class 18 contains 12993 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 12096 members Entering Unmasked Estep ConsiderDeletion Score: -68888680.000000 Penalty: 70623.078125 Iteration 66Q: 22 clusters Score -6.888868e+07 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11302 members Mstep: Class 4 contains 28531 members Mstep: Class 5 contains 12382 members Mstep: Class 6 contains 1408 members Mstep: Class 7 contains 7413 members Mstep: Class 8 contains 10259 members Mstep: Class 9 contains 10150 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 317736 members Mstep: Class 12 contains 6805 members Mstep: Class 13 contains 4125 members Mstep: Class 14 contains 430 members Mstep: Class 15 contains 7611 members Mstep: Class 16 contains 254221 members Mstep: Class 17 contains 65773 members Mstep: Class 18 contains 12987 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3666 members Mstep: Class 21 contains 12095 members Entering Unmasked Estep ConsiderDeletion Score: -68888824.000000 Penalty: 70623.078125 Iteration 67Q: 22 clusters Score -6.888882e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11299 members Mstep: Class 4 contains 28589 members Mstep: Class 5 contains 12372 members Mstep: Class 6 contains 1406 members Mstep: Class 7 contains 7408 members Mstep: Class 8 contains 10232 members Mstep: Class 9 contains 10139 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 317626 members Mstep: Class 12 contains 6844 members Mstep: Class 13 contains 4080 members Mstep: Class 14 contains 430 members Mstep: Class 15 contains 7607 members Mstep: Class 16 contains 254336 members Mstep: Class 17 contains 65768 members Mstep: Class 18 contains 12982 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3685 members Mstep: Class 21 contains 12091 members Entering Unmasked Estep ConsiderDeletion Score: -68888960.000000 Penalty: 70623.078125 Iteration 68Q: 22 clusters Score -6.888896e+07 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11298 members Mstep: Class 4 contains 28648 members Mstep: Class 5 contains 12365 members Mstep: Class 6 contains 1406 members Mstep: Class 7 contains 7406 members Mstep: Class 8 contains 10213 members Mstep: Class 9 contains 10130 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 317528 members Mstep: Class 12 contains 6877 members Mstep: Class 13 contains 4043 members Mstep: Class 14 contains 429 members Mstep: Class 15 contains 7599 members Mstep: Class 16 contains 254417 members Mstep: Class 17 contains 65763 members Mstep: Class 18 contains 12980 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3708 members Mstep: Class 21 contains 12086 members Entering Unmasked Estep ConsiderDeletion Score: -68888832.000000 Penalty: 70623.078125 Iteration 69Q: 22 clusters Score -6.888883e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11293 members Mstep: Class 4 contains 28685 members Mstep: Class 5 contains 12359 members Mstep: Class 6 contains 1406 members Mstep: Class 7 contains 7404 members Mstep: Class 8 contains 10198 members Mstep: Class 9 contains 10110 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 317405 members Mstep: Class 12 contains 6902 members Mstep: Class 13 contains 4019 members Mstep: Class 14 contains 428 members Mstep: Class 15 contains 7593 members Mstep: Class 16 contains 254533 members Mstep: Class 17 contains 65763 members Mstep: Class 18 contains 12978 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3737 members Mstep: Class 21 contains 12082 members Entering Unmasked Estep ConsiderDeletion Score: -68888968.000000 Penalty: 70623.078125 Iteration 70Q: 22 clusters Score -6.888897e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11288 members Mstep: Class 4 contains 28709 members Mstep: Class 5 contains 12347 members Mstep: Class 6 contains 1406 members Mstep: Class 7 contains 7401 members Mstep: Class 8 contains 10183 members Mstep: Class 9 contains 10101 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 317298 members Mstep: Class 12 contains 6933 members Mstep: Class 13 contains 3991 members Mstep: Class 14 contains 427 members Mstep: Class 15 contains 7588 members Mstep: Class 16 contains 254647 members Mstep: Class 17 contains 65759 members Mstep: Class 18 contains 12975 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3764 members Mstep: Class 21 contains 12079 members Entering Unmasked Estep ConsiderDeletion Score: -68888976.000000 Penalty: 70623.078125 Iteration 71Q: 22 clusters Score -6.888898e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11284 members Mstep: Class 4 contains 28731 members Mstep: Class 5 contains 12336 members Mstep: Class 6 contains 1406 members Mstep: Class 7 contains 7397 members Mstep: Class 8 contains 10162 members Mstep: Class 9 contains 10096 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 317162 members Mstep: Class 12 contains 6975 members Mstep: Class 13 contains 3963 members Mstep: Class 14 contains 427 members Mstep: Class 15 contains 7580 members Mstep: Class 16 contains 254787 members Mstep: Class 17 contains 65762 members Mstep: Class 18 contains 12972 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3783 members Mstep: Class 21 contains 12075 members Entering Unmasked Estep ConsiderDeletion Score: -68889048.000000 Penalty: 70623.078125 Iteration 72Q: 22 clusters Score -6.888905e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11281 members Mstep: Class 4 contains 28749 members Mstep: Class 5 contains 12326 members Mstep: Class 6 contains 1406 members Mstep: Class 7 contains 7390 members Mstep: Class 8 contains 10152 members Mstep: Class 9 contains 10089 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 317064 members Mstep: Class 12 contains 7002 members Mstep: Class 13 contains 3937 members Mstep: Class 14 contains 426 members Mstep: Class 15 contains 7574 members Mstep: Class 16 contains 254899 members Mstep: Class 17 contains 65763 members Mstep: Class 18 contains 12970 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3796 members Mstep: Class 21 contains 12074 members Entering Unmasked Estep ConsiderDeletion Score: -68889104.000000 Penalty: 70623.078125 Iteration 73Q: 22 clusters Score -6.88891e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11278 members Mstep: Class 4 contains 28772 members Mstep: Class 5 contains 12320 members Mstep: Class 6 contains 1406 members Mstep: Class 7 contains 7384 members Mstep: Class 8 contains 10146 members Mstep: Class 9 contains 10082 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316986 members Mstep: Class 12 contains 7023 members Mstep: Class 13 contains 3913 members Mstep: Class 14 contains 426 members Mstep: Class 15 contains 7570 members Mstep: Class 16 contains 254982 members Mstep: Class 17 contains 65764 members Mstep: Class 18 contains 12968 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3805 members Mstep: Class 21 contains 12074 members Entering Unmasked Estep ConsiderDeletion Score: -68889136.000000 Penalty: 70623.078125 Iteration 74Q: 22 clusters Score -6.888914e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11275 members Mstep: Class 4 contains 28787 members Mstep: Class 5 contains 12314 members Mstep: Class 6 contains 1406 members Mstep: Class 7 contains 7381 members Mstep: Class 8 contains 10138 members Mstep: Class 9 contains 10076 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316915 members Mstep: Class 12 contains 7038 members Mstep: Class 13 contains 3893 members Mstep: Class 14 contains 426 members Mstep: Class 15 contains 7566 members Mstep: Class 16 contains 255053 members Mstep: Class 17 contains 65770 members Mstep: Class 18 contains 12963 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3824 members Mstep: Class 21 contains 12073 members Entering Unmasked Estep ConsiderDeletion Score: -68889096.000000 Penalty: 70623.078125 Iteration 75Q: 22 clusters Score -6.88891e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11273 members Mstep: Class 4 contains 28792 members Mstep: Class 5 contains 12310 members Mstep: Class 6 contains 1406 members Mstep: Class 7 contains 7378 members Mstep: Class 8 contains 10136 members Mstep: Class 9 contains 10074 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316839 members Mstep: Class 12 contains 7051 members Mstep: Class 13 contains 3881 members Mstep: Class 14 contains 426 members Mstep: Class 15 contains 7563 members Mstep: Class 16 contains 255119 members Mstep: Class 17 contains 65777 members Mstep: Class 18 contains 12960 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3844 members Mstep: Class 21 contains 12070 members Entering Unmasked Estep ConsiderDeletion Score: -68889160.000000 Penalty: 70623.078125 Iteration 76Q: 22 clusters Score -6.888916e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11273 members Mstep: Class 4 contains 28803 members Mstep: Class 5 contains 12311 members Mstep: Class 6 contains 1406 members Mstep: Class 7 contains 7376 members Mstep: Class 8 contains 10117 members Mstep: Class 9 contains 10071 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316789 members Mstep: Class 12 contains 7067 members Mstep: Class 13 contains 3870 members Mstep: Class 14 contains 426 members Mstep: Class 15 contains 7560 members Mstep: Class 16 contains 255175 members Mstep: Class 17 contains 65778 members Mstep: Class 18 contains 12956 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3853 members Mstep: Class 21 contains 12068 members Entering Unmasked Estep ConsiderDeletion Score: -68889248.000000 Penalty: 70623.078125 Iteration 77Q: 22 clusters Score -6.888925e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11272 members Mstep: Class 4 contains 28806 members Mstep: Class 5 contains 12309 members Mstep: Class 6 contains 1406 members Mstep: Class 7 contains 7371 members Mstep: Class 8 contains 10094 members Mstep: Class 9 contains 10066 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316756 members Mstep: Class 12 contains 7087 members Mstep: Class 13 contains 3863 members Mstep: Class 14 contains 426 members Mstep: Class 15 contains 7558 members Mstep: Class 16 contains 255226 members Mstep: Class 17 contains 65778 members Mstep: Class 18 contains 12954 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3865 members Mstep: Class 21 contains 12062 members Entering Unmasked Estep ConsiderDeletion Score: -68889264.000000 Penalty: 70623.078125 Iteration 78Q: 22 clusters Score -6.888926e+07 nChanged 164 Entering ConstructFrom: Score: -68889264.000000 Penalty: 70623.078125 Entering ConstructFrom: Trying to split cluster 1 (5343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Entering Unmasked Estep Score: -497340.437500 Penalty: 2128.718506 Iteration 0F: 2 clusters Score -497340.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -492593.437500 Penalty: 4257.437012 Iteration 0F: 3 clusters Score -492593.4 nChanged 2064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -493743.687500 Penalty: 4257.437012 Iteration 1F: 3 clusters Score -493743.7 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -493987.031250 Penalty: 4257.437012 Iteration 2F: 3 clusters Score -493987 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -494138.718750 Penalty: 4257.437012 Iteration 3F: 3 clusters Score -494138.7 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -494255.875000 Penalty: 4257.437012 Iteration 4Q: 3 clusters Score -494255.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -494353.875000 Penalty: 4257.437012 Iteration 5Q: 3 clusters Score -494353.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -494449.343750 Penalty: 4257.437012 Iteration 6Q: 3 clusters Score -494449.3 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -494540.593750 Penalty: 4257.437012 Iteration 7Q: 3 clusters Score -494540.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -494637.500000 Penalty: 4257.437012 Iteration 8Q: 3 clusters Score -494637.5 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -494740.062500 Penalty: 4257.437012 Iteration 9Q: 3 clusters Score -494740.1 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -494836.125000 Penalty: 4257.437012 Iteration 10Q: 3 clusters Score -494836.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -494944.562500 Penalty: 4257.437012 Iteration 11Q: 3 clusters Score -494944.6 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -495064.687500 Penalty: 4257.437012 Iteration 12Q: 3 clusters Score -495064.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -495177.906250 Penalty: 4257.437012 Iteration 13Q: 3 clusters Score -495177.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -495288.718750 Penalty: 4257.437012 Iteration 14Q: 3 clusters Score -495288.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -495404.250000 Penalty: 4257.437012 Iteration 15Q: 3 clusters Score -495404.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -495507.062500 Penalty: 4257.437012 Iteration 16Q: 3 clusters Score -495507.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -495597.000000 Penalty: 4257.437012 Iteration 17Q: 3 clusters Score -495597 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -495653.343750 Penalty: 4257.437012 Iteration 18Q: 3 clusters Score -495653.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -495707.281250 Penalty: 4257.437012 Iteration 19Q: 3 clusters Score -495707.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -495746.281250 Penalty: 4257.437012 Iteration 20F: 3 clusters Score -495746.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -495775.156250 Penalty: 4257.437012 Iteration 21Q: 3 clusters Score -495775.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -495794.468750 Penalty: 4257.437012 Iteration 22Q: 3 clusters Score -495794.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -495814.781250 Penalty: 4257.437012 Iteration 23Q: 3 clusters Score -495814.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -495828.625000 Penalty: 4257.437012 Iteration 24Q: 3 clusters Score -495828.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -495839.500000 Penalty: 4257.437012 Iteration 25Q: 3 clusters Score -495839.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -495843.625000 Penalty: 4257.437012 Iteration 26Q: 3 clusters Score -495843.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -495851.812500 Penalty: 4257.437012 Iteration 27Q: 3 clusters Score -495851.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -495855.375000 Penalty: 4257.437012 Iteration 28Q: 3 clusters Score -495855.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -495856.750000 Penalty: 4257.437012 Iteration 29Q: 3 clusters Score -495856.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -495856.968750 Penalty: 4257.437012 Iteration 30Q: 3 clusters Score -495857 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -495858.093750 Penalty: 4257.437012 Iteration 31Q: 3 clusters Score -495858.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -495858.093750 Penalty: 4257.437012 Iteration 32F: 3 clusters Score -495858.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1296 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Entering Unmasked Estep Score: -106964.054688 Penalty: 1777.425415 Iteration 0F: 2 clusters Score -106964.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -104816.914062 Penalty: 3554.850830 Iteration 0F: 3 clusters Score -104816.9 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -105282.500000 Penalty: 3554.850830 Iteration 1F: 3 clusters Score -105282.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -105501.914062 Penalty: 3554.850830 Iteration 2F: 3 clusters Score -105501.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -105630.476562 Penalty: 3554.850830 Iteration 3F: 3 clusters Score -105630.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -105712.976562 Penalty: 3554.850830 Iteration 4Q: 3 clusters Score -105713 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -105763.992188 Penalty: 3554.850830 Iteration 5Q: 3 clusters Score -105764 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -105821.390625 Penalty: 3554.850830 Iteration 6Q: 3 clusters Score -105821.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -105884.960938 Penalty: 3554.850830 Iteration 7Q: 3 clusters Score -105885 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -105932.929688 Penalty: 3554.850830 Iteration 8Q: 3 clusters Score -105932.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -105994.421875 Penalty: 3554.850830 Iteration 9Q: 3 clusters Score -105994.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -106064.742188 Penalty: 3554.850830 Iteration 10Q: 3 clusters Score -106064.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -106142.140625 Penalty: 3554.850830 Iteration 11Q: 3 clusters Score -106142.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -106181.812500 Penalty: 3554.850830 Iteration 12Q: 3 clusters Score -106181.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -106200.289062 Penalty: 3554.850830 Iteration 13Q: 3 clusters Score -106200.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -106220.867188 Penalty: 3554.850830 Iteration 14Q: 3 clusters Score -106220.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -106240.570312 Penalty: 3554.850830 Iteration 15Q: 3 clusters Score -106240.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -106283.171875 Penalty: 3554.850830 Iteration 16Q: 3 clusters Score -106283.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -106307.281250 Penalty: 3554.850830 Iteration 17Q: 3 clusters Score -106307.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -106337.054688 Penalty: 3554.850830 Iteration 18Q: 3 clusters Score -106337.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -106350.312500 Penalty: 3554.850830 Iteration 19Q: 3 clusters Score -106350.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -106354.781250 Penalty: 3554.850830 Iteration 20F: 3 clusters Score -106354.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -106359.789062 Penalty: 3554.850830 Iteration 21Q: 3 clusters Score -106359.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -106361.914062 Penalty: 3554.850830 Iteration 22Q: 3 clusters Score -106361.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -106365.414062 Penalty: 3554.850830 Iteration 23Q: 3 clusters Score -106365.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -106367.593750 Penalty: 3554.850830 Iteration 24Q: 3 clusters Score -106367.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -106368.273438 Penalty: 3554.850830 Iteration 25Q: 3 clusters Score -106368.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -106368.273438 Penalty: 3554.850830 Iteration 26F: 3 clusters Score -106368.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (11273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11273 members Entering Unmasked Estep Score: -1044076.625000 Penalty: 2313.881104 Iteration 0F: 2 clusters Score -1044077 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 5674 members Entering Unmasked Estep Score: -1035624.250000 Penalty: 4627.762207 Iteration 0F: 3 clusters Score -1035624 nChanged 4667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 5833 members Entering Unmasked Estep Score: -1038129.937500 Penalty: 4627.762207 Iteration 1F: 3 clusters Score -1038130 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 5917 members Entering Unmasked Estep Score: -1038509.125000 Penalty: 4627.762207 Iteration 2F: 3 clusters Score -1038509 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 6061 members Entering Unmasked Estep Score: -1038772.312500 Penalty: 4627.762207 Iteration 3F: 3 clusters Score -1038772 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 6173 members Entering Unmasked Estep Score: -1038951.812500 Penalty: 4627.762207 Iteration 4Q: 3 clusters Score -1038952 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 6295 members Entering Unmasked Estep Score: -1039089.062500 Penalty: 4627.762207 Iteration 5Q: 3 clusters Score -1039089 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 6441 members Entering Unmasked Estep Score: -1039224.812500 Penalty: 4627.762207 Iteration 6Q: 3 clusters Score -1039225 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 6608 members Entering Unmasked Estep Score: -1039353.687500 Penalty: 4627.762207 Iteration 7Q: 3 clusters Score -1039354 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -1039483.062500 Penalty: 4627.762207 Iteration 8Q: 3 clusters Score -1039483 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 7078 members Entering Unmasked Estep Score: -1039626.375000 Penalty: 4627.762207 Iteration 9Q: 3 clusters Score -1039626 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -1039808.562500 Penalty: 4627.762207 Iteration 10Q: 3 clusters Score -1039809 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -1040039.875000 Penalty: 4627.762207 Iteration 11Q: 3 clusters Score -1040040 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 8180 members Entering Unmasked Estep Score: -1040408.625000 Penalty: 4627.762207 Iteration 12Q: 3 clusters Score -1040409 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 8671 members Entering Unmasked Estep Score: -1040866.500000 Penalty: 4627.762207 Iteration 13F: 3 clusters Score -1040866 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 9149 members Entering Unmasked Estep Score: -1041441.250000 Penalty: 4627.762207 Iteration 14F: 3 clusters Score -1041441 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 9564 members Entering Unmasked Estep Score: -1042010.562500 Penalty: 4627.762207 Iteration 15Q: 3 clusters Score -1042011 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 9905 members Entering Unmasked Estep Score: -1042411.875000 Penalty: 4627.762207 Iteration 16Q: 3 clusters Score -1042412 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 10139 members Entering Unmasked Estep Score: -1042656.875000 Penalty: 4627.762207 Iteration 17Q: 3 clusters Score -1042657 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 10305 members Entering Unmasked Estep Score: -1042813.562500 Penalty: 4627.762207 Iteration 18Q: 3 clusters Score -1042814 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 10399 members Entering Unmasked Estep Score: -1042902.375000 Penalty: 4627.762207 Iteration 19Q: 3 clusters Score -1042902 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 10452 members Entering Unmasked Estep Score: -1042948.750000 Penalty: 4627.762207 Iteration 20F: 3 clusters Score -1042949 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 10491 members Entering Unmasked Estep Score: -1042971.125000 Penalty: 4627.762207 Iteration 21Q: 3 clusters Score -1042971 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 10513 members Entering Unmasked Estep Score: -1042983.187500 Penalty: 4627.762207 Iteration 22Q: 3 clusters Score -1042983 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 10525 members Entering Unmasked Estep Score: -1042993.562500 Penalty: 4627.762207 Iteration 23Q: 3 clusters Score -1042994 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 10533 members Entering Unmasked Estep Score: -1042997.375000 Penalty: 4627.762207 Iteration 24Q: 3 clusters Score -1042997 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 10535 members Entering Unmasked Estep Score: -1043000.437500 Penalty: 4627.762207 Iteration 25Q: 3 clusters Score -1043000 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 10538 members Entering Unmasked Estep Score: -1043002.375000 Penalty: 4627.762207 Iteration 26Q: 3 clusters Score -1043002 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 10541 members Entering Unmasked Estep Score: -1043002.812500 Penalty: 4627.762207 Iteration 27Q: 3 clusters Score -1043003 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 10542 members Entering Unmasked Estep Score: -1043002.875000 Penalty: 4627.762207 Iteration 28Q: 3 clusters Score -1043003 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 10544 members Entering Unmasked Estep Score: -1043006.125000 Penalty: 4627.762207 Iteration 29Q: 3 clusters Score -1043006 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 10544 members Entering Unmasked Estep Score: -1043006.125000 Penalty: 4627.762207 Iteration 30F: 3 clusters Score -1043006 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (28816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28816 members Entering Unmasked Estep Score: -2561942.500000 Penalty: 2546.634277 Iteration 0F: 2 clusters Score -2561942 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14516 members Mstep: Class 2 contains 14300 members Entering Unmasked Estep Score: -2542043.250000 Penalty: 5093.268555 Iteration 0F: 3 clusters Score -2542043 nChanged 12931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15303 members Mstep: Class 2 contains 13513 members Entering Unmasked Estep Score: -2549088.250000 Penalty: 5093.268555 Iteration 1F: 3 clusters Score -2549088 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15902 members Mstep: Class 2 contains 12914 members Entering Unmasked Estep Score: -2549604.500000 Penalty: 5093.268555 Iteration 2Q: 3 clusters Score -2549604 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16640 members Mstep: Class 2 contains 12176 members Entering Unmasked Estep Score: -2550105.250000 Penalty: 5093.268555 Iteration 3Q: 3 clusters Score -2550105 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17625 members Mstep: Class 2 contains 11191 members Entering Unmasked Estep Score: -2550677.750000 Penalty: 5093.268555 Iteration 4Q: 3 clusters Score -2550678 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18884 members Mstep: Class 2 contains 9932 members Entering Unmasked Estep Score: -2551457.500000 Penalty: 5093.268555 Iteration 5F: 3 clusters Score -2551458 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20550 members Mstep: Class 2 contains 8266 members Entering Unmasked Estep Score: -2552624.750000 Penalty: 5093.268555 Iteration 6F: 3 clusters Score -2552625 nChanged 2010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22510 members Mstep: Class 2 contains 6306 members Entering Unmasked Estep Score: -2554146.750000 Penalty: 5093.268555 Iteration 7F: 3 clusters Score -2554147 nChanged 2002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24490 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -2555855.500000 Penalty: 5093.268555 Iteration 8F: 3 clusters Score -2555856 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26118 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -2557310.750000 Penalty: 5093.268555 Iteration 9F: 3 clusters Score -2557311 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27219 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -2558397.500000 Penalty: 5093.268555 Iteration 10Q: 3 clusters Score -2558398 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27835 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -2559025.250000 Penalty: 5093.268555 Iteration 11Q: 3 clusters Score -2559025 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28099 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -2559328.750000 Penalty: 5093.268555 Iteration 12Q: 3 clusters Score -2559329 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28211 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -2559481.000000 Penalty: 5093.268555 Iteration 13Q: 3 clusters Score -2559481 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28263 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -2559551.750000 Penalty: 5093.268555 Iteration 14Q: 3 clusters Score -2559552 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28302 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -2559602.000000 Penalty: 5093.268555 Iteration 15Q: 3 clusters Score -2559602 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28324 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -2559651.750000 Penalty: 5093.268555 Iteration 16Q: 3 clusters Score -2559652 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28343 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -2559687.000000 Penalty: 5093.268555 Iteration 17Q: 3 clusters Score -2559687 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28365 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -2559732.750000 Penalty: 5093.268555 Iteration 18Q: 3 clusters Score -2559733 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28387 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -2559768.000000 Penalty: 5093.268555 Iteration 19Q: 3 clusters Score -2559768 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28393 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -2559777.000000 Penalty: 5093.268555 Iteration 20F: 3 clusters Score -2559777 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28399 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -2559790.000000 Penalty: 5093.268555 Iteration 21Q: 3 clusters Score -2559790 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28400 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -2559794.250000 Penalty: 5093.268555 Iteration 22Q: 3 clusters Score -2559794 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28402 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -2559801.000000 Penalty: 5093.268555 Iteration 23Q: 3 clusters Score -2559801 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28404 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -2559807.250000 Penalty: 5093.268555 Iteration 24Q: 3 clusters Score -2559807 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28406 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -2559812.000000 Penalty: 5093.268555 Iteration 25Q: 3 clusters Score -2559812 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28406 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -2559812.000000 Penalty: 5093.268555 Iteration 26F: 3 clusters Score -2559812 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (12302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12302 members Entering Unmasked Estep Score: -1126507.625000 Penalty: 2335.544189 Iteration 0F: 2 clusters Score -1126508 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -1117467.625000 Penalty: 4671.088379 Iteration 0F: 3 clusters Score -1117468 nChanged 5207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 5815 members Entering Unmasked Estep Score: -1120418.500000 Penalty: 4671.088379 Iteration 1F: 3 clusters Score -1120418 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -1121047.625000 Penalty: 4671.088379 Iteration 2F: 3 clusters Score -1121048 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6920 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -1121748.750000 Penalty: 4671.088379 Iteration 3F: 3 clusters Score -1121749 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7156 members Mstep: Class 2 contains 5146 members Entering Unmasked Estep Score: -1122394.000000 Penalty: 4671.088379 Iteration 4F: 3 clusters Score -1122394 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -1122931.125000 Penalty: 4671.088379 Iteration 5F: 3 clusters Score -1122931 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7529 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -1123343.250000 Penalty: 4671.088379 Iteration 6F: 3 clusters Score -1123343 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7663 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -1123656.500000 Penalty: 4671.088379 Iteration 7Q: 3 clusters Score -1123656 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7753 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -1123937.000000 Penalty: 4671.088379 Iteration 8Q: 3 clusters Score -1123937 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7824 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -1124154.625000 Penalty: 4671.088379 Iteration 9Q: 3 clusters Score -1124155 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -1124316.750000 Penalty: 4671.088379 Iteration 10Q: 3 clusters Score -1124317 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7924 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -1124460.375000 Penalty: 4671.088379 Iteration 11Q: 3 clusters Score -1124460 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -1124567.000000 Penalty: 4671.088379 Iteration 12Q: 3 clusters Score -1124567 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8010 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -1124645.125000 Penalty: 4671.088379 Iteration 13Q: 3 clusters Score -1124645 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8050 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -1124684.625000 Penalty: 4671.088379 Iteration 14Q: 3 clusters Score -1124685 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8078 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -1124708.000000 Penalty: 4671.088379 Iteration 15Q: 3 clusters Score -1124708 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8097 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1124715.750000 Penalty: 4671.088379 Iteration 16Q: 3 clusters Score -1124716 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8113 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -1124728.875000 Penalty: 4671.088379 Iteration 17Q: 3 clusters Score -1124729 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8118 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -1124730.000000 Penalty: 4671.088379 Iteration 18Q: 3 clusters Score -1124730 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8120 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -1124734.625000 Penalty: 4671.088379 Iteration 19Q: 3 clusters Score -1124735 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8119 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -1124733.000000 Penalty: 4671.088379 Iteration 20F: 3 clusters Score -1124733 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8122 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -1124736.375000 Penalty: 4671.088379 Iteration 21Q: 3 clusters Score -1124736 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8123 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -1124736.875000 Penalty: 4671.088379 Iteration 22Q: 3 clusters Score -1124737 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8124 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -1124735.625000 Penalty: 4671.088379 Iteration 23Q: 3 clusters Score -1124736 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8127 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -1124737.250000 Penalty: 4671.088379 Iteration 24Q: 3 clusters Score -1124737 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8130 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -1124742.000000 Penalty: 4671.088379 Iteration 25Q: 3 clusters Score -1124742 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8131 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -1124741.625000 Penalty: 4671.088379 Iteration 26Q: 3 clusters Score -1124742 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8132 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -1124743.000000 Penalty: 4671.088379 Iteration 27Q: 3 clusters Score -1124743 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8133 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -1124742.750000 Penalty: 4671.088379 Iteration 28Q: 3 clusters Score -1124743 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8137 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -1124744.500000 Penalty: 4671.088379 Iteration 29Q: 3 clusters Score -1124744 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8138 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -1124743.625000 Penalty: 4671.088379 Iteration 30Q: 3 clusters Score -1124744 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8140 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -1124743.500000 Penalty: 4671.088379 Iteration 31Q: 3 clusters Score -1124744 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8142 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -1124743.750000 Penalty: 4671.088379 Iteration 32Q: 3 clusters Score -1124744 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8144 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -1124743.375000 Penalty: 4671.088379 Iteration 33Q: 3 clusters Score -1124743 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8143 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -1124743.500000 Penalty: 4671.088379 Iteration 34Q: 3 clusters Score -1124744 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8142 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -1124742.750000 Penalty: 4671.088379 Iteration 35Q: 3 clusters Score -1124743 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8140 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -1124740.875000 Penalty: 4671.088379 Iteration 36Q: 3 clusters Score -1124741 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8140 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -1124743.000000 Penalty: 4671.088379 Iteration 37Q: 3 clusters Score -1124743 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8141 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -1124744.375000 Penalty: 4671.088379 Iteration 38Q: 3 clusters Score -1124744 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8141 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -1124744.375000 Penalty: 4671.088379 Iteration 39F: 3 clusters Score -1124744 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1406 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Entering Unmasked Estep Score: -119084.179688 Penalty: 1797.629028 Iteration 0F: 2 clusters Score -119084.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -116858.070312 Penalty: 3595.258057 Iteration 0F: 3 clusters Score -116858.1 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -117230.718750 Penalty: 3595.258057 Iteration 1F: 3 clusters Score -117230.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -117318.070312 Penalty: 3595.258057 Iteration 2F: 3 clusters Score -117318.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -117365.835938 Penalty: 3595.258057 Iteration 3Q: 3 clusters Score -117365.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -117402.335938 Penalty: 3595.258057 Iteration 4Q: 3 clusters Score -117402.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -117432.273438 Penalty: 3595.258057 Iteration 5Q: 3 clusters Score -117432.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -117442.765625 Penalty: 3595.258057 Iteration 6Q: 3 clusters Score -117442.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -117449.929688 Penalty: 3595.258057 Iteration 7Q: 3 clusters Score -117449.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -117453.117188 Penalty: 3595.258057 Iteration 8Q: 3 clusters Score -117453.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -117453.117188 Penalty: 3595.258057 Iteration 9F: 3 clusters Score -117453.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7367 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7367 members Entering Unmasked Estep Score: -664791.250000 Penalty: 2208.382080 Iteration 0F: 2 clusters Score -664791.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -658821.875000 Penalty: 4416.764160 Iteration 0F: 3 clusters Score -658821.9 nChanged 2961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -660467.125000 Penalty: 4416.764160 Iteration 1F: 3 clusters Score -660467.1 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -660726.625000 Penalty: 4416.764160 Iteration 2F: 3 clusters Score -660726.6 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -660889.812500 Penalty: 4416.764160 Iteration 3Q: 3 clusters Score -660889.8 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -661004.437500 Penalty: 4416.764160 Iteration 4Q: 3 clusters Score -661004.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -661091.250000 Penalty: 4416.764160 Iteration 5Q: 3 clusters Score -661091.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -661157.187500 Penalty: 4416.764160 Iteration 6Q: 3 clusters Score -661157.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -661202.625000 Penalty: 4416.764160 Iteration 7Q: 3 clusters Score -661202.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -661248.437500 Penalty: 4416.764160 Iteration 8Q: 3 clusters Score -661248.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -661296.937500 Penalty: 4416.764160 Iteration 9Q: 3 clusters Score -661296.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -661356.062500 Penalty: 4416.764160 Iteration 10Q: 3 clusters Score -661356.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -661428.250000 Penalty: 4416.764160 Iteration 11Q: 3 clusters Score -661428.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -661515.312500 Penalty: 4416.764160 Iteration 12Q: 3 clusters Score -661515.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -661603.312500 Penalty: 4416.764160 Iteration 13Q: 3 clusters Score -661603.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -661701.375000 Penalty: 4416.764160 Iteration 14Q: 3 clusters Score -661701.4 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -661808.187500 Penalty: 4416.764160 Iteration 15Q: 3 clusters Score -661808.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -661912.375000 Penalty: 4416.764160 Iteration 16Q: 3 clusters Score -661912.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -662011.250000 Penalty: 4416.764160 Iteration 17Q: 3 clusters Score -662011.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -662111.937500 Penalty: 4416.764160 Iteration 18Q: 3 clusters Score -662111.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 5120 members Entering Unmasked Estep Score: -662195.187500 Penalty: 4416.764160 Iteration 19Q: 3 clusters Score -662195.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 5120 members Entering Unmasked Estep Score: -662275.312500 Penalty: 4416.764160 Iteration 20F: 3 clusters Score -662275.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -662348.187500 Penalty: 4416.764160 Iteration 21Q: 3 clusters Score -662348.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -662399.875000 Penalty: 4416.764160 Iteration 22Q: 3 clusters Score -662399.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -662448.000000 Penalty: 4416.764160 Iteration 23Q: 3 clusters Score -662448 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 5068 members Entering Unmasked Estep Score: -662495.875000 Penalty: 4416.764160 Iteration 24Q: 3 clusters Score -662495.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 5053 members Entering Unmasked Estep Score: -662539.812500 Penalty: 4416.764160 Iteration 25Q: 3 clusters Score -662539.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -662579.937500 Penalty: 4416.764160 Iteration 26Q: 3 clusters Score -662579.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -662618.750000 Penalty: 4416.764160 Iteration 27Q: 3 clusters Score -662618.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -662651.937500 Penalty: 4416.764160 Iteration 28Q: 3 clusters Score -662651.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -662686.000000 Penalty: 4416.764160 Iteration 29Q: 3 clusters Score -662686 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -662712.062500 Penalty: 4416.764160 Iteration 30Q: 3 clusters Score -662712.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -662733.812500 Penalty: 4416.764160 Iteration 31Q: 3 clusters Score -662733.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -662753.250000 Penalty: 4416.764160 Iteration 32Q: 3 clusters Score -662753.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -662769.312500 Penalty: 4416.764160 Iteration 33Q: 3 clusters Score -662769.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -662788.937500 Penalty: 4416.764160 Iteration 34Q: 3 clusters Score -662788.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -662805.312500 Penalty: 4416.764160 Iteration 35Q: 3 clusters Score -662805.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -662816.187500 Penalty: 4416.764160 Iteration 36Q: 3 clusters Score -662816.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -662821.125000 Penalty: 4416.764160 Iteration 37Q: 3 clusters Score -662821.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -662832.187500 Penalty: 4416.764160 Iteration 38Q: 3 clusters Score -662832.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -662840.625000 Penalty: 4416.764160 Iteration 39Q: 3 clusters Score -662840.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -662847.000000 Penalty: 4416.764160 Iteration 40F: 3 clusters Score -662847 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -662854.875000 Penalty: 4416.764160 Iteration 41Q: 3 clusters Score -662854.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -662858.875000 Penalty: 4416.764160 Iteration 42Q: 3 clusters Score -662858.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -662863.437500 Penalty: 4416.764160 Iteration 43Q: 3 clusters Score -662863.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -662865.312500 Penalty: 4416.764160 Iteration 44Q: 3 clusters Score -662865.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -662871.000000 Penalty: 4416.764160 Iteration 45Q: 3 clusters Score -662871 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -662876.875000 Penalty: 4416.764160 Iteration 46Q: 3 clusters Score -662876.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -662882.562500 Penalty: 4416.764160 Iteration 47Q: 3 clusters Score -662882.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -662887.312500 Penalty: 4416.764160 Iteration 48Q: 3 clusters Score -662887.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -662891.562500 Penalty: 4416.764160 Iteration 49Q: 3 clusters Score -662891.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -662894.812500 Penalty: 4416.764160 Iteration 50Q: 3 clusters Score -662894.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -662897.500000 Penalty: 4416.764160 Iteration 51Q: 3 clusters Score -662897.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -662897.125000 Penalty: 4416.764160 Iteration 52Q: 3 clusters Score -662897.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -662898.812500 Penalty: 4416.764160 Iteration 53Q: 3 clusters Score -662898.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -662901.000000 Penalty: 4416.764160 Iteration 54Q: 3 clusters Score -662901 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -662901.875000 Penalty: 4416.764160 Iteration 55Q: 3 clusters Score -662901.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -662903.062500 Penalty: 4416.764160 Iteration 56Q: 3 clusters Score -662903.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -662903.062500 Penalty: 4416.764160 Iteration 57Q: 3 clusters Score -662903.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -662903.937500 Penalty: 4416.764160 Iteration 58Q: 3 clusters Score -662903.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -662904.000000 Penalty: 4416.764160 Iteration 59Q: 3 clusters Score -662904 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -662905.875000 Penalty: 4416.764160 Iteration 60F: 3 clusters Score -662905.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -662904.875000 Penalty: 4416.764160 Iteration 61Q: 3 clusters Score -662904.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -662904.812500 Penalty: 4416.764160 Iteration 62Q: 3 clusters Score -662904.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -662904.812500 Penalty: 4416.764160 Iteration 63F: 3 clusters Score -662904.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (10076 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10076 members Entering Unmasked Estep Score: -825107.875000 Penalty: 2286.041992 Iteration 0F: 2 clusters Score -825107.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -817357.625000 Penalty: 4572.083984 Iteration 0F: 3 clusters Score -817357.6 nChanged 4212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -819797.125000 Penalty: 4572.083984 Iteration 1F: 3 clusters Score -819797.1 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -820263.375000 Penalty: 4572.083984 Iteration 2F: 3 clusters Score -820263.4 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5046 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -820607.125000 Penalty: 4572.083984 Iteration 3F: 3 clusters Score -820607.1 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -820835.750000 Penalty: 4572.083984 Iteration 4Q: 3 clusters Score -820835.8 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -821008.000000 Penalty: 4572.083984 Iteration 5Q: 3 clusters Score -821008 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -821152.312500 Penalty: 4572.083984 Iteration 6Q: 3 clusters Score -821152.3 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -821282.750000 Penalty: 4572.083984 Iteration 7Q: 3 clusters Score -821282.8 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -821431.500000 Penalty: 4572.083984 Iteration 8Q: 3 clusters Score -821431.5 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -821551.875000 Penalty: 4572.083984 Iteration 9Q: 3 clusters Score -821551.9 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -821653.000000 Penalty: 4572.083984 Iteration 10Q: 3 clusters Score -821653 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -821732.437500 Penalty: 4572.083984 Iteration 11Q: 3 clusters Score -821732.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -821803.687500 Penalty: 4572.083984 Iteration 12Q: 3 clusters Score -821803.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -821848.500000 Penalty: 4572.083984 Iteration 13Q: 3 clusters Score -821848.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4861 members Mstep: Class 2 contains 5215 members Entering Unmasked Estep Score: -821886.312500 Penalty: 4572.083984 Iteration 14Q: 3 clusters Score -821886.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -821918.687500 Penalty: 4572.083984 Iteration 15Q: 3 clusters Score -821918.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -821950.687500 Penalty: 4572.083984 Iteration 16Q: 3 clusters Score -821950.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -821980.250000 Penalty: 4572.083984 Iteration 17Q: 3 clusters Score -821980.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 5371 members Entering Unmasked Estep Score: -822010.250000 Penalty: 4572.083984 Iteration 18Q: 3 clusters Score -822010.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -822042.562500 Penalty: 4572.083984 Iteration 19Q: 3 clusters Score -822042.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -822070.937500 Penalty: 4572.083984 Iteration 20F: 3 clusters Score -822070.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -822089.937500 Penalty: 4572.083984 Iteration 21Q: 3 clusters Score -822089.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 5532 members Entering Unmasked Estep Score: -822108.000000 Penalty: 4572.083984 Iteration 22Q: 3 clusters Score -822108 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -822129.750000 Penalty: 4572.083984 Iteration 23Q: 3 clusters Score -822129.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -822148.875000 Penalty: 4572.083984 Iteration 24Q: 3 clusters Score -822148.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -822165.625000 Penalty: 4572.083984 Iteration 25Q: 3 clusters Score -822165.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -822187.250000 Penalty: 4572.083984 Iteration 26Q: 3 clusters Score -822187.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 5749 members Entering Unmasked Estep Score: -822207.375000 Penalty: 4572.083984 Iteration 27Q: 3 clusters Score -822207.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 5788 members Entering Unmasked Estep Score: -822224.187500 Penalty: 4572.083984 Iteration 28Q: 3 clusters Score -822224.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 5827 members Entering Unmasked Estep Score: -822237.562500 Penalty: 4572.083984 Iteration 29Q: 3 clusters Score -822237.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -822260.125000 Penalty: 4572.083984 Iteration 30Q: 3 clusters Score -822260.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -822278.812500 Penalty: 4572.083984 Iteration 31Q: 3 clusters Score -822278.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -822300.312500 Penalty: 4572.083984 Iteration 32Q: 3 clusters Score -822300.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -822315.250000 Penalty: 4572.083984 Iteration 33Q: 3 clusters Score -822315.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 6017 members Entering Unmasked Estep Score: -822331.500000 Penalty: 4572.083984 Iteration 34Q: 3 clusters Score -822331.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -822346.500000 Penalty: 4572.083984 Iteration 35Q: 3 clusters Score -822346.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 6084 members Entering Unmasked Estep Score: -822361.687500 Penalty: 4572.083984 Iteration 36Q: 3 clusters Score -822361.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -822381.812500 Penalty: 4572.083984 Iteration 37Q: 3 clusters Score -822381.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 6152 members Entering Unmasked Estep Score: -822396.062500 Penalty: 4572.083984 Iteration 38Q: 3 clusters Score -822396.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -822414.437500 Penalty: 4572.083984 Iteration 39Q: 3 clusters Score -822414.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 6203 members Entering Unmasked Estep Score: -822429.625000 Penalty: 4572.083984 Iteration 40F: 3 clusters Score -822429.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -822443.500000 Penalty: 4572.083984 Iteration 41Q: 3 clusters Score -822443.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -822460.812500 Penalty: 4572.083984 Iteration 42Q: 3 clusters Score -822460.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 6293 members Entering Unmasked Estep Score: -822476.750000 Penalty: 4572.083984 Iteration 43Q: 3 clusters Score -822476.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -822486.187500 Penalty: 4572.083984 Iteration 44Q: 3 clusters Score -822486.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 6333 members Entering Unmasked Estep Score: -822497.187500 Penalty: 4572.083984 Iteration 45Q: 3 clusters Score -822497.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -822506.437500 Penalty: 4572.083984 Iteration 46Q: 3 clusters Score -822506.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -822510.125000 Penalty: 4572.083984 Iteration 47Q: 3 clusters Score -822510.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 6379 members Entering Unmasked Estep Score: -822514.437500 Penalty: 4572.083984 Iteration 48Q: 3 clusters Score -822514.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 6391 members Entering Unmasked Estep Score: -822515.187500 Penalty: 4572.083984 Iteration 49Q: 3 clusters Score -822515.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -822521.250000 Penalty: 4572.083984 Iteration 50Q: 3 clusters Score -822521.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -822527.625000 Penalty: 4572.083984 Iteration 51Q: 3 clusters Score -822527.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 6435 members Entering Unmasked Estep Score: -822532.187500 Penalty: 4572.083984 Iteration 52Q: 3 clusters Score -822532.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 6457 members Entering Unmasked Estep Score: -822535.750000 Penalty: 4572.083984 Iteration 53Q: 3 clusters Score -822535.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -822540.000000 Penalty: 4572.083984 Iteration 54Q: 3 clusters Score -822540 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -822544.250000 Penalty: 4572.083984 Iteration 55Q: 3 clusters Score -822544.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -822546.062500 Penalty: 4572.083984 Iteration 56Q: 3 clusters Score -822546.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -822549.750000 Penalty: 4572.083984 Iteration 57Q: 3 clusters Score -822549.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -822550.625000 Penalty: 4572.083984 Iteration 58Q: 3 clusters Score -822550.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -822552.937500 Penalty: 4572.083984 Iteration 59Q: 3 clusters Score -822552.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 6560 members Entering Unmasked Estep Score: -822559.000000 Penalty: 4572.083984 Iteration 60F: 3 clusters Score -822559 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 6579 members Entering Unmasked Estep Score: -822561.812500 Penalty: 4572.083984 Iteration 61Q: 3 clusters Score -822561.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 6598 members Entering Unmasked Estep Score: -822563.750000 Penalty: 4572.083984 Iteration 62Q: 3 clusters Score -822563.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 6616 members Entering Unmasked Estep Score: -822565.687500 Penalty: 4572.083984 Iteration 63Q: 3 clusters Score -822565.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 6630 members Entering Unmasked Estep Score: -822570.000000 Penalty: 4572.083984 Iteration 64Q: 3 clusters Score -822570 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -822570.937500 Penalty: 4572.083984 Iteration 65Q: 3 clusters Score -822570.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 6644 members Entering Unmasked Estep Score: -822572.000000 Penalty: 4572.083984 Iteration 66Q: 3 clusters Score -822572 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -822571.687500 Penalty: 4572.083984 Iteration 67Q: 3 clusters Score -822571.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -822575.875000 Penalty: 4572.083984 Iteration 68Q: 3 clusters Score -822575.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -822576.437500 Penalty: 4572.083984 Iteration 69Q: 3 clusters Score -822576.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 6683 members Entering Unmasked Estep Score: -822585.125000 Penalty: 4572.083984 Iteration 70Q: 3 clusters Score -822585.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 6701 members Entering Unmasked Estep Score: -822585.937500 Penalty: 4572.083984 Iteration 71Q: 3 clusters Score -822585.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -822586.437500 Penalty: 4572.083984 Iteration 72Q: 3 clusters Score -822586.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 6732 members Entering Unmasked Estep Score: -822590.875000 Penalty: 4572.083984 Iteration 73Q: 3 clusters Score -822590.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 6745 members Entering Unmasked Estep Score: -822594.437500 Penalty: 4572.083984 Iteration 74Q: 3 clusters Score -822594.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -822591.750000 Penalty: 4572.083984 Iteration 75Q: 3 clusters Score -822591.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 6771 members Entering Unmasked Estep Score: -822597.062500 Penalty: 4572.083984 Iteration 76Q: 3 clusters Score -822597.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -822599.500000 Penalty: 4572.083984 Iteration 77Q: 3 clusters Score -822599.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -822600.875000 Penalty: 4572.083984 Iteration 78Q: 3 clusters Score -822600.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 6798 members Entering Unmasked Estep Score: -822605.187500 Penalty: 4572.083984 Iteration 79Q: 3 clusters Score -822605.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -822605.062500 Penalty: 4572.083984 Iteration 80F: 3 clusters Score -822605.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 6807 members Entering Unmasked Estep Score: -822605.375000 Penalty: 4572.083984 Iteration 81Q: 3 clusters Score -822605.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 6814 members Entering Unmasked Estep Score: -822606.687500 Penalty: 4572.083984 Iteration 82Q: 3 clusters Score -822606.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 6820 members Entering Unmasked Estep Score: -822609.125000 Penalty: 4572.083984 Iteration 83Q: 3 clusters Score -822609.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -822609.437500 Penalty: 4572.083984 Iteration 84Q: 3 clusters Score -822609.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -822608.312500 Penalty: 4572.083984 Iteration 85Q: 3 clusters Score -822608.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 6841 members Entering Unmasked Estep Score: -822610.187500 Penalty: 4572.083984 Iteration 86Q: 3 clusters Score -822610.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 6847 members Entering Unmasked Estep Score: -822611.812500 Penalty: 4572.083984 Iteration 87Q: 3 clusters Score -822611.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -822613.625000 Penalty: 4572.083984 Iteration 88Q: 3 clusters Score -822613.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 6854 members Entering Unmasked Estep Score: -822612.187500 Penalty: 4572.083984 Iteration 89Q: 3 clusters Score -822612.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 6854 members Entering Unmasked Estep Score: -822610.437500 Penalty: 4572.083984 Iteration 90Q: 3 clusters Score -822610.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -822612.562500 Penalty: 4572.083984 Iteration 91Q: 3 clusters Score -822612.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -822612.625000 Penalty: 4572.083984 Iteration 92Q: 3 clusters Score -822612.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -822614.812500 Penalty: 4572.083984 Iteration 93Q: 3 clusters Score -822614.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 6864 members Entering Unmasked Estep Score: -822615.750000 Penalty: 4572.083984 Iteration 94Q: 3 clusters Score -822615.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -822618.062500 Penalty: 4572.083984 Iteration 95Q: 3 clusters Score -822618.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 6890 members Entering Unmasked Estep Score: -822621.312500 Penalty: 4572.083984 Iteration 96Q: 3 clusters Score -822621.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 6901 members Entering Unmasked Estep Score: -822622.000000 Penalty: 4572.083984 Iteration 97Q: 3 clusters Score -822622 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -822623.937500 Penalty: 4572.083984 Iteration 98Q: 3 clusters Score -822623.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -822624.625000 Penalty: 4572.083984 Iteration 99Q: 3 clusters Score -822624.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 6926 members Entering Unmasked Estep Score: -822629.937500 Penalty: 4572.083984 Iteration 100F: 3 clusters Score -822629.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 6938 members Entering Unmasked Estep Score: -822630.562500 Penalty: 4572.083984 Iteration 101Q: 3 clusters Score -822630.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 6957 members Entering Unmasked Estep Score: -822634.562500 Penalty: 4572.083984 Iteration 102Q: 3 clusters Score -822634.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -822640.625000 Penalty: 4572.083984 Iteration 103Q: 3 clusters Score -822640.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -822641.062500 Penalty: 4572.083984 Iteration 104Q: 3 clusters Score -822641.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 6992 members Entering Unmasked Estep Score: -822644.500000 Penalty: 4572.083984 Iteration 105Q: 3 clusters Score -822644.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -822647.312500 Penalty: 4572.083984 Iteration 106Q: 3 clusters Score -822647.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -822651.312500 Penalty: 4572.083984 Iteration 107Q: 3 clusters Score -822651.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -822653.937500 Penalty: 4572.083984 Iteration 108Q: 3 clusters Score -822653.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -822658.250000 Penalty: 4572.083984 Iteration 109Q: 3 clusters Score -822658.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 7045 members Entering Unmasked Estep Score: -822662.812500 Penalty: 4572.083984 Iteration 110Q: 3 clusters Score -822662.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 7064 members Entering Unmasked Estep Score: -822669.500000 Penalty: 4572.083984 Iteration 111Q: 3 clusters Score -822669.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -822674.687500 Penalty: 4572.083984 Iteration 112Q: 3 clusters Score -822674.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 7104 members Entering Unmasked Estep Score: -822679.812500 Penalty: 4572.083984 Iteration 113Q: 3 clusters Score -822679.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 7136 members Entering Unmasked Estep Score: -822686.937500 Penalty: 4572.083984 Iteration 114Q: 3 clusters Score -822686.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 7159 members Entering Unmasked Estep Score: -822695.000000 Penalty: 4572.083984 Iteration 115Q: 3 clusters Score -822695 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 7183 members Entering Unmasked Estep Score: -822703.500000 Penalty: 4572.083984 Iteration 116Q: 3 clusters Score -822703.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 7213 members Entering Unmasked Estep Score: -822707.937500 Penalty: 4572.083984 Iteration 117Q: 3 clusters Score -822707.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 7237 members Entering Unmasked Estep Score: -822712.562500 Penalty: 4572.083984 Iteration 118Q: 3 clusters Score -822712.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 7266 members Entering Unmasked Estep Score: -822719.500000 Penalty: 4572.083984 Iteration 119Q: 3 clusters Score -822719.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 7290 members Entering Unmasked Estep Score: -822725.312500 Penalty: 4572.083984 Iteration 120F: 3 clusters Score -822725.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 7310 members Entering Unmasked Estep Score: -822731.125000 Penalty: 4572.083984 Iteration 121Q: 3 clusters Score -822731.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -822737.062500 Penalty: 4572.083984 Iteration 122Q: 3 clusters Score -822737.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -822746.125000 Penalty: 4572.083984 Iteration 123Q: 3 clusters Score -822746.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 7379 members Entering Unmasked Estep Score: -822751.250000 Penalty: 4572.083984 Iteration 124Q: 3 clusters Score -822751.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 7412 members Entering Unmasked Estep Score: -822761.125000 Penalty: 4572.083984 Iteration 125Q: 3 clusters Score -822761.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 7449 members Entering Unmasked Estep Score: -822774.250000 Penalty: 4572.083984 Iteration 126Q: 3 clusters Score -822774.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 7491 members Entering Unmasked Estep Score: -822788.187500 Penalty: 4572.083984 Iteration 127Q: 3 clusters Score -822788.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 7534 members Entering Unmasked Estep Score: -822806.125000 Penalty: 4572.083984 Iteration 128Q: 3 clusters Score -822806.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 7563 members Entering Unmasked Estep Score: -822824.312500 Penalty: 4572.083984 Iteration 129Q: 3 clusters Score -822824.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 7603 members Entering Unmasked Estep Score: -822843.625000 Penalty: 4572.083984 Iteration 130Q: 3 clusters Score -822843.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 7638 members Entering Unmasked Estep Score: -822860.500000 Penalty: 4572.083984 Iteration 131Q: 3 clusters Score -822860.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -822889.687500 Penalty: 4572.083984 Iteration 132Q: 3 clusters Score -822889.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 7745 members Entering Unmasked Estep Score: -822909.687500 Penalty: 4572.083984 Iteration 133Q: 3 clusters Score -822909.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 7800 members Entering Unmasked Estep Score: -822936.937500 Penalty: 4572.083984 Iteration 134Q: 3 clusters Score -822936.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 7845 members Entering Unmasked Estep Score: -822975.875000 Penalty: 4572.083984 Iteration 135Q: 3 clusters Score -822975.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -823019.250000 Penalty: 4572.083984 Iteration 136Q: 3 clusters Score -823019.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 7919 members Entering Unmasked Estep Score: -823067.250000 Penalty: 4572.083984 Iteration 137Q: 3 clusters Score -823067.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 7968 members Entering Unmasked Estep Score: -823114.562500 Penalty: 4572.083984 Iteration 138Q: 3 clusters Score -823114.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 8008 members Entering Unmasked Estep Score: -823161.687500 Penalty: 4572.083984 Iteration 139Q: 3 clusters Score -823161.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -823197.312500 Penalty: 4572.083984 Iteration 140F: 3 clusters Score -823197.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 8066 members Entering Unmasked Estep Score: -823224.625000 Penalty: 4572.083984 Iteration 141Q: 3 clusters Score -823224.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 8093 members Entering Unmasked Estep Score: -823251.625000 Penalty: 4572.083984 Iteration 142Q: 3 clusters Score -823251.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 8115 members Entering Unmasked Estep Score: -823282.125000 Penalty: 4572.083984 Iteration 143Q: 3 clusters Score -823282.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 8140 members Entering Unmasked Estep Score: -823298.687500 Penalty: 4572.083984 Iteration 144Q: 3 clusters Score -823298.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 8157 members Entering Unmasked Estep Score: -823306.812500 Penalty: 4572.083984 Iteration 145Q: 3 clusters Score -823306.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -823313.375000 Penalty: 4572.083984 Iteration 146Q: 3 clusters Score -823313.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 8171 members Entering Unmasked Estep Score: -823317.500000 Penalty: 4572.083984 Iteration 147Q: 3 clusters Score -823317.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 8178 members Entering Unmasked Estep Score: -823321.375000 Penalty: 4572.083984 Iteration 148Q: 3 clusters Score -823321.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 8184 members Entering Unmasked Estep Score: -823323.000000 Penalty: 4572.083984 Iteration 149Q: 3 clusters Score -823323 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 8194 members Entering Unmasked Estep Score: -823326.500000 Penalty: 4572.083984 Iteration 150Q: 3 clusters Score -823326.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 8209 members Entering Unmasked Estep Score: -823328.500000 Penalty: 4572.083984 Iteration 151Q: 3 clusters Score -823328.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 8217 members Entering Unmasked Estep Score: -823334.062500 Penalty: 4572.083984 Iteration 152Q: 3 clusters Score -823334.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 8225 members Entering Unmasked Estep Score: -823336.562500 Penalty: 4572.083984 Iteration 153Q: 3 clusters Score -823336.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 8232 members Entering Unmasked Estep Score: -823337.750000 Penalty: 4572.083984 Iteration 154Q: 3 clusters Score -823337.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 8240 members Entering Unmasked Estep Score: -823339.187500 Penalty: 4572.083984 Iteration 155Q: 3 clusters Score -823339.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 8243 members Entering Unmasked Estep Score: -823341.250000 Penalty: 4572.083984 Iteration 156Q: 3 clusters Score -823341.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 8251 members Entering Unmasked Estep Score: -823343.187500 Penalty: 4572.083984 Iteration 157Q: 3 clusters Score -823343.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -823353.500000 Penalty: 4572.083984 Iteration 158Q: 3 clusters Score -823353.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 8262 members Entering Unmasked Estep Score: -823363.562500 Penalty: 4572.083984 Iteration 159Q: 3 clusters Score -823363.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 8271 members Entering Unmasked Estep Score: -823370.375000 Penalty: 4572.083984 Iteration 160F: 3 clusters Score -823370.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 8274 members Entering Unmasked Estep Score: -823371.625000 Penalty: 4572.083984 Iteration 161Q: 3 clusters Score -823371.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 8277 members Entering Unmasked Estep Score: -823373.625000 Penalty: 4572.083984 Iteration 162Q: 3 clusters Score -823373.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 8276 members Entering Unmasked Estep Score: -823373.437500 Penalty: 4572.083984 Iteration 163Q: 3 clusters Score -823373.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 8276 members Entering Unmasked Estep Score: -823373.437500 Penalty: 4572.083984 Iteration 164F: 3 clusters Score -823373.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (10061 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10061 members Entering Unmasked Estep Score: -930822.375000 Penalty: 2285.672607 Iteration 0F: 2 clusters Score -930822.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -923005.875000 Penalty: 4571.345215 Iteration 0F: 3 clusters Score -923005.9 nChanged 4226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -925287.250000 Penalty: 4571.345215 Iteration 1F: 3 clusters Score -925287.2 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -925607.437500 Penalty: 4571.345215 Iteration 2F: 3 clusters Score -925607.4 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -925847.562500 Penalty: 4571.345215 Iteration 3Q: 3 clusters Score -925847.6 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6087 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -926070.437500 Penalty: 4571.345215 Iteration 4Q: 3 clusters Score -926070.4 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6367 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -926258.312500 Penalty: 4571.345215 Iteration 5Q: 3 clusters Score -926258.3 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -926461.375000 Penalty: 4571.345215 Iteration 6Q: 3 clusters Score -926461.4 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7024 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -926683.062500 Penalty: 4571.345215 Iteration 7Q: 3 clusters Score -926683.1 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7413 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -926950.875000 Penalty: 4571.345215 Iteration 8Q: 3 clusters Score -926950.9 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7841 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -927300.937500 Penalty: 4571.345215 Iteration 9Q: 3 clusters Score -927300.9 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8285 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -927720.375000 Penalty: 4571.345215 Iteration 10Q: 3 clusters Score -927720.4 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8689 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -928110.687500 Penalty: 4571.345215 Iteration 11Q: 3 clusters Score -928110.7 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9045 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -928489.375000 Penalty: 4571.345215 Iteration 12Q: 3 clusters Score -928489.4 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9289 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -928812.500000 Penalty: 4571.345215 Iteration 13Q: 3 clusters Score -928812.5 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9431 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -929167.437500 Penalty: 4571.345215 Iteration 14Q: 3 clusters Score -929167.4 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9499 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -929444.750000 Penalty: 4571.345215 Iteration 15Q: 3 clusters Score -929444.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9551 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -929635.625000 Penalty: 4571.345215 Iteration 16Q: 3 clusters Score -929635.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9579 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -929735.562500 Penalty: 4571.345215 Iteration 17Q: 3 clusters Score -929735.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9598 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -929807.625000 Penalty: 4571.345215 Iteration 18Q: 3 clusters Score -929807.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9593 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -929835.812500 Penalty: 4571.345215 Iteration 19Q: 3 clusters Score -929835.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9591 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -929848.125000 Penalty: 4571.345215 Iteration 20F: 3 clusters Score -929848.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9588 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -929855.562500 Penalty: 4571.345215 Iteration 21Q: 3 clusters Score -929855.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9588 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -929861.687500 Penalty: 4571.345215 Iteration 22Q: 3 clusters Score -929861.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9587 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -929866.125000 Penalty: 4571.345215 Iteration 23Q: 3 clusters Score -929866.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9585 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -929867.687500 Penalty: 4571.345215 Iteration 24Q: 3 clusters Score -929867.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9584 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -929871.125000 Penalty: 4571.345215 Iteration 25Q: 3 clusters Score -929871.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9585 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -929871.500000 Penalty: 4571.345215 Iteration 26Q: 3 clusters Score -929871.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9585 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -929871.500000 Penalty: 4571.345215 Iteration 27F: 3 clusters Score -929871.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Entering Unmasked Estep Score: -61034.882812 Penalty: 1629.231323 Iteration 0F: 2 clusters Score -61034.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -59316.265625 Penalty: 3258.462646 Iteration 0F: 3 clusters Score -59316.27 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -59482.187500 Penalty: 3258.462646 Iteration 1F: 3 clusters Score -59482.19 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -59535.078125 Penalty: 3258.462646 Iteration 2Q: 3 clusters Score -59535.08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -59559.320312 Penalty: 3258.462646 Iteration 3Q: 3 clusters Score -59559.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -59572.082031 Penalty: 3258.462646 Iteration 4Q: 3 clusters Score -59572.08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -59586.222656 Penalty: 3258.462646 Iteration 5Q: 3 clusters Score -59586.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -59596.437500 Penalty: 3258.462646 Iteration 6Q: 3 clusters Score -59596.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -59605.671875 Penalty: 3258.462646 Iteration 7Q: 3 clusters Score -59605.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -59612.468750 Penalty: 3258.462646 Iteration 8Q: 3 clusters Score -59612.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -59621.417969 Penalty: 3258.462646 Iteration 9Q: 3 clusters Score -59621.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -59626.687500 Penalty: 3258.462646 Iteration 10Q: 3 clusters Score -59626.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -59628.183594 Penalty: 3258.462646 Iteration 11Q: 3 clusters Score -59628.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -59628.183594 Penalty: 3258.462646 Iteration 12F: 3 clusters Score -59628.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (316717 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316717 members Entering Unmasked Estep Score: -28863376.000000 Penalty: 3141.109375 Iteration 0F: 2 clusters Score -2.886338e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158616 members Mstep: Class 2 contains 158101 members Entering Unmasked Estep Score: -28651346.000000 Penalty: 6282.218750 Iteration 0F: 3 clusters Score -2.865135e+07 nChanged 153757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167141 members Mstep: Class 2 contains 149576 members Entering Unmasked Estep Score: -28743518.000000 Penalty: 6282.218750 Iteration 1F: 3 clusters Score -2.874352e+07 nChanged 11525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173158 members Mstep: Class 2 contains 143559 members Entering Unmasked Estep Score: -28747682.000000 Penalty: 6282.218750 Iteration 2Q: 3 clusters Score -2.874768e+07 nChanged 14554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182352 members Mstep: Class 2 contains 134365 members Entering Unmasked Estep Score: -28754068.000000 Penalty: 6282.218750 Iteration 3Q: 3 clusters Score -2.875407e+07 nChanged 18205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195429 members Mstep: Class 2 contains 121288 members Entering Unmasked Estep Score: -28763364.000000 Penalty: 6282.218750 Iteration 4F: 3 clusters Score -2.876336e+07 nChanged 21600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212899 members Mstep: Class 2 contains 103818 members Entering Unmasked Estep Score: -28776678.000000 Penalty: 6282.218750 Iteration 5F: 3 clusters Score -2.877668e+07 nChanged 23717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233986 members Mstep: Class 2 contains 82731 members Entering Unmasked Estep Score: -28793710.000000 Penalty: 6282.218750 Iteration 6F: 3 clusters Score -2.879371e+07 nChanged 23334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256086 members Mstep: Class 2 contains 60631 members Entering Unmasked Estep Score: -28812230.000000 Penalty: 6282.218750 Iteration 7F: 3 clusters Score -2.881223e+07 nChanged 20050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275810 members Mstep: Class 2 contains 40907 members Entering Unmasked Estep Score: -28828848.000000 Penalty: 6282.218750 Iteration 8F: 3 clusters Score -2.882885e+07 nChanged 14896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290660 members Mstep: Class 2 contains 26057 members Entering Unmasked Estep Score: -28841602.000000 Penalty: 6282.218750 Iteration 9Q: 3 clusters Score -2.88416e+07 nChanged 9710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300362 members Mstep: Class 2 contains 16355 members Entering Unmasked Estep Score: -28849820.000000 Penalty: 6282.218750 Iteration 10Q: 3 clusters Score -2.884982e+07 nChanged 5524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305884 members Mstep: Class 2 contains 10833 members Entering Unmasked Estep Score: -28854480.000000 Penalty: 6282.218750 Iteration 11Q: 3 clusters Score -2.885448e+07 nChanged 3015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308873 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -28857030.000000 Penalty: 6282.218750 Iteration 12Q: 3 clusters Score -2.885703e+07 nChanged 1777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310502 members Mstep: Class 2 contains 6215 members Entering Unmasked Estep Score: -28858624.000000 Penalty: 6282.218750 Iteration 13Q: 3 clusters Score -2.885862e+07 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311409 members Mstep: Class 2 contains 5308 members Entering Unmasked Estep Score: -28859398.000000 Penalty: 6282.218750 Iteration 14Q: 3 clusters Score -2.88594e+07 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312043 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -28860008.000000 Penalty: 6282.218750 Iteration 15Q: 3 clusters Score -2.886001e+07 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312522 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -28860274.000000 Penalty: 6282.218750 Iteration 16Q: 3 clusters Score -2.886027e+07 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312871 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -28860480.000000 Penalty: 6282.218750 Iteration 17Q: 3 clusters Score -2.886048e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313140 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -28860654.000000 Penalty: 6282.218750 Iteration 18Q: 3 clusters Score -2.886065e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313350 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -28860790.000000 Penalty: 6282.218750 Iteration 19Q: 3 clusters Score -2.886079e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313539 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -28860888.000000 Penalty: 6282.218750 Iteration 20F: 3 clusters Score -2.886089e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313702 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -28860962.000000 Penalty: 6282.218750 Iteration 21Q: 3 clusters Score -2.886096e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313824 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -28860934.000000 Penalty: 6282.218750 Iteration 22Q: 3 clusters Score -2.886093e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313931 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -28860966.000000 Penalty: 6282.218750 Iteration 23Q: 3 clusters Score -2.886097e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314018 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -28861012.000000 Penalty: 6282.218750 Iteration 24Q: 3 clusters Score -2.886101e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314074 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -28861012.000000 Penalty: 6282.218750 Iteration 25Q: 3 clusters Score -2.886101e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314121 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -28861034.000000 Penalty: 6282.218750 Iteration 26Q: 3 clusters Score -2.886103e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314160 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -28861044.000000 Penalty: 6282.218750 Iteration 27Q: 3 clusters Score -2.886104e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314200 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -28861070.000000 Penalty: 6282.218750 Iteration 28Q: 3 clusters Score -2.886107e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314231 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -28861080.000000 Penalty: 6282.218750 Iteration 29Q: 3 clusters Score -2.886108e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314270 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -28861074.000000 Penalty: 6282.218750 Iteration 30Q: 3 clusters Score -2.886107e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314298 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -28861058.000000 Penalty: 6282.218750 Iteration 31Q: 3 clusters Score -2.886106e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314319 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -28861080.000000 Penalty: 6282.218750 Iteration 32Q: 3 clusters Score -2.886108e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314335 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -28861098.000000 Penalty: 6282.218750 Iteration 33Q: 3 clusters Score -2.88611e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314357 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -28861124.000000 Penalty: 6282.218750 Iteration 34Q: 3 clusters Score -2.886112e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314372 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -28861124.000000 Penalty: 6282.218750 Iteration 35Q: 3 clusters Score -2.886112e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314383 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -28861142.000000 Penalty: 6282.218750 Iteration 36Q: 3 clusters Score -2.886114e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314390 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -28861146.000000 Penalty: 6282.218750 Iteration 37Q: 3 clusters Score -2.886115e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314398 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -28861150.000000 Penalty: 6282.218750 Iteration 38Q: 3 clusters Score -2.886115e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314402 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -28861114.000000 Penalty: 6282.218750 Iteration 39Q: 3 clusters Score -2.886111e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314405 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -28861116.000000 Penalty: 6282.218750 Iteration 40F: 3 clusters Score -2.886112e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314408 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -28861110.000000 Penalty: 6282.218750 Iteration 41Q: 3 clusters Score -2.886111e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314411 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -28861114.000000 Penalty: 6282.218750 Iteration 42Q: 3 clusters Score -2.886111e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314414 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -28861134.000000 Penalty: 6282.218750 Iteration 43Q: 3 clusters Score -2.886113e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314418 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -28861130.000000 Penalty: 6282.218750 Iteration 44Q: 3 clusters Score -2.886113e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314420 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -28861126.000000 Penalty: 6282.218750 Iteration 45Q: 3 clusters Score -2.886113e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314422 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -28861124.000000 Penalty: 6282.218750 Iteration 46Q: 3 clusters Score -2.886112e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314424 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -28861134.000000 Penalty: 6282.218750 Iteration 47Q: 3 clusters Score -2.886113e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314425 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -28861138.000000 Penalty: 6282.218750 Iteration 48Q: 3 clusters Score -2.886114e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314428 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -28861128.000000 Penalty: 6282.218750 Iteration 49Q: 3 clusters Score -2.886113e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314430 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -28861112.000000 Penalty: 6282.218750 Iteration 50Q: 3 clusters Score -2.886111e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314434 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -28861132.000000 Penalty: 6282.218750 Iteration 51Q: 3 clusters Score -2.886113e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314437 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -28861124.000000 Penalty: 6282.218750 Iteration 52Q: 3 clusters Score -2.886112e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314437 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -28861124.000000 Penalty: 6282.218750 Iteration 53F: 3 clusters Score -2.886112e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (7107 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Entering Unmasked Estep Score: -607025.812500 Penalty: 2199.471191 Iteration 0F: 2 clusters Score -607025.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -601134.812500 Penalty: 4398.942383 Iteration 0F: 3 clusters Score -601134.8 nChanged 2863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -602696.312500 Penalty: 4398.942383 Iteration 1F: 3 clusters Score -602696.3 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -602942.250000 Penalty: 4398.942383 Iteration 2F: 3 clusters Score -602942.2 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -603106.875000 Penalty: 4398.942383 Iteration 3Q: 3 clusters Score -603106.9 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -603239.250000 Penalty: 4398.942383 Iteration 4Q: 3 clusters Score -603239.2 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -603338.062500 Penalty: 4398.942383 Iteration 5Q: 3 clusters Score -603338.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -603422.750000 Penalty: 4398.942383 Iteration 6Q: 3 clusters Score -603422.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -603518.312500 Penalty: 4398.942383 Iteration 7Q: 3 clusters Score -603518.3 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -603629.937500 Penalty: 4398.942383 Iteration 8Q: 3 clusters Score -603629.9 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -603746.812500 Penalty: 4398.942383 Iteration 9Q: 3 clusters Score -603746.8 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -603895.375000 Penalty: 4398.942383 Iteration 10Q: 3 clusters Score -603895.4 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -604043.812500 Penalty: 4398.942383 Iteration 11Q: 3 clusters Score -604043.8 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -604187.687500 Penalty: 4398.942383 Iteration 12Q: 3 clusters Score -604187.7 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -604313.625000 Penalty: 4398.942383 Iteration 13Q: 3 clusters Score -604313.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5747 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -604446.000000 Penalty: 4398.942383 Iteration 14Q: 3 clusters Score -604446 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -604594.500000 Penalty: 4398.942383 Iteration 15Q: 3 clusters Score -604594.5 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -604727.375000 Penalty: 4398.942383 Iteration 16Q: 3 clusters Score -604727.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -604830.250000 Penalty: 4398.942383 Iteration 17Q: 3 clusters Score -604830.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -604906.625000 Penalty: 4398.942383 Iteration 18Q: 3 clusters Score -604906.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6376 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -604967.562500 Penalty: 4398.942383 Iteration 19Q: 3 clusters Score -604967.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -605019.812500 Penalty: 4398.942383 Iteration 20F: 3 clusters Score -605019.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -605064.250000 Penalty: 4398.942383 Iteration 21Q: 3 clusters Score -605064.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -605109.437500 Penalty: 4398.942383 Iteration 22Q: 3 clusters Score -605109.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -605141.562500 Penalty: 4398.942383 Iteration 23Q: 3 clusters Score -605141.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6608 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -605171.437500 Penalty: 4398.942383 Iteration 24Q: 3 clusters Score -605171.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -605204.500000 Penalty: 4398.942383 Iteration 25Q: 3 clusters Score -605204.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -605230.375000 Penalty: 4398.942383 Iteration 26Q: 3 clusters Score -605230.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -605248.250000 Penalty: 4398.942383 Iteration 27Q: 3 clusters Score -605248.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -605259.750000 Penalty: 4398.942383 Iteration 28Q: 3 clusters Score -605259.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -605264.812500 Penalty: 4398.942383 Iteration 29Q: 3 clusters Score -605264.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6688 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -605267.187500 Penalty: 4398.942383 Iteration 30Q: 3 clusters Score -605267.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -605275.500000 Penalty: 4398.942383 Iteration 31Q: 3 clusters Score -605275.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6697 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -605279.312500 Penalty: 4398.942383 Iteration 32Q: 3 clusters Score -605279.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -605281.562500 Penalty: 4398.942383 Iteration 33Q: 3 clusters Score -605281.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -605285.125000 Penalty: 4398.942383 Iteration 34Q: 3 clusters Score -605285.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -605286.250000 Penalty: 4398.942383 Iteration 35Q: 3 clusters Score -605286.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -605289.125000 Penalty: 4398.942383 Iteration 36Q: 3 clusters Score -605289.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -605289.875000 Penalty: 4398.942383 Iteration 37Q: 3 clusters Score -605289.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -605290.500000 Penalty: 4398.942383 Iteration 38Q: 3 clusters Score -605290.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -605290.500000 Penalty: 4398.942383 Iteration 39Q: 3 clusters Score -605290.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -605290.500000 Penalty: 4398.942383 Iteration 40F: 3 clusters Score -605290.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3853 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Entering Unmasked Estep Score: -325818.000000 Penalty: 2047.638550 Iteration 0F: 2 clusters Score -325818 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 1966 members Entering Unmasked Estep Score: -322002.968750 Penalty: 4095.277100 Iteration 0F: 3 clusters Score -322003 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -322867.093750 Penalty: 4095.277100 Iteration 1F: 3 clusters Score -322867.1 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -323062.156250 Penalty: 4095.277100 Iteration 2F: 3 clusters Score -323062.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -323177.468750 Penalty: 4095.277100 Iteration 3Q: 3 clusters Score -323177.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -323249.562500 Penalty: 4095.277100 Iteration 4Q: 3 clusters Score -323249.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -323307.781250 Penalty: 4095.277100 Iteration 5Q: 3 clusters Score -323307.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -323343.812500 Penalty: 4095.277100 Iteration 6Q: 3 clusters Score -323343.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -323371.531250 Penalty: 4095.277100 Iteration 7Q: 3 clusters Score -323371.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -323390.875000 Penalty: 4095.277100 Iteration 8Q: 3 clusters Score -323390.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -323402.718750 Penalty: 4095.277100 Iteration 9Q: 3 clusters Score -323402.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -323415.750000 Penalty: 4095.277100 Iteration 10Q: 3 clusters Score -323415.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -323424.437500 Penalty: 4095.277100 Iteration 11Q: 3 clusters Score -323424.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -323432.687500 Penalty: 4095.277100 Iteration 12Q: 3 clusters Score -323432.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -323438.156250 Penalty: 4095.277100 Iteration 13Q: 3 clusters Score -323438.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -323446.218750 Penalty: 4095.277100 Iteration 14Q: 3 clusters Score -323446.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -323458.468750 Penalty: 4095.277100 Iteration 15Q: 3 clusters Score -323458.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -323472.156250 Penalty: 4095.277100 Iteration 16Q: 3 clusters Score -323472.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -323490.093750 Penalty: 4095.277100 Iteration 17Q: 3 clusters Score -323490.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -323508.156250 Penalty: 4095.277100 Iteration 18Q: 3 clusters Score -323508.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -323528.843750 Penalty: 4095.277100 Iteration 19Q: 3 clusters Score -323528.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -323545.593750 Penalty: 4095.277100 Iteration 20F: 3 clusters Score -323545.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -323563.062500 Penalty: 4095.277100 Iteration 21Q: 3 clusters Score -323563.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -323576.812500 Penalty: 4095.277100 Iteration 22Q: 3 clusters Score -323576.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -323590.718750 Penalty: 4095.277100 Iteration 23Q: 3 clusters Score -323590.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -323597.968750 Penalty: 4095.277100 Iteration 24Q: 3 clusters Score -323598 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -323607.218750 Penalty: 4095.277100 Iteration 25Q: 3 clusters Score -323607.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -323617.500000 Penalty: 4095.277100 Iteration 26Q: 3 clusters Score -323617.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -323630.937500 Penalty: 4095.277100 Iteration 27Q: 3 clusters Score -323630.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -323664.000000 Penalty: 4095.277100 Iteration 28Q: 3 clusters Score -323664 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -323703.625000 Penalty: 4095.277100 Iteration 29Q: 3 clusters Score -323703.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -323748.031250 Penalty: 4095.277100 Iteration 30Q: 3 clusters Score -323748 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -323815.718750 Penalty: 4095.277100 Iteration 31Q: 3 clusters Score -323815.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -323904.500000 Penalty: 4095.277100 Iteration 32Q: 3 clusters Score -323904.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -323980.968750 Penalty: 4095.277100 Iteration 33Q: 3 clusters Score -323981 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -324077.531250 Penalty: 4095.277100 Iteration 34Q: 3 clusters Score -324077.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -324159.500000 Penalty: 4095.277100 Iteration 35Q: 3 clusters Score -324159.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -324225.906250 Penalty: 4095.277100 Iteration 36Q: 3 clusters Score -324225.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -324269.593750 Penalty: 4095.277100 Iteration 37Q: 3 clusters Score -324269.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -324303.875000 Penalty: 4095.277100 Iteration 38Q: 3 clusters Score -324303.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -324324.625000 Penalty: 4095.277100 Iteration 39Q: 3 clusters Score -324324.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -324337.093750 Penalty: 4095.277100 Iteration 40F: 3 clusters Score -324337.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -324349.687500 Penalty: 4095.277100 Iteration 41Q: 3 clusters Score -324349.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -324362.406250 Penalty: 4095.277100 Iteration 42Q: 3 clusters Score -324362.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -324376.437500 Penalty: 4095.277100 Iteration 43Q: 3 clusters Score -324376.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -324387.437500 Penalty: 4095.277100 Iteration 44Q: 3 clusters Score -324387.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -324403.187500 Penalty: 4095.277100 Iteration 45Q: 3 clusters Score -324403.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -324413.250000 Penalty: 4095.277100 Iteration 46Q: 3 clusters Score -324413.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -324425.593750 Penalty: 4095.277100 Iteration 47Q: 3 clusters Score -324425.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -324438.718750 Penalty: 4095.277100 Iteration 48Q: 3 clusters Score -324438.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -324445.656250 Penalty: 4095.277100 Iteration 49Q: 3 clusters Score -324445.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -324451.093750 Penalty: 4095.277100 Iteration 50Q: 3 clusters Score -324451.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -324456.281250 Penalty: 4095.277100 Iteration 51Q: 3 clusters Score -324456.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -324460.750000 Penalty: 4095.277100 Iteration 52Q: 3 clusters Score -324460.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -324461.781250 Penalty: 4095.277100 Iteration 53Q: 3 clusters Score -324461.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -324463.468750 Penalty: 4095.277100 Iteration 54Q: 3 clusters Score -324463.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -324465.562500 Penalty: 4095.277100 Iteration 55Q: 3 clusters Score -324465.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -324467.687500 Penalty: 4095.277100 Iteration 56Q: 3 clusters Score -324467.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -324468.437500 Penalty: 4095.277100 Iteration 57Q: 3 clusters Score -324468.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -324468.062500 Penalty: 4095.277100 Iteration 58Q: 3 clusters Score -324468.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -324468.812500 Penalty: 4095.277100 Iteration 59Q: 3 clusters Score -324468.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -324469.500000 Penalty: 4095.277100 Iteration 60F: 3 clusters Score -324469.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -324471.562500 Penalty: 4095.277100 Iteration 61Q: 3 clusters Score -324471.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -324473.468750 Penalty: 4095.277100 Iteration 62Q: 3 clusters Score -324473.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -324475.125000 Penalty: 4095.277100 Iteration 63Q: 3 clusters Score -324475.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -324478.062500 Penalty: 4095.277100 Iteration 64Q: 3 clusters Score -324478.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -324481.843750 Penalty: 4095.277100 Iteration 65Q: 3 clusters Score -324481.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -324484.687500 Penalty: 4095.277100 Iteration 66Q: 3 clusters Score -324484.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -324487.031250 Penalty: 4095.277100 Iteration 67Q: 3 clusters Score -324487 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -324487.718750 Penalty: 4095.277100 Iteration 68Q: 3 clusters Score -324487.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -324487.687500 Penalty: 4095.277100 Iteration 69Q: 3 clusters Score -324487.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -324489.593750 Penalty: 4095.277100 Iteration 70Q: 3 clusters Score -324489.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -324492.250000 Penalty: 4095.277100 Iteration 71Q: 3 clusters Score -324492.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -324496.156250 Penalty: 4095.277100 Iteration 72Q: 3 clusters Score -324496.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -324500.593750 Penalty: 4095.277100 Iteration 73Q: 3 clusters Score -324500.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -324507.093750 Penalty: 4095.277100 Iteration 74Q: 3 clusters Score -324507.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -324510.000000 Penalty: 4095.277100 Iteration 75Q: 3 clusters Score -324510 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -324514.031250 Penalty: 4095.277100 Iteration 76Q: 3 clusters Score -324514 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -324518.531250 Penalty: 4095.277100 Iteration 77Q: 3 clusters Score -324518.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -324521.718750 Penalty: 4095.277100 Iteration 78Q: 3 clusters Score -324521.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -324529.718750 Penalty: 4095.277100 Iteration 79Q: 3 clusters Score -324529.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -324538.718750 Penalty: 4095.277100 Iteration 80F: 3 clusters Score -324538.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -324544.062500 Penalty: 4095.277100 Iteration 81Q: 3 clusters Score -324544.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -324550.593750 Penalty: 4095.277100 Iteration 82Q: 3 clusters Score -324550.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -324555.625000 Penalty: 4095.277100 Iteration 83Q: 3 clusters Score -324555.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -324559.968750 Penalty: 4095.277100 Iteration 84Q: 3 clusters Score -324560 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -324563.562500 Penalty: 4095.277100 Iteration 85Q: 3 clusters Score -324563.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -324566.156250 Penalty: 4095.277100 Iteration 86Q: 3 clusters Score -324566.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -324569.750000 Penalty: 4095.277100 Iteration 87Q: 3 clusters Score -324569.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -324573.250000 Penalty: 4095.277100 Iteration 88Q: 3 clusters Score -324573.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -324577.125000 Penalty: 4095.277100 Iteration 89Q: 3 clusters Score -324577.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -324580.625000 Penalty: 4095.277100 Iteration 90Q: 3 clusters Score -324580.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -324584.375000 Penalty: 4095.277100 Iteration 91Q: 3 clusters Score -324584.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -324585.750000 Penalty: 4095.277100 Iteration 92Q: 3 clusters Score -324585.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -324587.281250 Penalty: 4095.277100 Iteration 93Q: 3 clusters Score -324587.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -324587.593750 Penalty: 4095.277100 Iteration 94Q: 3 clusters Score -324587.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -324588.843750 Penalty: 4095.277100 Iteration 95Q: 3 clusters Score -324588.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -324589.062500 Penalty: 4095.277100 Iteration 96Q: 3 clusters Score -324589.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -324590.312500 Penalty: 4095.277100 Iteration 97Q: 3 clusters Score -324590.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -324591.281250 Penalty: 4095.277100 Iteration 98Q: 3 clusters Score -324591.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -324592.000000 Penalty: 4095.277100 Iteration 99Q: 3 clusters Score -324592 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -324593.718750 Penalty: 4095.277100 Iteration 100F: 3 clusters Score -324593.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -324595.406250 Penalty: 4095.277100 Iteration 101Q: 3 clusters Score -324595.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -324596.218750 Penalty: 4095.277100 Iteration 102Q: 3 clusters Score -324596.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -324599.468750 Penalty: 4095.277100 Iteration 103Q: 3 clusters Score -324599.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -324601.375000 Penalty: 4095.277100 Iteration 104Q: 3 clusters Score -324601.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -324602.843750 Penalty: 4095.277100 Iteration 105Q: 3 clusters Score -324602.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -324605.750000 Penalty: 4095.277100 Iteration 106Q: 3 clusters Score -324605.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -324608.343750 Penalty: 4095.277100 Iteration 107Q: 3 clusters Score -324608.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -324610.562500 Penalty: 4095.277100 Iteration 108Q: 3 clusters Score -324610.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -324611.968750 Penalty: 4095.277100 Iteration 109Q: 3 clusters Score -324612 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -324613.468750 Penalty: 4095.277100 Iteration 110Q: 3 clusters Score -324613.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -324613.468750 Penalty: 4095.277100 Iteration 111F: 3 clusters Score -324613.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Entering Unmasked Estep Score: -28506.402344 Penalty: 1501.500977 Iteration 0F: 2 clusters Score -28506.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -27138.593750 Penalty: 3003.001953 Iteration 0F: 3 clusters Score -27138.59 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -27390.777344 Penalty: 3003.001953 Iteration 1F: 3 clusters Score -27390.78 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -27590.273438 Penalty: 3003.001953 Iteration 2F: 3 clusters Score -27590.27 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -27812.970703 Penalty: 3003.001953 Iteration 3F: 3 clusters Score -27812.97 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -27934.718750 Penalty: 3003.001953 Iteration 4F: 3 clusters Score -27934.72 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -27971.314453 Penalty: 3003.001953 Iteration 5Q: 3 clusters Score -27971.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -28008.974609 Penalty: 3003.001953 Iteration 6Q: 3 clusters Score -28008.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -28070.654297 Penalty: 3003.001953 Iteration 7Q: 3 clusters Score -28070.65 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -28144.654297 Penalty: 3003.001953 Iteration 8Q: 3 clusters Score -28144.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -28195.679688 Penalty: 3003.001953 Iteration 9Q: 3 clusters Score -28195.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -28227.437500 Penalty: 3003.001953 Iteration 10Q: 3 clusters Score -28227.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -28235.523438 Penalty: 3003.001953 Iteration 11Q: 3 clusters Score -28235.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -28237.025391 Penalty: 3003.001953 Iteration 12F: 3 clusters Score -28237.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -28260.931641 Penalty: 3003.001953 Iteration 13Q: 3 clusters Score -28260.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -28268.316406 Penalty: 3003.001953 Iteration 14Q: 3 clusters Score -28268.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -28282.427734 Penalty: 3003.001953 Iteration 15Q: 3 clusters Score -28282.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -28290.359375 Penalty: 3003.001953 Iteration 16Q: 3 clusters Score -28290.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -28294.820312 Penalty: 3003.001953 Iteration 17Q: 3 clusters Score -28294.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -28294.820312 Penalty: 3003.001953 Iteration 18F: 3 clusters Score -28294.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (7557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7557 members Entering Unmasked Estep Score: -692863.312500 Penalty: 2214.696777 Iteration 0F: 2 clusters Score -692863.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -686735.062500 Penalty: 4429.393555 Iteration 0F: 3 clusters Score -686735.1 nChanged 3066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -688523.812500 Penalty: 4429.393555 Iteration 1F: 3 clusters Score -688523.8 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -689103.687500 Penalty: 4429.393555 Iteration 2F: 3 clusters Score -689103.7 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -689819.062500 Penalty: 4429.393555 Iteration 3F: 3 clusters Score -689819.1 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -690550.500000 Penalty: 4429.393555 Iteration 4F: 3 clusters Score -690550.5 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 5234 members Entering Unmasked Estep Score: -691088.062500 Penalty: 4429.393555 Iteration 5F: 3 clusters Score -691088.1 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -691399.687500 Penalty: 4429.393555 Iteration 6F: 3 clusters Score -691399.7 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -691546.500000 Penalty: 4429.393555 Iteration 7Q: 3 clusters Score -691546.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -691628.000000 Penalty: 4429.393555 Iteration 8Q: 3 clusters Score -691628 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -691680.500000 Penalty: 4429.393555 Iteration 9Q: 3 clusters Score -691680.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 5959 members Entering Unmasked Estep Score: -691718.187500 Penalty: 4429.393555 Iteration 10Q: 3 clusters Score -691718.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -691736.500000 Penalty: 4429.393555 Iteration 11Q: 3 clusters Score -691736.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -691751.375000 Penalty: 4429.393555 Iteration 12Q: 3 clusters Score -691751.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -691763.187500 Penalty: 4429.393555 Iteration 13Q: 3 clusters Score -691763.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 6092 members Entering Unmasked Estep Score: -691767.812500 Penalty: 4429.393555 Iteration 14Q: 3 clusters Score -691767.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -691772.000000 Penalty: 4429.393555 Iteration 15Q: 3 clusters Score -691772 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 6113 members Entering Unmasked Estep Score: -691773.625000 Penalty: 4429.393555 Iteration 16Q: 3 clusters Score -691773.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -691776.625000 Penalty: 4429.393555 Iteration 17Q: 3 clusters Score -691776.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 6131 members Entering Unmasked Estep Score: -691778.875000 Penalty: 4429.393555 Iteration 18Q: 3 clusters Score -691778.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -691780.125000 Penalty: 4429.393555 Iteration 19Q: 3 clusters Score -691780.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -691783.125000 Penalty: 4429.393555 Iteration 20F: 3 clusters Score -691783.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -691788.812500 Penalty: 4429.393555 Iteration 21Q: 3 clusters Score -691788.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -691788.812500 Penalty: 4429.393555 Iteration 22Q: 3 clusters Score -691788.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -691791.687500 Penalty: 4429.393555 Iteration 23Q: 3 clusters Score -691791.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -691795.625000 Penalty: 4429.393555 Iteration 24Q: 3 clusters Score -691795.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 6196 members Entering Unmasked Estep Score: -691796.750000 Penalty: 4429.393555 Iteration 25Q: 3 clusters Score -691796.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -691798.000000 Penalty: 4429.393555 Iteration 26Q: 3 clusters Score -691798 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 6215 members Entering Unmasked Estep Score: -691803.500000 Penalty: 4429.393555 Iteration 27Q: 3 clusters Score -691803.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 6230 members Entering Unmasked Estep Score: -691807.750000 Penalty: 4429.393555 Iteration 28Q: 3 clusters Score -691807.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 6241 members Entering Unmasked Estep Score: -691811.875000 Penalty: 4429.393555 Iteration 29Q: 3 clusters Score -691811.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -691812.812500 Penalty: 4429.393555 Iteration 30Q: 3 clusters Score -691812.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 6257 members Entering Unmasked Estep Score: -691815.875000 Penalty: 4429.393555 Iteration 31Q: 3 clusters Score -691815.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -691818.500000 Penalty: 4429.393555 Iteration 32Q: 3 clusters Score -691818.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -691821.062500 Penalty: 4429.393555 Iteration 33Q: 3 clusters Score -691821.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 6290 members Entering Unmasked Estep Score: -691824.187500 Penalty: 4429.393555 Iteration 34Q: 3 clusters Score -691824.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -691824.625000 Penalty: 4429.393555 Iteration 35Q: 3 clusters Score -691824.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 6301 members Entering Unmasked Estep Score: -691825.500000 Penalty: 4429.393555 Iteration 36Q: 3 clusters Score -691825.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 6308 members Entering Unmasked Estep Score: -691826.250000 Penalty: 4429.393555 Iteration 37Q: 3 clusters Score -691826.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 6314 members Entering Unmasked Estep Score: -691829.375000 Penalty: 4429.393555 Iteration 38Q: 3 clusters Score -691829.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 6317 members Entering Unmasked Estep Score: -691828.562500 Penalty: 4429.393555 Iteration 39Q: 3 clusters Score -691828.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -691832.125000 Penalty: 4429.393555 Iteration 40F: 3 clusters Score -691832.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 6327 members Entering Unmasked Estep Score: -691833.250000 Penalty: 4429.393555 Iteration 41Q: 3 clusters Score -691833.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 6328 members Entering Unmasked Estep Score: -691833.812500 Penalty: 4429.393555 Iteration 42Q: 3 clusters Score -691833.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 6333 members Entering Unmasked Estep Score: -691835.187500 Penalty: 4429.393555 Iteration 43Q: 3 clusters Score -691835.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -691835.937500 Penalty: 4429.393555 Iteration 44Q: 3 clusters Score -691835.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -691837.000000 Penalty: 4429.393555 Iteration 45Q: 3 clusters Score -691837 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -691838.687500 Penalty: 4429.393555 Iteration 46Q: 3 clusters Score -691838.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 6349 members Entering Unmasked Estep Score: -691838.812500 Penalty: 4429.393555 Iteration 47Q: 3 clusters Score -691838.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 6354 members Entering Unmasked Estep Score: -691840.937500 Penalty: 4429.393555 Iteration 48Q: 3 clusters Score -691840.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -691841.687500 Penalty: 4429.393555 Iteration 49Q: 3 clusters Score -691841.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -691840.875000 Penalty: 4429.393555 Iteration 50Q: 3 clusters Score -691840.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -691840.875000 Penalty: 4429.393555 Iteration 51F: 3 clusters Score -691840.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (255276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255276 members Entering Unmasked Estep Score: -23160102.000000 Penalty: 3087.625000 Iteration 0F: 2 clusters Score -2.31601e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127549 members Mstep: Class 2 contains 127727 members Entering Unmasked Estep Score: -22988888.000000 Penalty: 6175.250000 Iteration 0F: 3 clusters Score -2.298889e+07 nChanged 123413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128382 members Mstep: Class 2 contains 126894 members Entering Unmasked Estep Score: -23061020.000000 Penalty: 6175.250000 Iteration 1F: 3 clusters Score -2.306102e+07 nChanged 6082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128818 members Mstep: Class 2 contains 126458 members Entering Unmasked Estep Score: -23061850.000000 Penalty: 6175.250000 Iteration 2Q: 3 clusters Score -2.306185e+07 nChanged 6106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129490 members Mstep: Class 2 contains 125786 members Entering Unmasked Estep Score: -23062818.000000 Penalty: 6175.250000 Iteration 3Q: 3 clusters Score -2.306282e+07 nChanged 6229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130463 members Mstep: Class 2 contains 124813 members Entering Unmasked Estep Score: -23063980.000000 Penalty: 6175.250000 Iteration 4Q: 3 clusters Score -2.306398e+07 nChanged 6603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131838 members Mstep: Class 2 contains 123438 members Entering Unmasked Estep Score: -23065326.000000 Penalty: 6175.250000 Iteration 5Q: 3 clusters Score -2.306533e+07 nChanged 7017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133935 members Mstep: Class 2 contains 121341 members Entering Unmasked Estep Score: -23066902.000000 Penalty: 6175.250000 Iteration 6Q: 3 clusters Score -2.30669e+07 nChanged 7613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137116 members Mstep: Class 2 contains 118160 members Entering Unmasked Estep Score: -23068756.000000 Penalty: 6175.250000 Iteration 7Q: 3 clusters Score -2.306876e+07 nChanged 8778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141912 members Mstep: Class 2 contains 113364 members Entering Unmasked Estep Score: -23071408.000000 Penalty: 6175.250000 Iteration 8Q: 3 clusters Score -2.307141e+07 nChanged 10146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148690 members Mstep: Class 2 contains 106586 members Entering Unmasked Estep Score: -23075382.000000 Penalty: 6175.250000 Iteration 9Q: 3 clusters Score -2.307538e+07 nChanged 11966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157948 members Mstep: Class 2 contains 97328 members Entering Unmasked Estep Score: -23081748.000000 Penalty: 6175.250000 Iteration 10Q: 3 clusters Score -2.308175e+07 nChanged 14133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169933 members Mstep: Class 2 contains 85343 members Entering Unmasked Estep Score: -23091322.000000 Penalty: 6175.250000 Iteration 11F: 3 clusters Score -2.309132e+07 nChanged 15461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183306 members Mstep: Class 2 contains 71970 members Entering Unmasked Estep Score: -23104180.000000 Penalty: 6175.250000 Iteration 12F: 3 clusters Score -2.310418e+07 nChanged 14588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195574 members Mstep: Class 2 contains 59702 members Entering Unmasked Estep Score: -23116812.000000 Penalty: 6175.250000 Iteration 13F: 3 clusters Score -2.311681e+07 nChanged 11771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205151 members Mstep: Class 2 contains 50125 members Entering Unmasked Estep Score: -23125872.000000 Penalty: 6175.250000 Iteration 14Q: 3 clusters Score -2.312587e+07 nChanged 8641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212576 members Mstep: Class 2 contains 42700 members Entering Unmasked Estep Score: -23131214.000000 Penalty: 6175.250000 Iteration 15Q: 3 clusters Score -2.313121e+07 nChanged 6744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219074 members Mstep: Class 2 contains 36202 members Entering Unmasked Estep Score: -23134986.000000 Penalty: 6175.250000 Iteration 16Q: 3 clusters Score -2.313499e+07 nChanged 6010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225062 members Mstep: Class 2 contains 30214 members Entering Unmasked Estep Score: -23138282.000000 Penalty: 6175.250000 Iteration 17Q: 3 clusters Score -2.313828e+07 nChanged 5558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230620 members Mstep: Class 2 contains 24656 members Entering Unmasked Estep Score: -23141458.000000 Penalty: 6175.250000 Iteration 18Q: 3 clusters Score -2.314146e+07 nChanged 5101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235721 members Mstep: Class 2 contains 19555 members Entering Unmasked Estep Score: -23144702.000000 Penalty: 6175.250000 Iteration 19Q: 3 clusters Score -2.31447e+07 nChanged 4501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240222 members Mstep: Class 2 contains 15054 members Entering Unmasked Estep Score: -23147678.000000 Penalty: 6175.250000 Iteration 20F: 3 clusters Score -2.314768e+07 nChanged 3782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244004 members Mstep: Class 2 contains 11272 members Entering Unmasked Estep Score: -23150202.000000 Penalty: 6175.250000 Iteration 21Q: 3 clusters Score -2.31502e+07 nChanged 3111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247115 members Mstep: Class 2 contains 8161 members Entering Unmasked Estep Score: -23152408.000000 Penalty: 6175.250000 Iteration 22Q: 3 clusters Score -2.315241e+07 nChanged 2377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249492 members Mstep: Class 2 contains 5784 members Entering Unmasked Estep Score: -23153958.000000 Penalty: 6175.250000 Iteration 23Q: 3 clusters Score -2.315396e+07 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251272 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -23155320.000000 Penalty: 6175.250000 Iteration 24Q: 3 clusters Score -2.315532e+07 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252455 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -23156086.000000 Penalty: 6175.250000 Iteration 25Q: 3 clusters Score -2.315609e+07 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253241 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -23156544.000000 Penalty: 6175.250000 Iteration 26Q: 3 clusters Score -2.315654e+07 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253724 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -23156872.000000 Penalty: 6175.250000 Iteration 27Q: 3 clusters Score -2.315687e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254028 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -23157058.000000 Penalty: 6175.250000 Iteration 28Q: 3 clusters Score -2.315706e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254221 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -23157176.000000 Penalty: 6175.250000 Iteration 29Q: 3 clusters Score -2.315718e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254337 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -23157242.000000 Penalty: 6175.250000 Iteration 30Q: 3 clusters Score -2.315724e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254412 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -23157292.000000 Penalty: 6175.250000 Iteration 31Q: 3 clusters Score -2.315729e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254459 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -23157326.000000 Penalty: 6175.250000 Iteration 32Q: 3 clusters Score -2.315733e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254500 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -23157354.000000 Penalty: 6175.250000 Iteration 33Q: 3 clusters Score -2.315735e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254520 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -23157358.000000 Penalty: 6175.250000 Iteration 34Q: 3 clusters Score -2.315736e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254533 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -23157364.000000 Penalty: 6175.250000 Iteration 35Q: 3 clusters Score -2.315736e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254545 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -23157372.000000 Penalty: 6175.250000 Iteration 36Q: 3 clusters Score -2.315737e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254555 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -23157376.000000 Penalty: 6175.250000 Iteration 37Q: 3 clusters Score -2.315738e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254560 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -23157388.000000 Penalty: 6175.250000 Iteration 38Q: 3 clusters Score -2.315739e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254568 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -23157392.000000 Penalty: 6175.250000 Iteration 39Q: 3 clusters Score -2.315739e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254568 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -23157382.000000 Penalty: 6175.250000 Iteration 40F: 3 clusters Score -2.315738e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254569 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -23157398.000000 Penalty: 6175.250000 Iteration 41Q: 3 clusters Score -2.31574e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254575 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -23157392.000000 Penalty: 6175.250000 Iteration 42Q: 3 clusters Score -2.315739e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254584 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -23157400.000000 Penalty: 6175.250000 Iteration 43Q: 3 clusters Score -2.31574e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254595 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -23157406.000000 Penalty: 6175.250000 Iteration 44Q: 3 clusters Score -2.315741e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254603 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -23157384.000000 Penalty: 6175.250000 Iteration 45Q: 3 clusters Score -2.315738e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254609 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -23157414.000000 Penalty: 6175.250000 Iteration 46Q: 3 clusters Score -2.315741e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254617 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -23157412.000000 Penalty: 6175.250000 Iteration 47Q: 3 clusters Score -2.315741e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254624 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -23157416.000000 Penalty: 6175.250000 Iteration 48Q: 3 clusters Score -2.315742e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254628 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -23157426.000000 Penalty: 6175.250000 Iteration 49Q: 3 clusters Score -2.315743e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254630 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -23157426.000000 Penalty: 6175.250000 Iteration 50Q: 3 clusters Score -2.315743e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254630 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -23157426.000000 Penalty: 6175.250000 Iteration 51F: 3 clusters Score -2.315743e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (65779 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65779 members Entering Unmasked Estep Score: -5928568.500000 Penalty: 2751.325928 Iteration 0F: 2 clusters Score -5928568 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32964 members Mstep: Class 2 contains 32815 members Entering Unmasked Estep Score: -5884460.500000 Penalty: 5502.651855 Iteration 0F: 3 clusters Score -5884460 nChanged 30784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33164 members Mstep: Class 2 contains 32615 members Entering Unmasked Estep Score: -5902154.500000 Penalty: 5502.651855 Iteration 1F: 3 clusters Score -5902154 nChanged 2710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32928 members Mstep: Class 2 contains 32851 members Entering Unmasked Estep Score: -5902994.500000 Penalty: 5502.651855 Iteration 2Q: 3 clusters Score -5902994 nChanged 2789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32455 members Mstep: Class 2 contains 33324 members Entering Unmasked Estep Score: -5903972.500000 Penalty: 5502.651855 Iteration 3Q: 3 clusters Score -5903972 nChanged 3004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31761 members Mstep: Class 2 contains 34018 members Entering Unmasked Estep Score: -5905158.000000 Penalty: 5502.651855 Iteration 4Q: 3 clusters Score -5905158 nChanged 3325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30742 members Mstep: Class 2 contains 35037 members Entering Unmasked Estep Score: -5906660.000000 Penalty: 5502.651855 Iteration 5F: 3 clusters Score -5906660 nChanged 3552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29512 members Mstep: Class 2 contains 36267 members Entering Unmasked Estep Score: -5908339.000000 Penalty: 5502.651855 Iteration 6F: 3 clusters Score -5908339 nChanged 3631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28071 members Mstep: Class 2 contains 37708 members Entering Unmasked Estep Score: -5909883.500000 Penalty: 5502.651855 Iteration 7F: 3 clusters Score -5909884 nChanged 3278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26461 members Mstep: Class 2 contains 39318 members Entering Unmasked Estep Score: -5911217.500000 Penalty: 5502.651855 Iteration 8Q: 3 clusters Score -5911218 nChanged 2913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24694 members Mstep: Class 2 contains 41085 members Entering Unmasked Estep Score: -5912380.500000 Penalty: 5502.651855 Iteration 9Q: 3 clusters Score -5912380 nChanged 2548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22720 members Mstep: Class 2 contains 43059 members Entering Unmasked Estep Score: -5913337.000000 Penalty: 5502.651855 Iteration 10Q: 3 clusters Score -5913337 nChanged 2400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20560 members Mstep: Class 2 contains 45219 members Entering Unmasked Estep Score: -5914349.500000 Penalty: 5502.651855 Iteration 11Q: 3 clusters Score -5914350 nChanged 2359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18309 members Mstep: Class 2 contains 47470 members Entering Unmasked Estep Score: -5915370.500000 Penalty: 5502.651855 Iteration 12Q: 3 clusters Score -5915370 nChanged 2617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15726 members Mstep: Class 2 contains 50053 members Entering Unmasked Estep Score: -5916707.500000 Penalty: 5502.651855 Iteration 13Q: 3 clusters Score -5916708 nChanged 2726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13010 members Mstep: Class 2 contains 52769 members Entering Unmasked Estep Score: -5918237.500000 Penalty: 5502.651855 Iteration 14Q: 3 clusters Score -5918238 nChanged 2762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10250 members Mstep: Class 2 contains 55529 members Entering Unmasked Estep Score: -5919985.000000 Penalty: 5502.651855 Iteration 15Q: 3 clusters Score -5919985 nChanged 2541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7711 members Mstep: Class 2 contains 58068 members Entering Unmasked Estep Score: -5921680.500000 Penalty: 5502.651855 Iteration 16Q: 3 clusters Score -5921680 nChanged 2223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 60291 members Entering Unmasked Estep Score: -5923217.500000 Penalty: 5502.651855 Iteration 17Q: 3 clusters Score -5923218 nChanged 1749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 62038 members Entering Unmasked Estep Score: -5924403.500000 Penalty: 5502.651855 Iteration 18Q: 3 clusters Score -5924404 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 63271 members Entering Unmasked Estep Score: -5925301.000000 Penalty: 5502.651855 Iteration 19Q: 3 clusters Score -5925301 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 64019 members Entering Unmasked Estep Score: -5925785.000000 Penalty: 5502.651855 Iteration 20F: 3 clusters Score -5925785 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 64429 members Entering Unmasked Estep Score: -5926016.000000 Penalty: 5502.651855 Iteration 21Q: 3 clusters Score -5926016 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 64667 members Entering Unmasked Estep Score: -5926173.500000 Penalty: 5502.651855 Iteration 22Q: 3 clusters Score -5926174 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 64818 members Entering Unmasked Estep Score: -5926262.000000 Penalty: 5502.651855 Iteration 23Q: 3 clusters Score -5926262 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 64917 members Entering Unmasked Estep Score: -5926321.500000 Penalty: 5502.651855 Iteration 24Q: 3 clusters Score -5926322 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 64965 members Entering Unmasked Estep Score: -5926343.500000 Penalty: 5502.651855 Iteration 25Q: 3 clusters Score -5926344 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 64996 members Entering Unmasked Estep Score: -5926357.500000 Penalty: 5502.651855 Iteration 26Q: 3 clusters Score -5926358 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 65012 members Entering Unmasked Estep Score: -5926381.500000 Penalty: 5502.651855 Iteration 27Q: 3 clusters Score -5926382 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 65029 members Entering Unmasked Estep Score: -5926394.000000 Penalty: 5502.651855 Iteration 28Q: 3 clusters Score -5926394 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 65046 members Entering Unmasked Estep Score: -5926405.500000 Penalty: 5502.651855 Iteration 29Q: 3 clusters Score -5926406 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 65052 members Entering Unmasked Estep Score: -5926410.000000 Penalty: 5502.651855 Iteration 30Q: 3 clusters Score -5926410 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 65058 members Entering Unmasked Estep Score: -5926410.000000 Penalty: 5502.651855 Iteration 31Q: 3 clusters Score -5926410 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 65063 members Entering Unmasked Estep Score: -5926416.500000 Penalty: 5502.651855 Iteration 32Q: 3 clusters Score -5926416 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 65069 members Entering Unmasked Estep Score: -5926420.000000 Penalty: 5502.651855 Iteration 33Q: 3 clusters Score -5926420 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 65074 members Entering Unmasked Estep Score: -5926425.000000 Penalty: 5502.651855 Iteration 34Q: 3 clusters Score -5926425 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 65074 members Entering Unmasked Estep Score: -5926426.500000 Penalty: 5502.651855 Iteration 35Q: 3 clusters Score -5926426 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 65074 members Entering Unmasked Estep Score: -5926440.000000 Penalty: 5502.651855 Iteration 36Q: 3 clusters Score -5926440 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 65074 members Entering Unmasked Estep Score: -5926436.500000 Penalty: 5502.651855 Iteration 37Q: 3 clusters Score -5926436 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 65075 members Entering Unmasked Estep Score: -5926437.500000 Penalty: 5502.651855 Iteration 38Q: 3 clusters Score -5926438 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 65076 members Entering Unmasked Estep Score: -5926446.000000 Penalty: 5502.651855 Iteration 39Q: 3 clusters Score -5926446 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 65078 members Entering Unmasked Estep Score: -5926444.500000 Penalty: 5502.651855 Iteration 40F: 3 clusters Score -5926444 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 65081 members Entering Unmasked Estep Score: -5926449.500000 Penalty: 5502.651855 Iteration 41Q: 3 clusters Score -5926450 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 65083 members Entering Unmasked Estep Score: -5926455.000000 Penalty: 5502.651855 Iteration 42Q: 3 clusters Score -5926455 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 65083 members Entering Unmasked Estep Score: -5926455.000000 Penalty: 5502.651855 Iteration 43F: 3 clusters Score -5926455 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12952 members Entering Unmasked Estep Score: -1197141.625000 Penalty: 2348.313477 Iteration 0F: 2 clusters Score -1197142 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 6517 members Entering Unmasked Estep Score: -1187589.125000 Penalty: 4696.626953 Iteration 0F: 3 clusters Score -1187589 nChanged 5484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 6811 members Entering Unmasked Estep Score: -1190474.500000 Penalty: 4696.626953 Iteration 1F: 3 clusters Score -1190474 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -1190771.250000 Penalty: 4696.626953 Iteration 2F: 3 clusters Score -1190771 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 7250 members Entering Unmasked Estep Score: -1191040.375000 Penalty: 4696.626953 Iteration 3Q: 3 clusters Score -1191040 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 7571 members Entering Unmasked Estep Score: -1191308.125000 Penalty: 4696.626953 Iteration 4Q: 3 clusters Score -1191308 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 7951 members Entering Unmasked Estep Score: -1191599.000000 Penalty: 4696.626953 Iteration 5Q: 3 clusters Score -1191599 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -1191950.750000 Penalty: 4696.626953 Iteration 6Q: 3 clusters Score -1191951 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 8952 members Entering Unmasked Estep Score: -1192355.875000 Penalty: 4696.626953 Iteration 7F: 3 clusters Score -1192356 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 9523 members Entering Unmasked Estep Score: -1192806.375000 Penalty: 4696.626953 Iteration 8F: 3 clusters Score -1192806 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 10068 members Entering Unmasked Estep Score: -1193245.500000 Penalty: 4696.626953 Iteration 9Q: 3 clusters Score -1193246 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 10545 members Entering Unmasked Estep Score: -1193625.750000 Penalty: 4696.626953 Iteration 10Q: 3 clusters Score -1193626 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 10909 members Entering Unmasked Estep Score: -1193924.625000 Penalty: 4696.626953 Iteration 11Q: 3 clusters Score -1193925 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 11202 members Entering Unmasked Estep Score: -1194174.750000 Penalty: 4696.626953 Iteration 12Q: 3 clusters Score -1194175 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 11459 members Entering Unmasked Estep Score: -1194369.750000 Penalty: 4696.626953 Iteration 13Q: 3 clusters Score -1194370 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 11657 members Entering Unmasked Estep Score: -1194538.250000 Penalty: 4696.626953 Iteration 14Q: 3 clusters Score -1194538 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 11803 members Entering Unmasked Estep Score: -1194665.250000 Penalty: 4696.626953 Iteration 15Q: 3 clusters Score -1194665 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 11921 members Entering Unmasked Estep Score: -1194777.375000 Penalty: 4696.626953 Iteration 16Q: 3 clusters Score -1194777 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 12013 members Entering Unmasked Estep Score: -1194874.500000 Penalty: 4696.626953 Iteration 17Q: 3 clusters Score -1194874 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 12080 members Entering Unmasked Estep Score: -1194958.000000 Penalty: 4696.626953 Iteration 18Q: 3 clusters Score -1194958 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 12139 members Entering Unmasked Estep Score: -1195023.125000 Penalty: 4696.626953 Iteration 19Q: 3 clusters Score -1195023 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 12169 members Entering Unmasked Estep Score: -1195052.875000 Penalty: 4696.626953 Iteration 20F: 3 clusters Score -1195053 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 12194 members Entering Unmasked Estep Score: -1195084.500000 Penalty: 4696.626953 Iteration 21Q: 3 clusters Score -1195084 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 12205 members Entering Unmasked Estep Score: -1195103.000000 Penalty: 4696.626953 Iteration 22Q: 3 clusters Score -1195103 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 12219 members Entering Unmasked Estep Score: -1195117.625000 Penalty: 4696.626953 Iteration 23Q: 3 clusters Score -1195118 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 12230 members Entering Unmasked Estep Score: -1195131.500000 Penalty: 4696.626953 Iteration 24Q: 3 clusters Score -1195132 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 12236 members Entering Unmasked Estep Score: -1195137.625000 Penalty: 4696.626953 Iteration 25Q: 3 clusters Score -1195138 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 12244 members Entering Unmasked Estep Score: -1195147.500000 Penalty: 4696.626953 Iteration 26Q: 3 clusters Score -1195148 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 12250 members Entering Unmasked Estep Score: -1195152.625000 Penalty: 4696.626953 Iteration 27Q: 3 clusters Score -1195153 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 12255 members Entering Unmasked Estep Score: -1195157.625000 Penalty: 4696.626953 Iteration 28Q: 3 clusters Score -1195158 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 12258 members Entering Unmasked Estep Score: -1195159.250000 Penalty: 4696.626953 Iteration 29Q: 3 clusters Score -1195159 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 12262 members Entering Unmasked Estep Score: -1195160.625000 Penalty: 4696.626953 Iteration 30Q: 3 clusters Score -1195161 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 12263 members Entering Unmasked Estep Score: -1195159.500000 Penalty: 4696.626953 Iteration 31Q: 3 clusters Score -1195160 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 12264 members Entering Unmasked Estep Score: -1195162.625000 Penalty: 4696.626953 Iteration 32Q: 3 clusters Score -1195163 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 12263 members Entering Unmasked Estep Score: -1195162.750000 Penalty: 4696.626953 Iteration 33Q: 3 clusters Score -1195163 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 12263 members Entering Unmasked Estep Score: -1195162.750000 Penalty: 4696.626953 Iteration 34F: 3 clusters Score -1195163 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Entering Unmasked Estep Score: -49302.128906 Penalty: 1585.610596 Iteration 0F: 2 clusters Score -49302.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -47718.093750 Penalty: 3171.221191 Iteration 0F: 3 clusters Score -47718.09 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -47912.011719 Penalty: 3171.221191 Iteration 1F: 3 clusters Score -47912.01 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -47983.691406 Penalty: 3171.221191 Iteration 2F: 3 clusters Score -47983.69 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -48027.910156 Penalty: 3171.221191 Iteration 3Q: 3 clusters Score -48027.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -48045.574219 Penalty: 3171.221191 Iteration 4Q: 3 clusters Score -48045.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -48047.984375 Penalty: 3171.221191 Iteration 5Q: 3 clusters Score -48047.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -48047.984375 Penalty: 3171.221191 Iteration 6F: 3 clusters Score -48047.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3873 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Entering Unmasked Estep Score: -327966.312500 Penalty: 2048.922607 Iteration 0F: 2 clusters Score -327966.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -324205.187500 Penalty: 4097.845215 Iteration 0F: 3 clusters Score -324205.2 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -325125.875000 Penalty: 4097.845215 Iteration 1F: 3 clusters Score -325125.9 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -325420.500000 Penalty: 4097.845215 Iteration 2F: 3 clusters Score -325420.5 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -325634.968750 Penalty: 4097.845215 Iteration 3F: 3 clusters Score -325635 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -325835.593750 Penalty: 4097.845215 Iteration 4F: 3 clusters Score -325835.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -326000.187500 Penalty: 4097.845215 Iteration 5Q: 3 clusters Score -326000.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -326129.687500 Penalty: 4097.845215 Iteration 6Q: 3 clusters Score -326129.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -326246.000000 Penalty: 4097.845215 Iteration 7Q: 3 clusters Score -326246 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -326336.812500 Penalty: 4097.845215 Iteration 8Q: 3 clusters Score -326336.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -326404.093750 Penalty: 4097.845215 Iteration 9Q: 3 clusters Score -326404.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -326443.968750 Penalty: 4097.845215 Iteration 10Q: 3 clusters Score -326444 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -326477.968750 Penalty: 4097.845215 Iteration 11Q: 3 clusters Score -326478 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -326520.156250 Penalty: 4097.845215 Iteration 12Q: 3 clusters Score -326520.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -326551.156250 Penalty: 4097.845215 Iteration 13Q: 3 clusters Score -326551.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -326582.343750 Penalty: 4097.845215 Iteration 14Q: 3 clusters Score -326582.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -326610.812500 Penalty: 4097.845215 Iteration 15Q: 3 clusters Score -326610.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -326630.281250 Penalty: 4097.845215 Iteration 16Q: 3 clusters Score -326630.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -326648.281250 Penalty: 4097.845215 Iteration 17Q: 3 clusters Score -326648.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -326666.281250 Penalty: 4097.845215 Iteration 18Q: 3 clusters Score -326666.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -326680.375000 Penalty: 4097.845215 Iteration 19Q: 3 clusters Score -326680.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -326695.531250 Penalty: 4097.845215 Iteration 20F: 3 clusters Score -326695.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -326716.843750 Penalty: 4097.845215 Iteration 21Q: 3 clusters Score -326716.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -326738.593750 Penalty: 4097.845215 Iteration 22Q: 3 clusters Score -326738.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -326755.125000 Penalty: 4097.845215 Iteration 23Q: 3 clusters Score -326755.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -326768.125000 Penalty: 4097.845215 Iteration 24Q: 3 clusters Score -326768.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -326779.531250 Penalty: 4097.845215 Iteration 25Q: 3 clusters Score -326779.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -326787.062500 Penalty: 4097.845215 Iteration 26Q: 3 clusters Score -326787.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -326797.093750 Penalty: 4097.845215 Iteration 27Q: 3 clusters Score -326797.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -326805.375000 Penalty: 4097.845215 Iteration 28Q: 3 clusters Score -326805.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -326814.218750 Penalty: 4097.845215 Iteration 29Q: 3 clusters Score -326814.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -326826.156250 Penalty: 4097.845215 Iteration 30Q: 3 clusters Score -326826.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -326834.625000 Penalty: 4097.845215 Iteration 31Q: 3 clusters Score -326834.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -326847.656250 Penalty: 4097.845215 Iteration 32Q: 3 clusters Score -326847.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -326858.031250 Penalty: 4097.845215 Iteration 33Q: 3 clusters Score -326858 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -326868.375000 Penalty: 4097.845215 Iteration 34Q: 3 clusters Score -326868.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -326878.093750 Penalty: 4097.845215 Iteration 35Q: 3 clusters Score -326878.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -326887.406250 Penalty: 4097.845215 Iteration 36Q: 3 clusters Score -326887.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -326894.781250 Penalty: 4097.845215 Iteration 37Q: 3 clusters Score -326894.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -326899.593750 Penalty: 4097.845215 Iteration 38Q: 3 clusters Score -326899.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -326904.062500 Penalty: 4097.845215 Iteration 39Q: 3 clusters Score -326904.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -326905.843750 Penalty: 4097.845215 Iteration 40F: 3 clusters Score -326905.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -326907.250000 Penalty: 4097.845215 Iteration 41Q: 3 clusters Score -326907.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -326907.125000 Penalty: 4097.845215 Iteration 42Q: 3 clusters Score -326907.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -326907.906250 Penalty: 4097.845215 Iteration 43Q: 3 clusters Score -326907.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -326909.687500 Penalty: 4097.845215 Iteration 44Q: 3 clusters Score -326909.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -326911.593750 Penalty: 4097.845215 Iteration 45Q: 3 clusters Score -326911.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -326915.906250 Penalty: 4097.845215 Iteration 46Q: 3 clusters Score -326915.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -326919.281250 Penalty: 4097.845215 Iteration 47Q: 3 clusters Score -326919.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -326922.625000 Penalty: 4097.845215 Iteration 48Q: 3 clusters Score -326922.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -326926.250000 Penalty: 4097.845215 Iteration 49Q: 3 clusters Score -326926.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -326929.562500 Penalty: 4097.845215 Iteration 50Q: 3 clusters Score -326929.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -326933.187500 Penalty: 4097.845215 Iteration 51Q: 3 clusters Score -326933.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -326935.500000 Penalty: 4097.845215 Iteration 52Q: 3 clusters Score -326935.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -326938.250000 Penalty: 4097.845215 Iteration 53Q: 3 clusters Score -326938.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -326938.031250 Penalty: 4097.845215 Iteration 54Q: 3 clusters Score -326938 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -326939.781250 Penalty: 4097.845215 Iteration 55Q: 3 clusters Score -326939.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -326940.500000 Penalty: 4097.845215 Iteration 56Q: 3 clusters Score -326940.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -326941.187500 Penalty: 4097.845215 Iteration 57Q: 3 clusters Score -326941.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -326942.437500 Penalty: 4097.845215 Iteration 58Q: 3 clusters Score -326942.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -326944.031250 Penalty: 4097.845215 Iteration 59Q: 3 clusters Score -326944 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -326945.187500 Penalty: 4097.845215 Iteration 60F: 3 clusters Score -326945.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -326945.218750 Penalty: 4097.845215 Iteration 61Q: 3 clusters Score -326945.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -326946.281250 Penalty: 4097.845215 Iteration 62Q: 3 clusters Score -326946.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -326946.562500 Penalty: 4097.845215 Iteration 63Q: 3 clusters Score -326946.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -326947.093750 Penalty: 4097.845215 Iteration 64Q: 3 clusters Score -326947.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -326947.125000 Penalty: 4097.845215 Iteration 65Q: 3 clusters Score -326947.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -326947.656250 Penalty: 4097.845215 Iteration 66Q: 3 clusters Score -326947.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -326947.656250 Penalty: 4097.845215 Iteration 67F: 3 clusters Score -326947.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (12058 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12058 members Entering Unmasked Estep Score: -1108680.375000 Penalty: 2330.575928 Iteration 0F: 2 clusters Score -1108680 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6109 members Mstep: Class 2 contains 5949 members Entering Unmasked Estep Score: -1099826.250000 Penalty: 4661.151855 Iteration 0F: 3 clusters Score -1099826 nChanged 5017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6504 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -1102466.500000 Penalty: 4661.151855 Iteration 1F: 3 clusters Score -1102466 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -1102836.875000 Penalty: 4661.151855 Iteration 2F: 3 clusters Score -1102837 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -1103199.500000 Penalty: 4661.151855 Iteration 3F: 3 clusters Score -1103200 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7715 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -1103580.250000 Penalty: 4661.151855 Iteration 4F: 3 clusters Score -1103580 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8267 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -1104012.625000 Penalty: 4661.151855 Iteration 5F: 3 clusters Score -1104013 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8866 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -1104507.500000 Penalty: 4661.151855 Iteration 6F: 3 clusters Score -1104508 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9483 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -1105030.125000 Penalty: 4661.151855 Iteration 7F: 3 clusters Score -1105030 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10021 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -1105475.250000 Penalty: 4661.151855 Iteration 8Q: 3 clusters Score -1105475 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10428 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -1105807.625000 Penalty: 4661.151855 Iteration 9Q: 3 clusters Score -1105808 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10732 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -1106031.375000 Penalty: 4661.151855 Iteration 10Q: 3 clusters Score -1106031 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10954 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -1106185.500000 Penalty: 4661.151855 Iteration 11Q: 3 clusters Score -1106186 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11099 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -1106280.000000 Penalty: 4661.151855 Iteration 12Q: 3 clusters Score -1106280 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11194 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -1106350.250000 Penalty: 4661.151855 Iteration 13Q: 3 clusters Score -1106350 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11278 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -1106412.500000 Penalty: 4661.151855 Iteration 14Q: 3 clusters Score -1106412 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11344 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -1106464.125000 Penalty: 4661.151855 Iteration 15Q: 3 clusters Score -1106464 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11396 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -1106497.625000 Penalty: 4661.151855 Iteration 16Q: 3 clusters Score -1106498 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11423 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -1106520.125000 Penalty: 4661.151855 Iteration 17Q: 3 clusters Score -1106520 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11447 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -1106535.875000 Penalty: 4661.151855 Iteration 18Q: 3 clusters Score -1106536 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11463 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -1106546.250000 Penalty: 4661.151855 Iteration 19Q: 3 clusters Score -1106546 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11477 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -1106556.375000 Penalty: 4661.151855 Iteration 20F: 3 clusters Score -1106556 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11489 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -1106563.750000 Penalty: 4661.151855 Iteration 21Q: 3 clusters Score -1106564 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11501 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -1106573.125000 Penalty: 4661.151855 Iteration 22Q: 3 clusters Score -1106573 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11512 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -1106585.250000 Penalty: 4661.151855 Iteration 23Q: 3 clusters Score -1106585 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11519 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1106591.250000 Penalty: 4661.151855 Iteration 24Q: 3 clusters Score -1106591 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11529 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1106598.125000 Penalty: 4661.151855 Iteration 25Q: 3 clusters Score -1106598 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11534 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -1106603.750000 Penalty: 4661.151855 Iteration 26Q: 3 clusters Score -1106604 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11539 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -1106605.750000 Penalty: 4661.151855 Iteration 27Q: 3 clusters Score -1106606 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11545 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -1106611.375000 Penalty: 4661.151855 Iteration 28Q: 3 clusters Score -1106611 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11549 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1106616.125000 Penalty: 4661.151855 Iteration 29Q: 3 clusters Score -1106616 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11551 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -1106614.875000 Penalty: 4661.151855 Iteration 30Q: 3 clusters Score -1106615 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11552 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1106617.000000 Penalty: 4661.151855 Iteration 31Q: 3 clusters Score -1106617 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11554 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -1106619.125000 Penalty: 4661.151855 Iteration 32Q: 3 clusters Score -1106619 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11556 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -1106620.750000 Penalty: 4661.151855 Iteration 33Q: 3 clusters Score -1106621 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11558 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -1106623.750000 Penalty: 4661.151855 Iteration 34Q: 3 clusters Score -1106624 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11563 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -1106625.625000 Penalty: 4661.151855 Iteration 35Q: 3 clusters Score -1106626 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11570 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -1106636.375000 Penalty: 4661.151855 Iteration 36Q: 3 clusters Score -1106636 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11575 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -1106640.000000 Penalty: 4661.151855 Iteration 37Q: 3 clusters Score -1106640 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11577 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -1106640.625000 Penalty: 4661.151855 Iteration 38Q: 3 clusters Score -1106641 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11578 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -1106642.375000 Penalty: 4661.151855 Iteration 39Q: 3 clusters Score -1106642 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11578 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -1106642.375000 Penalty: 4661.151855 Iteration 40F: 3 clusters Score -1106642 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11273 members Mstep: Class 4 contains 28816 members Mstep: Class 5 contains 12302 members Mstep: Class 6 contains 1406 members Mstep: Class 7 contains 7367 members Mstep: Class 8 contains 10076 members Mstep: Class 9 contains 10061 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316717 members Mstep: Class 12 contains 7107 members Mstep: Class 13 contains 3853 members Mstep: Class 14 contains 426 members Mstep: Class 15 contains 7557 members Mstep: Class 16 contains 255276 members Mstep: Class 17 contains 65779 members Mstep: Class 18 contains 12952 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3873 members Mstep: Class 21 contains 12058 members Entering Unmasked Estep ConsiderDeletion Score: -68889248.000000 Penalty: 70623.078125 Iteration 79Q: 22 clusters Score -6.888925e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11273 members Mstep: Class 4 contains 28827 members Mstep: Class 5 contains 12298 members Mstep: Class 6 contains 1405 members Mstep: Class 7 contains 7366 members Mstep: Class 8 contains 10060 members Mstep: Class 9 contains 10059 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316664 members Mstep: Class 12 contains 7119 members Mstep: Class 13 contains 3845 members Mstep: Class 14 contains 426 members Mstep: Class 15 contains 7556 members Mstep: Class 16 contains 255329 members Mstep: Class 17 contains 65783 members Mstep: Class 18 contains 12949 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3883 members Mstep: Class 21 contains 12058 members Entering Unmasked Estep ConsiderDeletion Score: -68889544.000000 Penalty: 70623.078125 Iteration 80F: 22 clusters Score -6.888954e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11272 members Mstep: Class 4 contains 28838 members Mstep: Class 5 contains 12293 members Mstep: Class 6 contains 1404 members Mstep: Class 7 contains 7364 members Mstep: Class 8 contains 10045 members Mstep: Class 9 contains 10057 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316613 members Mstep: Class 12 contains 7139 members Mstep: Class 13 contains 3834 members Mstep: Class 14 contains 443 members Mstep: Class 15 contains 7553 members Mstep: Class 16 contains 255391 members Mstep: Class 17 contains 65777 members Mstep: Class 18 contains 12947 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3890 members Mstep: Class 21 contains 12057 members Entering Unmasked Estep ConsiderDeletion Score: -68889880.000000 Penalty: 70623.078125 Iteration 81Q: 22 clusters Score -6.888988e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11274 members Mstep: Class 4 contains 28860 members Mstep: Class 5 contains 12285 members Mstep: Class 6 contains 1404 members Mstep: Class 7 contains 7362 members Mstep: Class 8 contains 10033 members Mstep: Class 9 contains 10058 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316566 members Mstep: Class 12 contains 7160 members Mstep: Class 13 contains 3830 members Mstep: Class 14 contains 422 members Mstep: Class 15 contains 7551 members Mstep: Class 16 contains 255434 members Mstep: Class 17 contains 65781 members Mstep: Class 18 contains 12943 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3903 members Mstep: Class 21 contains 12054 members Entering Unmasked Estep ConsiderDeletion Score: -68889920.000000 Penalty: 70623.078125 Iteration 82Q: 22 clusters Score -6.888992e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11276 members Mstep: Class 4 contains 28869 members Mstep: Class 5 contains 12278 members Mstep: Class 6 contains 1406 members Mstep: Class 7 contains 7357 members Mstep: Class 8 contains 10021 members Mstep: Class 9 contains 10057 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316505 members Mstep: Class 12 contains 7182 members Mstep: Class 13 contains 3821 members Mstep: Class 14 contains 415 members Mstep: Class 15 contains 7544 members Mstep: Class 16 contains 255503 members Mstep: Class 17 contains 65787 members Mstep: Class 18 contains 12938 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3911 members Mstep: Class 21 contains 12051 members Entering Unmasked Estep ConsiderDeletion Score: -68889872.000000 Penalty: 70623.078125 Iteration 83Q: 22 clusters Score -6.888987e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5337 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11280 members Mstep: Class 4 contains 28883 members Mstep: Class 5 contains 12265 members Mstep: Class 6 contains 1407 members Mstep: Class 7 contains 7355 members Mstep: Class 8 contains 10003 members Mstep: Class 9 contains 10052 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316453 members Mstep: Class 12 contains 7199 members Mstep: Class 13 contains 3808 members Mstep: Class 14 contains 413 members Mstep: Class 15 contains 7541 members Mstep: Class 16 contains 255586 members Mstep: Class 17 contains 65787 members Mstep: Class 18 contains 12931 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3909 members Mstep: Class 21 contains 12051 members Entering Unmasked Estep ConsiderDeletion Score: -68889848.000000 Penalty: 70623.078125 Iteration 84Q: 22 clusters Score -6.888985e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11285 members Mstep: Class 4 contains 28895 members Mstep: Class 5 contains 12256 members Mstep: Class 6 contains 1411 members Mstep: Class 7 contains 7355 members Mstep: Class 8 contains 9979 members Mstep: Class 9 contains 10047 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316392 members Mstep: Class 12 contains 7216 members Mstep: Class 13 contains 3800 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 7537 members Mstep: Class 16 contains 255658 members Mstep: Class 17 contains 65787 members Mstep: Class 18 contains 12926 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3916 members Mstep: Class 21 contains 12053 members Entering Unmasked Estep ConsiderDeletion Score: -68889864.000000 Penalty: 70623.078125 Iteration 85Q: 22 clusters Score -6.888986e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11281 members Mstep: Class 4 contains 28907 members Mstep: Class 5 contains 12250 members Mstep: Class 6 contains 1412 members Mstep: Class 7 contains 7354 members Mstep: Class 8 contains 9958 members Mstep: Class 9 contains 10043 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316337 members Mstep: Class 12 contains 7233 members Mstep: Class 13 contains 3790 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 7534 members Mstep: Class 16 contains 255721 members Mstep: Class 17 contains 65794 members Mstep: Class 18 contains 12925 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3923 members Mstep: Class 21 contains 12052 members Entering Unmasked Estep ConsiderDeletion Score: -68889840.000000 Penalty: 70623.078125 Iteration 86Q: 22 clusters Score -6.888984e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11280 members Mstep: Class 4 contains 28915 members Mstep: Class 5 contains 12243 members Mstep: Class 6 contains 1413 members Mstep: Class 7 contains 7355 members Mstep: Class 8 contains 9945 members Mstep: Class 9 contains 10040 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316291 members Mstep: Class 12 contains 7250 members Mstep: Class 13 contains 3780 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 7531 members Mstep: Class 16 contains 255782 members Mstep: Class 17 contains 65791 members Mstep: Class 18 contains 12922 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3923 members Mstep: Class 21 contains 12052 members Entering Unmasked Estep ConsiderDeletion Score: -68889760.000000 Penalty: 70623.078125 Iteration 87Q: 22 clusters Score -6.888976e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5337 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11279 members Mstep: Class 4 contains 28925 members Mstep: Class 5 contains 12239 members Mstep: Class 6 contains 1413 members Mstep: Class 7 contains 7354 members Mstep: Class 8 contains 9927 members Mstep: Class 9 contains 10035 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316259 members Mstep: Class 12 contains 7262 members Mstep: Class 13 contains 3770 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 7529 members Mstep: Class 16 contains 255836 members Mstep: Class 17 contains 65784 members Mstep: Class 18 contains 12919 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3929 members Mstep: Class 21 contains 12052 members Entering Unmasked Estep ConsiderDeletion Score: -68889784.000000 Penalty: 70623.078125 Iteration 88Q: 22 clusters Score -6.888978e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11279 members Mstep: Class 4 contains 28929 members Mstep: Class 5 contains 12229 members Mstep: Class 6 contains 1413 members Mstep: Class 7 contains 7355 members Mstep: Class 8 contains 9914 members Mstep: Class 9 contains 10029 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316228 members Mstep: Class 12 contains 7274 members Mstep: Class 13 contains 3763 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 7527 members Mstep: Class 16 contains 255891 members Mstep: Class 17 contains 65782 members Mstep: Class 18 contains 12919 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3929 members Mstep: Class 21 contains 12052 members Entering Unmasked Estep ConsiderDeletion Score: -68889848.000000 Penalty: 70623.078125 Iteration 89Q: 22 clusters Score -6.888985e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11283 members Mstep: Class 4 contains 28934 members Mstep: Class 5 contains 12222 members Mstep: Class 6 contains 1413 members Mstep: Class 7 contains 7354 members Mstep: Class 8 contains 9903 members Mstep: Class 9 contains 10020 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316190 members Mstep: Class 12 contains 7284 members Mstep: Class 13 contains 3760 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7525 members Mstep: Class 16 contains 255942 members Mstep: Class 17 contains 65784 members Mstep: Class 18 contains 12919 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3930 members Mstep: Class 21 contains 12052 members Entering Unmasked Estep ConsiderDeletion Score: -68889784.000000 Penalty: 70623.078125 Iteration 90Q: 22 clusters Score -6.888978e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11284 members Mstep: Class 4 contains 28939 members Mstep: Class 5 contains 12214 members Mstep: Class 6 contains 1413 members Mstep: Class 7 contains 7354 members Mstep: Class 8 contains 9896 members Mstep: Class 9 contains 10014 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316157 members Mstep: Class 12 contains 7288 members Mstep: Class 13 contains 3756 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7523 members Mstep: Class 16 contains 255987 members Mstep: Class 17 contains 65790 members Mstep: Class 18 contains 12919 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3929 members Mstep: Class 21 contains 12052 members Entering Unmasked Estep ConsiderDeletion Score: -68889784.000000 Penalty: 70623.078125 Iteration 91Q: 22 clusters Score -6.888978e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11282 members Mstep: Class 4 contains 28943 members Mstep: Class 5 contains 12202 members Mstep: Class 6 contains 1413 members Mstep: Class 7 contains 7353 members Mstep: Class 8 contains 9883 members Mstep: Class 9 contains 10010 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316127 members Mstep: Class 12 contains 7302 members Mstep: Class 13 contains 3754 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7523 members Mstep: Class 16 contains 256025 members Mstep: Class 17 contains 65793 members Mstep: Class 18 contains 12919 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3934 members Mstep: Class 21 contains 12052 members Entering Unmasked Estep ConsiderDeletion Score: -68889840.000000 Penalty: 70623.078125 Iteration 92Q: 22 clusters Score -6.888984e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11280 members Mstep: Class 4 contains 28943 members Mstep: Class 5 contains 12192 members Mstep: Class 6 contains 1413 members Mstep: Class 7 contains 7352 members Mstep: Class 8 contains 9878 members Mstep: Class 9 contains 10005 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316095 members Mstep: Class 12 contains 7314 members Mstep: Class 13 contains 3754 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7525 members Mstep: Class 16 contains 256071 members Mstep: Class 17 contains 65792 members Mstep: Class 18 contains 12919 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3934 members Mstep: Class 21 contains 12049 members Entering Unmasked Estep ConsiderDeletion Score: -68889784.000000 Penalty: 70623.078125 Iteration 93Q: 22 clusters Score -6.888978e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11279 members Mstep: Class 4 contains 28949 members Mstep: Class 5 contains 12184 members Mstep: Class 6 contains 1413 members Mstep: Class 7 contains 7352 members Mstep: Class 8 contains 9873 members Mstep: Class 9 contains 10005 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316065 members Mstep: Class 12 contains 7323 members Mstep: Class 13 contains 3753 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7522 members Mstep: Class 16 contains 256104 members Mstep: Class 17 contains 65794 members Mstep: Class 18 contains 12920 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3933 members Mstep: Class 21 contains 12048 members Entering Unmasked Estep ConsiderDeletion Score: -68889792.000000 Penalty: 70623.078125 Iteration 94Q: 22 clusters Score -6.888979e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11278 members Mstep: Class 4 contains 28960 members Mstep: Class 5 contains 12182 members Mstep: Class 6 contains 1413 members Mstep: Class 7 contains 7352 members Mstep: Class 8 contains 9872 members Mstep: Class 9 contains 10006 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316041 members Mstep: Class 12 contains 7330 members Mstep: Class 13 contains 3751 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7522 members Mstep: Class 16 contains 256115 members Mstep: Class 17 contains 65794 members Mstep: Class 18 contains 12920 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3934 members Mstep: Class 21 contains 12047 members Entering Unmasked Estep ConsiderDeletion Score: -68889704.000000 Penalty: 70623.078125 Iteration 95Q: 22 clusters Score -6.88897e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11277 members Mstep: Class 4 contains 28970 members Mstep: Class 5 contains 12178 members Mstep: Class 6 contains 1413 members Mstep: Class 7 contains 7351 members Mstep: Class 8 contains 9868 members Mstep: Class 9 contains 10004 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316021 members Mstep: Class 12 contains 7338 members Mstep: Class 13 contains 3750 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7522 members Mstep: Class 16 contains 256129 members Mstep: Class 17 contains 65796 members Mstep: Class 18 contains 12921 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3933 members Mstep: Class 21 contains 12046 members Entering Unmasked Estep ConsiderDeletion Score: -68889744.000000 Penalty: 70623.078125 Iteration 96Q: 22 clusters Score -6.888974e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11277 members Mstep: Class 4 contains 28975 members Mstep: Class 5 contains 12175 members Mstep: Class 6 contains 1413 members Mstep: Class 7 contains 7350 members Mstep: Class 8 contains 9853 members Mstep: Class 9 contains 10003 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 316001 members Mstep: Class 12 contains 7344 members Mstep: Class 13 contains 3747 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7521 members Mstep: Class 16 contains 256156 members Mstep: Class 17 contains 65801 members Mstep: Class 18 contains 12922 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3934 members Mstep: Class 21 contains 12046 members Entering Unmasked Estep ConsiderDeletion Score: -68889696.000000 Penalty: 70623.078125 Iteration 97Q: 22 clusters Score -6.88897e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11279 members Mstep: Class 4 contains 28979 members Mstep: Class 5 contains 12173 members Mstep: Class 6 contains 1413 members Mstep: Class 7 contains 7350 members Mstep: Class 8 contains 9837 members Mstep: Class 9 contains 10004 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315986 members Mstep: Class 12 contains 7351 members Mstep: Class 13 contains 3745 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7519 members Mstep: Class 16 contains 256172 members Mstep: Class 17 contains 65809 members Mstep: Class 18 contains 12921 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3934 members Mstep: Class 21 contains 12046 members Entering Unmasked Estep ConsiderDeletion Score: -68889768.000000 Penalty: 70623.078125 Iteration 98Q: 22 clusters Score -6.888977e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11281 members Mstep: Class 4 contains 28980 members Mstep: Class 5 contains 12168 members Mstep: Class 6 contains 1413 members Mstep: Class 7 contains 7350 members Mstep: Class 8 contains 9828 members Mstep: Class 9 contains 10006 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315963 members Mstep: Class 12 contains 7369 members Mstep: Class 13 contains 3744 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7519 members Mstep: Class 16 contains 256191 members Mstep: Class 17 contains 65808 members Mstep: Class 18 contains 12920 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3934 members Mstep: Class 21 contains 12045 members Entering Unmasked Estep ConsiderDeletion Score: -68889728.000000 Penalty: 70623.078125 Iteration 99Q: 22 clusters Score -6.888973e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11281 members Mstep: Class 4 contains 28981 members Mstep: Class 5 contains 12160 members Mstep: Class 6 contains 1413 members Mstep: Class 7 contains 7346 members Mstep: Class 8 contains 9815 members Mstep: Class 9 contains 10006 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315944 members Mstep: Class 12 contains 7391 members Mstep: Class 13 contains 3740 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7519 members Mstep: Class 16 contains 256211 members Mstep: Class 17 contains 65812 members Mstep: Class 18 contains 12919 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3936 members Mstep: Class 21 contains 12045 members Entering Unmasked Estep ConsiderDeletion Score: -68889864.000000 Penalty: 70623.078125 Iteration 100F: 22 clusters Score -6.888986e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11282 members Mstep: Class 4 contains 28986 members Mstep: Class 5 contains 12153 members Mstep: Class 6 contains 1413 members Mstep: Class 7 contains 7345 members Mstep: Class 8 contains 9802 members Mstep: Class 9 contains 10006 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315926 members Mstep: Class 12 contains 7422 members Mstep: Class 13 contains 3735 members Mstep: Class 14 contains 419 members Mstep: Class 15 contains 7519 members Mstep: Class 16 contains 256225 members Mstep: Class 17 contains 65806 members Mstep: Class 18 contains 12918 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3936 members Mstep: Class 21 contains 12045 members Entering Unmasked Estep ConsiderDeletion Score: -68889912.000000 Penalty: 70623.078125 Iteration 101Q: 22 clusters Score -6.888991e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11285 members Mstep: Class 4 contains 28992 members Mstep: Class 5 contains 12150 members Mstep: Class 6 contains 1414 members Mstep: Class 7 contains 7345 members Mstep: Class 8 contains 9789 members Mstep: Class 9 contains 10006 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315908 members Mstep: Class 12 contains 7445 members Mstep: Class 13 contains 3727 members Mstep: Class 14 contains 414 members Mstep: Class 15 contains 7520 members Mstep: Class 16 contains 256239 members Mstep: Class 17 contains 65806 members Mstep: Class 18 contains 12918 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3937 members Mstep: Class 21 contains 12044 members Entering Unmasked Estep ConsiderDeletion Score: -68889992.000000 Penalty: 70623.078125 Iteration 102Q: 22 clusters Score -6.888999e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11287 members Mstep: Class 4 contains 28998 members Mstep: Class 5 contains 12149 members Mstep: Class 6 contains 1414 members Mstep: Class 7 contains 7345 members Mstep: Class 8 contains 9777 members Mstep: Class 9 contains 10004 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315894 members Mstep: Class 12 contains 7464 members Mstep: Class 13 contains 3719 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 7518 members Mstep: Class 16 contains 256255 members Mstep: Class 17 contains 65805 members Mstep: Class 18 contains 12919 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3934 members Mstep: Class 21 contains 12045 members Entering Unmasked Estep ConsiderDeletion Score: -68890056.000000 Penalty: 70623.078125 Iteration 103Q: 22 clusters Score -6.889006e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11290 members Mstep: Class 4 contains 29001 members Mstep: Class 5 contains 12148 members Mstep: Class 6 contains 1414 members Mstep: Class 7 contains 7344 members Mstep: Class 8 contains 9761 members Mstep: Class 9 contains 10001 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315887 members Mstep: Class 12 contains 7474 members Mstep: Class 13 contains 3719 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 7517 members Mstep: Class 16 contains 256269 members Mstep: Class 17 contains 65813 members Mstep: Class 18 contains 12917 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3928 members Mstep: Class 21 contains 12044 members Entering Unmasked Estep ConsiderDeletion Score: -68890008.000000 Penalty: 70623.078125 Iteration 104Q: 22 clusters Score -6.889001e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11293 members Mstep: Class 4 contains 29002 members Mstep: Class 5 contains 12147 members Mstep: Class 6 contains 1414 members Mstep: Class 7 contains 7341 members Mstep: Class 8 contains 9746 members Mstep: Class 9 contains 10000 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315870 members Mstep: Class 12 contains 7489 members Mstep: Class 13 contains 3717 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 7517 members Mstep: Class 16 contains 256289 members Mstep: Class 17 contains 65816 members Mstep: Class 18 contains 12916 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3926 members Mstep: Class 21 contains 12045 members Entering Unmasked Estep ConsiderDeletion Score: -68890040.000000 Penalty: 70623.078125 Iteration 105Q: 22 clusters Score -6.889004e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11293 members Mstep: Class 4 contains 29004 members Mstep: Class 5 contains 12147 members Mstep: Class 6 contains 1414 members Mstep: Class 7 contains 7339 members Mstep: Class 8 contains 9724 members Mstep: Class 9 contains 10000 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315861 members Mstep: Class 12 contains 7510 members Mstep: Class 13 contains 3715 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 7517 members Mstep: Class 16 contains 256302 members Mstep: Class 17 contains 65817 members Mstep: Class 18 contains 12916 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3924 members Mstep: Class 21 contains 12045 members Entering Unmasked Estep ConsiderDeletion Score: -68890096.000000 Penalty: 70623.078125 Iteration 106Q: 22 clusters Score -6.88901e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11292 members Mstep: Class 4 contains 29004 members Mstep: Class 5 contains 12145 members Mstep: Class 6 contains 1414 members Mstep: Class 7 contains 7341 members Mstep: Class 8 contains 9704 members Mstep: Class 9 contains 10000 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315848 members Mstep: Class 12 contains 7527 members Mstep: Class 13 contains 3714 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 7516 members Mstep: Class 16 contains 256319 members Mstep: Class 17 contains 65820 members Mstep: Class 18 contains 12916 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3922 members Mstep: Class 21 contains 12045 members Entering Unmasked Estep ConsiderDeletion Score: -68890056.000000 Penalty: 70623.078125 Iteration 107Q: 22 clusters Score -6.889006e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11292 members Mstep: Class 4 contains 29006 members Mstep: Class 5 contains 12143 members Mstep: Class 6 contains 1414 members Mstep: Class 7 contains 7341 members Mstep: Class 8 contains 9690 members Mstep: Class 9 contains 10000 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315830 members Mstep: Class 12 contains 7541 members Mstep: Class 13 contains 3711 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 7515 members Mstep: Class 16 contains 256337 members Mstep: Class 17 contains 65822 members Mstep: Class 18 contains 12916 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3922 members Mstep: Class 21 contains 12045 members Entering Unmasked Estep ConsiderDeletion Score: -68890120.000000 Penalty: 70623.078125 Iteration 108Q: 22 clusters Score -6.889012e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11294 members Mstep: Class 4 contains 29003 members Mstep: Class 5 contains 12139 members Mstep: Class 6 contains 1414 members Mstep: Class 7 contains 7338 members Mstep: Class 8 contains 9675 members Mstep: Class 9 contains 10000 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315816 members Mstep: Class 12 contains 7556 members Mstep: Class 13 contains 3712 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 7514 members Mstep: Class 16 contains 256362 members Mstep: Class 17 contains 65818 members Mstep: Class 18 contains 12915 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3925 members Mstep: Class 21 contains 12045 members Entering Unmasked Estep ConsiderDeletion Score: -68890088.000000 Penalty: 70623.078125 Iteration 109Q: 22 clusters Score -6.889009e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11295 members Mstep: Class 4 contains 29002 members Mstep: Class 5 contains 12136 members Mstep: Class 6 contains 1414 members Mstep: Class 7 contains 7338 members Mstep: Class 8 contains 9657 members Mstep: Class 9 contains 10000 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315805 members Mstep: Class 12 contains 7574 members Mstep: Class 13 contains 3712 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 7512 members Mstep: Class 16 contains 256385 members Mstep: Class 17 contains 65814 members Mstep: Class 18 contains 12915 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3926 members Mstep: Class 21 contains 12043 members Entering Unmasked Estep ConsiderDeletion Score: -68890064.000000 Penalty: 70623.078125 Iteration 110Q: 22 clusters Score -6.889006e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11294 members Mstep: Class 4 contains 28999 members Mstep: Class 5 contains 12132 members Mstep: Class 6 contains 1414 members Mstep: Class 7 contains 7336 members Mstep: Class 8 contains 9632 members Mstep: Class 9 contains 10000 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315799 members Mstep: Class 12 contains 7596 members Mstep: Class 13 contains 3711 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 7511 members Mstep: Class 16 contains 256409 members Mstep: Class 17 contains 65808 members Mstep: Class 18 contains 12915 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3930 members Mstep: Class 21 contains 12043 members Entering Unmasked Estep ConsiderDeletion Score: -68890152.000000 Penalty: 70623.078125 Iteration 111Q: 22 clusters Score -6.889015e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11294 members Mstep: Class 4 contains 28999 members Mstep: Class 5 contains 12125 members Mstep: Class 6 contains 1414 members Mstep: Class 7 contains 7333 members Mstep: Class 8 contains 9610 members Mstep: Class 9 contains 10000 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315799 members Mstep: Class 12 contains 7617 members Mstep: Class 13 contains 3710 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 7509 members Mstep: Class 16 contains 256423 members Mstep: Class 17 contains 65803 members Mstep: Class 18 contains 12915 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3936 members Mstep: Class 21 contains 12042 members Entering Unmasked Estep ConsiderDeletion Score: -68890168.000000 Penalty: 70623.078125 Iteration 112Q: 22 clusters Score -6.889017e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11294 members Mstep: Class 4 contains 29001 members Mstep: Class 5 contains 12119 members Mstep: Class 6 contains 1414 members Mstep: Class 7 contains 7328 members Mstep: Class 8 contains 9586 members Mstep: Class 9 contains 10000 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315806 members Mstep: Class 12 contains 7637 members Mstep: Class 13 contains 3709 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 7508 members Mstep: Class 16 contains 256433 members Mstep: Class 17 contains 65797 members Mstep: Class 18 contains 12915 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3939 members Mstep: Class 21 contains 12043 members Entering Unmasked Estep ConsiderDeletion Score: -68890152.000000 Penalty: 70623.078125 Iteration 113Q: 22 clusters Score -6.889015e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11294 members Mstep: Class 4 contains 29002 members Mstep: Class 5 contains 12119 members Mstep: Class 6 contains 1414 members Mstep: Class 7 contains 7329 members Mstep: Class 8 contains 9568 members Mstep: Class 9 contains 10000 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315792 members Mstep: Class 12 contains 7661 members Mstep: Class 13 contains 3709 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 7505 members Mstep: Class 16 contains 256442 members Mstep: Class 17 contains 65797 members Mstep: Class 18 contains 12915 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3939 members Mstep: Class 21 contains 12042 members Entering Unmasked Estep ConsiderDeletion Score: -68890096.000000 Penalty: 70623.078125 Iteration 114Q: 22 clusters Score -6.88901e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11294 members Mstep: Class 4 contains 29003 members Mstep: Class 5 contains 12115 members Mstep: Class 6 contains 1414 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 9554 members Mstep: Class 9 contains 9999 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315782 members Mstep: Class 12 contains 7678 members Mstep: Class 13 contains 3709 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 7503 members Mstep: Class 16 contains 256458 members Mstep: Class 17 contains 65793 members Mstep: Class 18 contains 12914 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3939 members Mstep: Class 21 contains 12042 members Entering Unmasked Estep ConsiderDeletion Score: -68890080.000000 Penalty: 70623.078125 Iteration 115Q: 22 clusters Score -6.889008e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11294 members Mstep: Class 4 contains 29003 members Mstep: Class 5 contains 12107 members Mstep: Class 6 contains 1414 members Mstep: Class 7 contains 7334 members Mstep: Class 8 contains 9544 members Mstep: Class 9 contains 9996 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315771 members Mstep: Class 12 contains 7691 members Mstep: Class 13 contains 3709 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 7497 members Mstep: Class 16 contains 256479 members Mstep: Class 17 contains 65792 members Mstep: Class 18 contains 12914 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3940 members Mstep: Class 21 contains 12042 members Entering Unmasked Estep ConsiderDeletion Score: -68890144.000000 Penalty: 70623.078125 Iteration 116Q: 22 clusters Score -6.889014e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11295 members Mstep: Class 4 contains 29003 members Mstep: Class 5 contains 12098 members Mstep: Class 6 contains 1414 members Mstep: Class 7 contains 7334 members Mstep: Class 8 contains 9536 members Mstep: Class 9 contains 9993 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315762 members Mstep: Class 12 contains 7706 members Mstep: Class 13 contains 3708 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 7493 members Mstep: Class 16 contains 256503 members Mstep: Class 17 contains 65788 members Mstep: Class 18 contains 12912 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3942 members Mstep: Class 21 contains 12042 members Entering Unmasked Estep ConsiderDeletion Score: -68890056.000000 Penalty: 70623.078125 Iteration 117Q: 22 clusters Score -6.889006e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5326 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11297 members Mstep: Class 4 contains 29002 members Mstep: Class 5 contains 12094 members Mstep: Class 6 contains 1416 members Mstep: Class 7 contains 7334 members Mstep: Class 8 contains 9523 members Mstep: Class 9 contains 9992 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315755 members Mstep: Class 12 contains 7723 members Mstep: Class 13 contains 3708 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 7491 members Mstep: Class 16 contains 256519 members Mstep: Class 17 contains 65782 members Mstep: Class 18 contains 12909 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3945 members Mstep: Class 21 contains 12042 members Entering Unmasked Estep ConsiderDeletion Score: -68890032.000000 Penalty: 70623.078125 Iteration 118Q: 22 clusters Score -6.889003e+07 nChanged 55 Entering ConstructFrom: Score: -68890032.000000 Penalty: 70623.078125 Entering ConstructFrom: Trying to split cluster 1 (5327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Entering Unmasked Estep Score: -495778.656250 Penalty: 2127.974854 Iteration 0F: 2 clusters Score -495778.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -491040.781250 Penalty: 4255.949707 Iteration 0F: 3 clusters Score -491040.8 nChanged 2075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -492302.406250 Penalty: 4255.949707 Iteration 1F: 3 clusters Score -492302.4 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -492557.437500 Penalty: 4255.949707 Iteration 2F: 3 clusters Score -492557.4 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -492718.218750 Penalty: 4255.949707 Iteration 3F: 3 clusters Score -492718.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -492848.375000 Penalty: 4255.949707 Iteration 4Q: 3 clusters Score -492848.4 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -492931.218750 Penalty: 4255.949707 Iteration 5Q: 3 clusters Score -492931.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -493006.187500 Penalty: 4255.949707 Iteration 6Q: 3 clusters Score -493006.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -493067.906250 Penalty: 4255.949707 Iteration 7Q: 3 clusters Score -493067.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -493123.718750 Penalty: 4255.949707 Iteration 8Q: 3 clusters Score -493123.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -493174.781250 Penalty: 4255.949707 Iteration 9Q: 3 clusters Score -493174.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -493210.281250 Penalty: 4255.949707 Iteration 10Q: 3 clusters Score -493210.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -493243.656250 Penalty: 4255.949707 Iteration 11Q: 3 clusters Score -493243.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -493273.781250 Penalty: 4255.949707 Iteration 12Q: 3 clusters Score -493273.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -493299.343750 Penalty: 4255.949707 Iteration 13Q: 3 clusters Score -493299.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -493325.281250 Penalty: 4255.949707 Iteration 14Q: 3 clusters Score -493325.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -493349.000000 Penalty: 4255.949707 Iteration 15Q: 3 clusters Score -493349 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -493373.093750 Penalty: 4255.949707 Iteration 16Q: 3 clusters Score -493373.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -493395.187500 Penalty: 4255.949707 Iteration 17Q: 3 clusters Score -493395.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -493416.375000 Penalty: 4255.949707 Iteration 18Q: 3 clusters Score -493416.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -493430.593750 Penalty: 4255.949707 Iteration 19Q: 3 clusters Score -493430.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -493447.625000 Penalty: 4255.949707 Iteration 20F: 3 clusters Score -493447.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -493460.312500 Penalty: 4255.949707 Iteration 21Q: 3 clusters Score -493460.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -493468.687500 Penalty: 4255.949707 Iteration 22Q: 3 clusters Score -493468.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -493477.593750 Penalty: 4255.949707 Iteration 23Q: 3 clusters Score -493477.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -493487.718750 Penalty: 4255.949707 Iteration 24Q: 3 clusters Score -493487.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -493500.312500 Penalty: 4255.949707 Iteration 25Q: 3 clusters Score -493500.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -493516.781250 Penalty: 4255.949707 Iteration 26Q: 3 clusters Score -493516.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -493538.062500 Penalty: 4255.949707 Iteration 27Q: 3 clusters Score -493538.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -493563.062500 Penalty: 4255.949707 Iteration 28Q: 3 clusters Score -493563.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -493587.468750 Penalty: 4255.949707 Iteration 29Q: 3 clusters Score -493587.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -493608.406250 Penalty: 4255.949707 Iteration 30Q: 3 clusters Score -493608.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -493626.718750 Penalty: 4255.949707 Iteration 31Q: 3 clusters Score -493626.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -493643.937500 Penalty: 4255.949707 Iteration 32Q: 3 clusters Score -493643.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -493662.218750 Penalty: 4255.949707 Iteration 33Q: 3 clusters Score -493662.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -493678.625000 Penalty: 4255.949707 Iteration 34Q: 3 clusters Score -493678.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -493694.031250 Penalty: 4255.949707 Iteration 35Q: 3 clusters Score -493694 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -493710.312500 Penalty: 4255.949707 Iteration 36Q: 3 clusters Score -493710.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -493725.781250 Penalty: 4255.949707 Iteration 37Q: 3 clusters Score -493725.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -493743.812500 Penalty: 4255.949707 Iteration 38Q: 3 clusters Score -493743.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -493760.718750 Penalty: 4255.949707 Iteration 39Q: 3 clusters Score -493760.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -493773.500000 Penalty: 4255.949707 Iteration 40F: 3 clusters Score -493773.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -493787.031250 Penalty: 4255.949707 Iteration 41Q: 3 clusters Score -493787 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -493798.906250 Penalty: 4255.949707 Iteration 42Q: 3 clusters Score -493798.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -493811.531250 Penalty: 4255.949707 Iteration 43Q: 3 clusters Score -493811.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -493823.656250 Penalty: 4255.949707 Iteration 44Q: 3 clusters Score -493823.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -493832.218750 Penalty: 4255.949707 Iteration 45Q: 3 clusters Score -493832.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -493846.062500 Penalty: 4255.949707 Iteration 46Q: 3 clusters Score -493846.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -493862.875000 Penalty: 4255.949707 Iteration 47Q: 3 clusters Score -493862.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -493876.468750 Penalty: 4255.949707 Iteration 48Q: 3 clusters Score -493876.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -493888.406250 Penalty: 4255.949707 Iteration 49Q: 3 clusters Score -493888.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -493900.531250 Penalty: 4255.949707 Iteration 50Q: 3 clusters Score -493900.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -493910.187500 Penalty: 4255.949707 Iteration 51Q: 3 clusters Score -493910.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -493918.593750 Penalty: 4255.949707 Iteration 52Q: 3 clusters Score -493918.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -493926.250000 Penalty: 4255.949707 Iteration 53Q: 3 clusters Score -493926.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -493932.500000 Penalty: 4255.949707 Iteration 54Q: 3 clusters Score -493932.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -493935.656250 Penalty: 4255.949707 Iteration 55Q: 3 clusters Score -493935.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -493938.875000 Penalty: 4255.949707 Iteration 56Q: 3 clusters Score -493938.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -493941.375000 Penalty: 4255.949707 Iteration 57Q: 3 clusters Score -493941.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -493942.500000 Penalty: 4255.949707 Iteration 58Q: 3 clusters Score -493942.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -493944.968750 Penalty: 4255.949707 Iteration 59Q: 3 clusters Score -493945 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -493948.562500 Penalty: 4255.949707 Iteration 60F: 3 clusters Score -493948.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -493953.062500 Penalty: 4255.949707 Iteration 61Q: 3 clusters Score -493953.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -493958.000000 Penalty: 4255.949707 Iteration 62Q: 3 clusters Score -493958 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -493962.093750 Penalty: 4255.949707 Iteration 63Q: 3 clusters Score -493962.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -493969.125000 Penalty: 4255.949707 Iteration 64Q: 3 clusters Score -493969.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -493976.375000 Penalty: 4255.949707 Iteration 65Q: 3 clusters Score -493976.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -493983.718750 Penalty: 4255.949707 Iteration 66Q: 3 clusters Score -493983.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -493985.687500 Penalty: 4255.949707 Iteration 67Q: 3 clusters Score -493985.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -493988.531250 Penalty: 4255.949707 Iteration 68Q: 3 clusters Score -493988.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -493992.187500 Penalty: 4255.949707 Iteration 69Q: 3 clusters Score -493992.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -493995.156250 Penalty: 4255.949707 Iteration 70Q: 3 clusters Score -493995.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -493997.593750 Penalty: 4255.949707 Iteration 71Q: 3 clusters Score -493997.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -493999.968750 Penalty: 4255.949707 Iteration 72Q: 3 clusters Score -494000 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -494004.000000 Penalty: 4255.949707 Iteration 73Q: 3 clusters Score -494004 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -494009.281250 Penalty: 4255.949707 Iteration 74Q: 3 clusters Score -494009.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -494015.812500 Penalty: 4255.949707 Iteration 75Q: 3 clusters Score -494015.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -494021.531250 Penalty: 4255.949707 Iteration 76Q: 3 clusters Score -494021.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -494030.281250 Penalty: 4255.949707 Iteration 77Q: 3 clusters Score -494030.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -494037.250000 Penalty: 4255.949707 Iteration 78Q: 3 clusters Score -494037.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -494047.437500 Penalty: 4255.949707 Iteration 79Q: 3 clusters Score -494047.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -494055.218750 Penalty: 4255.949707 Iteration 80F: 3 clusters Score -494055.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -494058.656250 Penalty: 4255.949707 Iteration 81Q: 3 clusters Score -494058.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -494061.625000 Penalty: 4255.949707 Iteration 82Q: 3 clusters Score -494061.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -494066.281250 Penalty: 4255.949707 Iteration 83Q: 3 clusters Score -494066.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -494071.718750 Penalty: 4255.949707 Iteration 84Q: 3 clusters Score -494071.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -494077.812500 Penalty: 4255.949707 Iteration 85Q: 3 clusters Score -494077.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -494083.375000 Penalty: 4255.949707 Iteration 86Q: 3 clusters Score -494083.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -494087.687500 Penalty: 4255.949707 Iteration 87Q: 3 clusters Score -494087.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -494095.500000 Penalty: 4255.949707 Iteration 88Q: 3 clusters Score -494095.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -494099.593750 Penalty: 4255.949707 Iteration 89Q: 3 clusters Score -494099.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -494104.125000 Penalty: 4255.949707 Iteration 90Q: 3 clusters Score -494104.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -494106.250000 Penalty: 4255.949707 Iteration 91Q: 3 clusters Score -494106.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -494112.062500 Penalty: 4255.949707 Iteration 92Q: 3 clusters Score -494112.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -494116.812500 Penalty: 4255.949707 Iteration 93Q: 3 clusters Score -494116.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -494120.750000 Penalty: 4255.949707 Iteration 94Q: 3 clusters Score -494120.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -494122.281250 Penalty: 4255.949707 Iteration 95Q: 3 clusters Score -494122.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -494124.156250 Penalty: 4255.949707 Iteration 96Q: 3 clusters Score -494124.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -494128.437500 Penalty: 4255.949707 Iteration 97Q: 3 clusters Score -494128.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -494131.062500 Penalty: 4255.949707 Iteration 98Q: 3 clusters Score -494131.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -494134.906250 Penalty: 4255.949707 Iteration 99Q: 3 clusters Score -494134.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -494137.718750 Penalty: 4255.949707 Iteration 100F: 3 clusters Score -494137.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -494141.343750 Penalty: 4255.949707 Iteration 101Q: 3 clusters Score -494141.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -494147.875000 Penalty: 4255.949707 Iteration 102Q: 3 clusters Score -494147.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -494151.000000 Penalty: 4255.949707 Iteration 103Q: 3 clusters Score -494151 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -494152.093750 Penalty: 4255.949707 Iteration 104Q: 3 clusters Score -494152.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -494153.375000 Penalty: 4255.949707 Iteration 105Q: 3 clusters Score -494153.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -494153.750000 Penalty: 4255.949707 Iteration 106Q: 3 clusters Score -494153.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -494153.718750 Penalty: 4255.949707 Iteration 107Q: 3 clusters Score -494153.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -494155.843750 Penalty: 4255.949707 Iteration 108Q: 3 clusters Score -494155.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -494158.156250 Penalty: 4255.949707 Iteration 109Q: 3 clusters Score -494158.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -494159.750000 Penalty: 4255.949707 Iteration 110Q: 3 clusters Score -494159.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -494161.156250 Penalty: 4255.949707 Iteration 111Q: 3 clusters Score -494161.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -494162.843750 Penalty: 4255.949707 Iteration 112Q: 3 clusters Score -494162.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -494162.656250 Penalty: 4255.949707 Iteration 113Q: 3 clusters Score -494162.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -494162.656250 Penalty: 4255.949707 Iteration 114F: 3 clusters Score -494162.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1296 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Entering Unmasked Estep Score: -106964.054688 Penalty: 1777.425415 Iteration 0F: 2 clusters Score -106964.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -104868.195312 Penalty: 3554.850830 Iteration 0F: 3 clusters Score -104868.2 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -105371.328125 Penalty: 3554.850830 Iteration 1F: 3 clusters Score -105371.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -105618.781250 Penalty: 3554.850830 Iteration 2F: 3 clusters Score -105618.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -105804.851562 Penalty: 3554.850830 Iteration 3F: 3 clusters Score -105804.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -105942.234375 Penalty: 3554.850830 Iteration 4F: 3 clusters Score -105942.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -106081.000000 Penalty: 3554.850830 Iteration 5Q: 3 clusters Score -106081 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -106190.210938 Penalty: 3554.850830 Iteration 6Q: 3 clusters Score -106190.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -106280.320312 Penalty: 3554.850830 Iteration 7Q: 3 clusters Score -106280.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -106341.820312 Penalty: 3554.850830 Iteration 8Q: 3 clusters Score -106341.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -106382.070312 Penalty: 3554.850830 Iteration 9Q: 3 clusters Score -106382.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -106418.148438 Penalty: 3554.850830 Iteration 10Q: 3 clusters Score -106418.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -106482.695312 Penalty: 3554.850830 Iteration 11Q: 3 clusters Score -106482.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -106510.742188 Penalty: 3554.850830 Iteration 12Q: 3 clusters Score -106510.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -106519.492188 Penalty: 3554.850830 Iteration 13Q: 3 clusters Score -106519.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -106519.804688 Penalty: 3554.850830 Iteration 14Q: 3 clusters Score -106519.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -106519.804688 Penalty: 3554.850830 Iteration 15F: 3 clusters Score -106519.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (11296 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11296 members Entering Unmasked Estep Score: -1046023.312500 Penalty: 2314.386475 Iteration 0F: 2 clusters Score -1046023 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5706 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -1037592.937500 Penalty: 4628.772949 Iteration 0F: 3 clusters Score -1037593 nChanged 4734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -1040044.125000 Penalty: 4628.772949 Iteration 1F: 3 clusters Score -1040044 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6277 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -1040421.500000 Penalty: 4628.772949 Iteration 2F: 3 clusters Score -1040422 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -1040776.125000 Penalty: 4628.772949 Iteration 3F: 3 clusters Score -1040776 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7022 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -1041155.375000 Penalty: 4628.772949 Iteration 4F: 3 clusters Score -1041155 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7491 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -1041666.687500 Penalty: 4628.772949 Iteration 5F: 3 clusters Score -1041667 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8030 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -1042298.625000 Penalty: 4628.772949 Iteration 6F: 3 clusters Score -1042299 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8614 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -1042998.875000 Penalty: 4628.772949 Iteration 7F: 3 clusters Score -1042999 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -1043631.562500 Penalty: 4628.772949 Iteration 8F: 3 clusters Score -1043632 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9540 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -1044080.937500 Penalty: 4628.772949 Iteration 9Q: 3 clusters Score -1044081 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9866 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -1044396.250000 Penalty: 4628.772949 Iteration 10Q: 3 clusters Score -1044396 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10099 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -1044610.000000 Penalty: 4628.772949 Iteration 11Q: 3 clusters Score -1044610 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10257 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -1044744.937500 Penalty: 4628.772949 Iteration 12Q: 3 clusters Score -1044745 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10357 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -1044838.000000 Penalty: 4628.772949 Iteration 13Q: 3 clusters Score -1044838 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10415 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -1044882.562500 Penalty: 4628.772949 Iteration 14Q: 3 clusters Score -1044883 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10450 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -1044906.062500 Penalty: 4628.772949 Iteration 15Q: 3 clusters Score -1044906 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10480 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -1044921.812500 Penalty: 4628.772949 Iteration 16Q: 3 clusters Score -1044922 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10498 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1044935.312500 Penalty: 4628.772949 Iteration 17Q: 3 clusters Score -1044935 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10513 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -1044945.687500 Penalty: 4628.772949 Iteration 18Q: 3 clusters Score -1044946 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10522 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -1044950.687500 Penalty: 4628.772949 Iteration 19Q: 3 clusters Score -1044951 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10529 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -1044953.937500 Penalty: 4628.772949 Iteration 20F: 3 clusters Score -1044954 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10536 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -1044956.312500 Penalty: 4628.772949 Iteration 21Q: 3 clusters Score -1044956 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10541 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -1044958.000000 Penalty: 4628.772949 Iteration 22Q: 3 clusters Score -1044958 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10544 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -1044961.687500 Penalty: 4628.772949 Iteration 23Q: 3 clusters Score -1044962 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10547 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -1044960.812500 Penalty: 4628.772949 Iteration 24Q: 3 clusters Score -1044961 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10552 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -1044964.875000 Penalty: 4628.772949 Iteration 25Q: 3 clusters Score -1044965 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10553 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -1044966.562500 Penalty: 4628.772949 Iteration 26Q: 3 clusters Score -1044967 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10556 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -1044968.687500 Penalty: 4628.772949 Iteration 27Q: 3 clusters Score -1044969 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10559 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -1044969.125000 Penalty: 4628.772949 Iteration 28Q: 3 clusters Score -1044969 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10560 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -1044969.937500 Penalty: 4628.772949 Iteration 29Q: 3 clusters Score -1044970 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10561 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -1044969.875000 Penalty: 4628.772949 Iteration 30Q: 3 clusters Score -1044970 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10562 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -1044971.062500 Penalty: 4628.772949 Iteration 31Q: 3 clusters Score -1044971 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10562 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -1044971.062500 Penalty: 4628.772949 Iteration 32F: 3 clusters Score -1044971 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (29001 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29001 members Entering Unmasked Estep Score: -2577916.000000 Penalty: 2548.221191 Iteration 0F: 2 clusters Score -2577916 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14483 members Mstep: Class 2 contains 14518 members Entering Unmasked Estep Score: -2557919.000000 Penalty: 5096.442383 Iteration 0F: 3 clusters Score -2557919 nChanged 13070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14217 members Mstep: Class 2 contains 14784 members Entering Unmasked Estep Score: -2564838.250000 Penalty: 5096.442383 Iteration 1F: 3 clusters Score -2564838 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14132 members Mstep: Class 2 contains 14869 members Entering Unmasked Estep Score: -2565268.500000 Penalty: 5096.442383 Iteration 2Q: 3 clusters Score -2565268 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13997 members Mstep: Class 2 contains 15004 members Entering Unmasked Estep Score: -2565669.500000 Penalty: 5096.442383 Iteration 3Q: 3 clusters Score -2565670 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13812 members Mstep: Class 2 contains 15189 members Entering Unmasked Estep Score: -2566014.250000 Penalty: 5096.442383 Iteration 4Q: 3 clusters Score -2566014 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13524 members Mstep: Class 2 contains 15477 members Entering Unmasked Estep Score: -2566361.750000 Penalty: 5096.442383 Iteration 5Q: 3 clusters Score -2566362 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13185 members Mstep: Class 2 contains 15816 members Entering Unmasked Estep Score: -2566734.000000 Penalty: 5096.442383 Iteration 6Q: 3 clusters Score -2566734 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12716 members Mstep: Class 2 contains 16285 members Entering Unmasked Estep Score: -2567109.000000 Penalty: 5096.442383 Iteration 7Q: 3 clusters Score -2567109 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12134 members Mstep: Class 2 contains 16867 members Entering Unmasked Estep Score: -2567504.250000 Penalty: 5096.442383 Iteration 8Q: 3 clusters Score -2567504 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11416 members Mstep: Class 2 contains 17585 members Entering Unmasked Estep Score: -2567960.500000 Penalty: 5096.442383 Iteration 9Q: 3 clusters Score -2567960 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10535 members Mstep: Class 2 contains 18466 members Entering Unmasked Estep Score: -2568482.250000 Penalty: 5096.442383 Iteration 10Q: 3 clusters Score -2568482 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9550 members Mstep: Class 2 contains 19451 members Entering Unmasked Estep Score: -2569085.250000 Penalty: 5096.442383 Iteration 11Q: 3 clusters Score -2569085 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8400 members Mstep: Class 2 contains 20601 members Entering Unmasked Estep Score: -2569760.250000 Penalty: 5096.442383 Iteration 12Q: 3 clusters Score -2569760 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7134 members Mstep: Class 2 contains 21867 members Entering Unmasked Estep Score: -2570513.500000 Penalty: 5096.442383 Iteration 13Q: 3 clusters Score -2570514 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5827 members Mstep: Class 2 contains 23174 members Entering Unmasked Estep Score: -2571327.000000 Penalty: 5096.442383 Iteration 14Q: 3 clusters Score -2571327 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 24481 members Entering Unmasked Estep Score: -2572216.750000 Penalty: 5096.442383 Iteration 15Q: 3 clusters Score -2572217 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 25699 members Entering Unmasked Estep Score: -2573128.250000 Penalty: 5096.442383 Iteration 16Q: 3 clusters Score -2573128 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 26702 members Entering Unmasked Estep Score: -2573924.250000 Penalty: 5096.442383 Iteration 17Q: 3 clusters Score -2573924 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 27500 members Entering Unmasked Estep Score: -2574567.000000 Penalty: 5096.442383 Iteration 18Q: 3 clusters Score -2574567 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 28014 members Entering Unmasked Estep Score: -2575041.500000 Penalty: 5096.442383 Iteration 19Q: 3 clusters Score -2575042 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 28316 members Entering Unmasked Estep Score: -2575314.500000 Penalty: 5096.442383 Iteration 20F: 3 clusters Score -2575314 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 28479 members Entering Unmasked Estep Score: -2575494.750000 Penalty: 5096.442383 Iteration 21Q: 3 clusters Score -2575495 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 28563 members Entering Unmasked Estep Score: -2575586.750000 Penalty: 5096.442383 Iteration 22Q: 3 clusters Score -2575587 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 28607 members Entering Unmasked Estep Score: -2575639.000000 Penalty: 5096.442383 Iteration 23Q: 3 clusters Score -2575639 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 28637 members Entering Unmasked Estep Score: -2575684.250000 Penalty: 5096.442383 Iteration 24Q: 3 clusters Score -2575684 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 28664 members Entering Unmasked Estep Score: -2575720.500000 Penalty: 5096.442383 Iteration 25Q: 3 clusters Score -2575720 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 28674 members Entering Unmasked Estep Score: -2575733.500000 Penalty: 5096.442383 Iteration 26Q: 3 clusters Score -2575734 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 28676 members Entering Unmasked Estep Score: -2575739.250000 Penalty: 5096.442383 Iteration 27Q: 3 clusters Score -2575739 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 28680 members Entering Unmasked Estep Score: -2575747.750000 Penalty: 5096.442383 Iteration 28Q: 3 clusters Score -2575748 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 28686 members Entering Unmasked Estep Score: -2575759.750000 Penalty: 5096.442383 Iteration 29Q: 3 clusters Score -2575760 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 28689 members Entering Unmasked Estep Score: -2575760.250000 Penalty: 5096.442383 Iteration 30Q: 3 clusters Score -2575760 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 28691 members Entering Unmasked Estep Score: -2575762.500000 Penalty: 5096.442383 Iteration 31Q: 3 clusters Score -2575762 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 28694 members Entering Unmasked Estep Score: -2575764.000000 Penalty: 5096.442383 Iteration 32Q: 3 clusters Score -2575764 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 28698 members Entering Unmasked Estep Score: -2575770.000000 Penalty: 5096.442383 Iteration 33Q: 3 clusters Score -2575770 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 28700 members Entering Unmasked Estep Score: -2575776.500000 Penalty: 5096.442383 Iteration 34Q: 3 clusters Score -2575776 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 28700 members Entering Unmasked Estep Score: -2575777.000000 Penalty: 5096.442383 Iteration 35Q: 3 clusters Score -2575777 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 28701 members Entering Unmasked Estep Score: -2575777.250000 Penalty: 5096.442383 Iteration 36Q: 3 clusters Score -2575777 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 28702 members Entering Unmasked Estep Score: -2575778.250000 Penalty: 5096.442383 Iteration 37Q: 3 clusters Score -2575778 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 28702 members Entering Unmasked Estep Score: -2575778.250000 Penalty: 5096.442383 Iteration 38F: 3 clusters Score -2575778 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (12093 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12093 members Entering Unmasked Estep Score: -1107133.875000 Penalty: 2331.294678 Iteration 0F: 2 clusters Score -1107134 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -1098178.625000 Penalty: 4662.589355 Iteration 0F: 3 clusters Score -1098179 nChanged 5122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6329 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -1100830.125000 Penalty: 4662.589355 Iteration 1F: 3 clusters Score -1100830 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -1101129.750000 Penalty: 4662.589355 Iteration 2F: 3 clusters Score -1101130 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 5463 members Entering Unmasked Estep Score: -1101344.375000 Penalty: 4662.589355 Iteration 3Q: 3 clusters Score -1101344 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6841 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -1101529.500000 Penalty: 4662.589355 Iteration 4Q: 3 clusters Score -1101530 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -1101693.125000 Penalty: 4662.589355 Iteration 5Q: 3 clusters Score -1101693 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7393 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -1101855.375000 Penalty: 4662.589355 Iteration 6Q: 3 clusters Score -1101855 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7757 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -1102063.750000 Penalty: 4662.589355 Iteration 7Q: 3 clusters Score -1102064 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8212 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -1102339.750000 Penalty: 4662.589355 Iteration 8Q: 3 clusters Score -1102340 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8722 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -1102687.625000 Penalty: 4662.589355 Iteration 9Q: 3 clusters Score -1102688 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9245 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -1103087.000000 Penalty: 4662.589355 Iteration 10Q: 3 clusters Score -1103087 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9761 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -1103547.125000 Penalty: 4662.589355 Iteration 11Q: 3 clusters Score -1103547 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10223 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -1103971.000000 Penalty: 4662.589355 Iteration 12Q: 3 clusters Score -1103971 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10591 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -1104328.375000 Penalty: 4662.589355 Iteration 13Q: 3 clusters Score -1104328 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10856 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -1104633.125000 Penalty: 4662.589355 Iteration 14Q: 3 clusters Score -1104633 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11021 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -1104863.500000 Penalty: 4662.589355 Iteration 15Q: 3 clusters Score -1104864 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11138 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -1105054.125000 Penalty: 4662.589355 Iteration 16Q: 3 clusters Score -1105054 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11210 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -1105182.750000 Penalty: 4662.589355 Iteration 17Q: 3 clusters Score -1105183 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11254 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -1105262.625000 Penalty: 4662.589355 Iteration 18Q: 3 clusters Score -1105263 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11278 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -1105317.125000 Penalty: 4662.589355 Iteration 19Q: 3 clusters Score -1105317 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11286 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1105343.500000 Penalty: 4662.589355 Iteration 20F: 3 clusters Score -1105344 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11283 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -1105365.375000 Penalty: 4662.589355 Iteration 21Q: 3 clusters Score -1105365 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11280 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -1105380.875000 Penalty: 4662.589355 Iteration 22Q: 3 clusters Score -1105381 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11277 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -1105395.375000 Penalty: 4662.589355 Iteration 23Q: 3 clusters Score -1105395 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11274 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -1105402.250000 Penalty: 4662.589355 Iteration 24Q: 3 clusters Score -1105402 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11270 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -1105411.250000 Penalty: 4662.589355 Iteration 25Q: 3 clusters Score -1105411 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11264 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -1105419.625000 Penalty: 4662.589355 Iteration 26Q: 3 clusters Score -1105420 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11270 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -1105421.875000 Penalty: 4662.589355 Iteration 27Q: 3 clusters Score -1105422 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11271 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -1105428.250000 Penalty: 4662.589355 Iteration 28Q: 3 clusters Score -1105428 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11274 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -1105433.250000 Penalty: 4662.589355 Iteration 29Q: 3 clusters Score -1105433 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11277 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -1105437.500000 Penalty: 4662.589355 Iteration 30Q: 3 clusters Score -1105438 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11281 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -1105441.375000 Penalty: 4662.589355 Iteration 31Q: 3 clusters Score -1105441 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11283 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -1105443.125000 Penalty: 4662.589355 Iteration 32Q: 3 clusters Score -1105443 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11285 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -1105444.500000 Penalty: 4662.589355 Iteration 33Q: 3 clusters Score -1105444 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11286 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1105447.750000 Penalty: 4662.589355 Iteration 34Q: 3 clusters Score -1105448 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11286 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1105451.875000 Penalty: 4662.589355 Iteration 35Q: 3 clusters Score -1105452 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11288 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -1105452.875000 Penalty: 4662.589355 Iteration 36Q: 3 clusters Score -1105453 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11290 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -1105454.250000 Penalty: 4662.589355 Iteration 37Q: 3 clusters Score -1105454 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11292 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -1105456.000000 Penalty: 4662.589355 Iteration 38Q: 3 clusters Score -1105456 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11293 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -1105456.250000 Penalty: 4662.589355 Iteration 39Q: 3 clusters Score -1105456 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11295 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1105457.750000 Penalty: 4662.589355 Iteration 40F: 3 clusters Score -1105458 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11296 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -1105460.125000 Penalty: 4662.589355 Iteration 41Q: 3 clusters Score -1105460 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11297 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -1105462.875000 Penalty: 4662.589355 Iteration 42Q: 3 clusters Score -1105463 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11297 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -1105463.500000 Penalty: 4662.589355 Iteration 43Q: 3 clusters Score -1105464 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11298 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -1105466.125000 Penalty: 4662.589355 Iteration 44Q: 3 clusters Score -1105466 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11298 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -1105466.125000 Penalty: 4662.589355 Iteration 45Q: 3 clusters Score -1105466 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11299 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -1105465.000000 Penalty: 4662.589355 Iteration 46Q: 3 clusters Score -1105465 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11299 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -1105465.000000 Penalty: 4662.589355 Iteration 47F: 3 clusters Score -1105465 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Entering Unmasked Estep Score: -120144.632812 Penalty: 1799.736694 Iteration 0F: 2 clusters Score -120144.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -117904.484375 Penalty: 3599.473389 Iteration 0F: 3 clusters Score -117904.5 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -118230.671875 Penalty: 3599.473389 Iteration 1F: 3 clusters Score -118230.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -118329.460938 Penalty: 3599.473389 Iteration 2F: 3 clusters Score -118329.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -118372.273438 Penalty: 3599.473389 Iteration 3Q: 3 clusters Score -118372.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -118411.234375 Penalty: 3599.473389 Iteration 4Q: 3 clusters Score -118411.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -118432.117188 Penalty: 3599.473389 Iteration 5Q: 3 clusters Score -118432.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -118450.734375 Penalty: 3599.473389 Iteration 6Q: 3 clusters Score -118450.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -118462.429688 Penalty: 3599.473389 Iteration 7Q: 3 clusters Score -118462.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -118473.125000 Penalty: 3599.473389 Iteration 8Q: 3 clusters Score -118473.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -118476.539062 Penalty: 3599.473389 Iteration 9Q: 3 clusters Score -118476.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -118482.726562 Penalty: 3599.473389 Iteration 10Q: 3 clusters Score -118482.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -118488.476562 Penalty: 3599.473389 Iteration 11Q: 3 clusters Score -118488.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -118493.226562 Penalty: 3599.473389 Iteration 12Q: 3 clusters Score -118493.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -118496.898438 Penalty: 3599.473389 Iteration 13Q: 3 clusters Score -118496.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -118497.625000 Penalty: 3599.473389 Iteration 14Q: 3 clusters Score -118497.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -118499.390625 Penalty: 3599.473389 Iteration 15Q: 3 clusters Score -118499.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -118500.539062 Penalty: 3599.473389 Iteration 16Q: 3 clusters Score -118500.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -118501.335938 Penalty: 3599.473389 Iteration 17Q: 3 clusters Score -118501.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -118501.335938 Penalty: 3599.473389 Iteration 18F: 3 clusters Score -118501.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7332 members Entering Unmasked Estep Score: -661770.562500 Penalty: 2207.200928 Iteration 0F: 2 clusters Score -661770.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -655801.062500 Penalty: 4414.401855 Iteration 0F: 3 clusters Score -655801.1 nChanged 3023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -657380.375000 Penalty: 4414.401855 Iteration 1F: 3 clusters Score -657380.4 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -657643.500000 Penalty: 4414.401855 Iteration 2F: 3 clusters Score -657643.5 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -657876.375000 Penalty: 4414.401855 Iteration 3F: 3 clusters Score -657876.4 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -658149.875000 Penalty: 4414.401855 Iteration 4Q: 3 clusters Score -658149.9 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -658494.875000 Penalty: 4414.401855 Iteration 5F: 3 clusters Score -658494.9 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -658851.812500 Penalty: 4414.401855 Iteration 6F: 3 clusters Score -658851.8 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -659172.687500 Penalty: 4414.401855 Iteration 7F: 3 clusters Score -659172.7 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -659470.312500 Penalty: 4414.401855 Iteration 8F: 3 clusters Score -659470.3 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -659709.875000 Penalty: 4414.401855 Iteration 9Q: 3 clusters Score -659709.9 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -659883.000000 Penalty: 4414.401855 Iteration 10Q: 3 clusters Score -659883 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -660012.375000 Penalty: 4414.401855 Iteration 11Q: 3 clusters Score -660012.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -660096.500000 Penalty: 4414.401855 Iteration 12Q: 3 clusters Score -660096.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -660150.500000 Penalty: 4414.401855 Iteration 13Q: 3 clusters Score -660150.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -660192.625000 Penalty: 4414.401855 Iteration 14Q: 3 clusters Score -660192.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -660230.000000 Penalty: 4414.401855 Iteration 15Q: 3 clusters Score -660230 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -660256.000000 Penalty: 4414.401855 Iteration 16Q: 3 clusters Score -660256 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -660273.937500 Penalty: 4414.401855 Iteration 17Q: 3 clusters Score -660273.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -660289.062500 Penalty: 4414.401855 Iteration 18Q: 3 clusters Score -660289.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -660301.625000 Penalty: 4414.401855 Iteration 19Q: 3 clusters Score -660301.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 5478 members Entering Unmasked Estep Score: -660311.875000 Penalty: 4414.401855 Iteration 20F: 3 clusters Score -660311.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -660321.187500 Penalty: 4414.401855 Iteration 21Q: 3 clusters Score -660321.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -660330.937500 Penalty: 4414.401855 Iteration 22Q: 3 clusters Score -660330.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 5545 members Entering Unmasked Estep Score: -660340.625000 Penalty: 4414.401855 Iteration 23Q: 3 clusters Score -660340.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 5566 members Entering Unmasked Estep Score: -660349.062500 Penalty: 4414.401855 Iteration 24Q: 3 clusters Score -660349.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -660359.062500 Penalty: 4414.401855 Iteration 25Q: 3 clusters Score -660359.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -660368.125000 Penalty: 4414.401855 Iteration 26Q: 3 clusters Score -660368.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -660378.312500 Penalty: 4414.401855 Iteration 27Q: 3 clusters Score -660378.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 5676 members Entering Unmasked Estep Score: -660388.687500 Penalty: 4414.401855 Iteration 28Q: 3 clusters Score -660388.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -660400.937500 Penalty: 4414.401855 Iteration 29Q: 3 clusters Score -660400.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 5726 members Entering Unmasked Estep Score: -660411.500000 Penalty: 4414.401855 Iteration 30Q: 3 clusters Score -660411.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -660419.562500 Penalty: 4414.401855 Iteration 31Q: 3 clusters Score -660419.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 5758 members Entering Unmasked Estep Score: -660425.250000 Penalty: 4414.401855 Iteration 32Q: 3 clusters Score -660425.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -660433.500000 Penalty: 4414.401855 Iteration 33Q: 3 clusters Score -660433.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -660442.437500 Penalty: 4414.401855 Iteration 34Q: 3 clusters Score -660442.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 5812 members Entering Unmasked Estep Score: -660450.250000 Penalty: 4414.401855 Iteration 35Q: 3 clusters Score -660450.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -660454.562500 Penalty: 4414.401855 Iteration 36Q: 3 clusters Score -660454.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -660457.375000 Penalty: 4414.401855 Iteration 37Q: 3 clusters Score -660457.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -660463.500000 Penalty: 4414.401855 Iteration 38Q: 3 clusters Score -660463.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -660465.312500 Penalty: 4414.401855 Iteration 39Q: 3 clusters Score -660465.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 5856 members Entering Unmasked Estep Score: -660467.625000 Penalty: 4414.401855 Iteration 40F: 3 clusters Score -660467.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -660467.562500 Penalty: 4414.401855 Iteration 41Q: 3 clusters Score -660467.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -660471.250000 Penalty: 4414.401855 Iteration 42Q: 3 clusters Score -660471.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -660471.812500 Penalty: 4414.401855 Iteration 43Q: 3 clusters Score -660471.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -660474.250000 Penalty: 4414.401855 Iteration 44Q: 3 clusters Score -660474.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 5877 members Entering Unmasked Estep Score: -660475.937500 Penalty: 4414.401855 Iteration 45Q: 3 clusters Score -660475.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 5879 members Entering Unmasked Estep Score: -660476.187500 Penalty: 4414.401855 Iteration 46Q: 3 clusters Score -660476.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -660478.312500 Penalty: 4414.401855 Iteration 47Q: 3 clusters Score -660478.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -660478.312500 Penalty: 4414.401855 Iteration 48F: 3 clusters Score -660478.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (9510 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9510 members Entering Unmasked Estep Score: -778096.000000 Penalty: 2271.704590 Iteration 0F: 2 clusters Score -778096 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -770681.187500 Penalty: 4543.409180 Iteration 0F: 3 clusters Score -770681.2 nChanged 3903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -772976.125000 Penalty: 4543.409180 Iteration 1F: 3 clusters Score -772976.1 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -773437.000000 Penalty: 4543.409180 Iteration 2F: 3 clusters Score -773437 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -773739.625000 Penalty: 4543.409180 Iteration 3F: 3 clusters Score -773739.6 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -774012.375000 Penalty: 4543.409180 Iteration 4F: 3 clusters Score -774012.4 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -774255.375000 Penalty: 4543.409180 Iteration 5Q: 3 clusters Score -774255.4 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -774427.312500 Penalty: 4543.409180 Iteration 6Q: 3 clusters Score -774427.3 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -774599.875000 Penalty: 4543.409180 Iteration 7Q: 3 clusters Score -774599.9 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -774769.250000 Penalty: 4543.409180 Iteration 8Q: 3 clusters Score -774769.2 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 6457 members Entering Unmasked Estep Score: -774950.875000 Penalty: 4543.409180 Iteration 9Q: 3 clusters Score -774950.9 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 6736 members Entering Unmasked Estep Score: -775149.875000 Penalty: 4543.409180 Iteration 10Q: 3 clusters Score -775149.9 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -775346.062500 Penalty: 4543.409180 Iteration 11Q: 3 clusters Score -775346.1 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 7252 members Entering Unmasked Estep Score: -775518.625000 Penalty: 4543.409180 Iteration 12Q: 3 clusters Score -775518.6 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 7469 members Entering Unmasked Estep Score: -775658.750000 Penalty: 4543.409180 Iteration 13Q: 3 clusters Score -775658.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 7647 members Entering Unmasked Estep Score: -775772.937500 Penalty: 4543.409180 Iteration 14Q: 3 clusters Score -775772.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 7809 members Entering Unmasked Estep Score: -775874.000000 Penalty: 4543.409180 Iteration 15Q: 3 clusters Score -775874 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 7940 members Entering Unmasked Estep Score: -775962.750000 Penalty: 4543.409180 Iteration 16Q: 3 clusters Score -775962.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 8064 members Entering Unmasked Estep Score: -776036.312500 Penalty: 4543.409180 Iteration 17Q: 3 clusters Score -776036.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 8160 members Entering Unmasked Estep Score: -776109.062500 Penalty: 4543.409180 Iteration 18Q: 3 clusters Score -776109.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 8245 members Entering Unmasked Estep Score: -776168.000000 Penalty: 4543.409180 Iteration 19Q: 3 clusters Score -776168 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 8317 members Entering Unmasked Estep Score: -776219.500000 Penalty: 4543.409180 Iteration 20F: 3 clusters Score -776219.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 8377 members Entering Unmasked Estep Score: -776259.187500 Penalty: 4543.409180 Iteration 21Q: 3 clusters Score -776259.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 8417 members Entering Unmasked Estep Score: -776278.125000 Penalty: 4543.409180 Iteration 22Q: 3 clusters Score -776278.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 8457 members Entering Unmasked Estep Score: -776299.375000 Penalty: 4543.409180 Iteration 23Q: 3 clusters Score -776299.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 8495 members Entering Unmasked Estep Score: -776320.187500 Penalty: 4543.409180 Iteration 24Q: 3 clusters Score -776320.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 8515 members Entering Unmasked Estep Score: -776332.937500 Penalty: 4543.409180 Iteration 25Q: 3 clusters Score -776332.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 8530 members Entering Unmasked Estep Score: -776337.875000 Penalty: 4543.409180 Iteration 26Q: 3 clusters Score -776337.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 8539 members Entering Unmasked Estep Score: -776342.312500 Penalty: 4543.409180 Iteration 27Q: 3 clusters Score -776342.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 8550 members Entering Unmasked Estep Score: -776347.312500 Penalty: 4543.409180 Iteration 28Q: 3 clusters Score -776347.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 8561 members Entering Unmasked Estep Score: -776353.187500 Penalty: 4543.409180 Iteration 29Q: 3 clusters Score -776353.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 8571 members Entering Unmasked Estep Score: -776358.187500 Penalty: 4543.409180 Iteration 30Q: 3 clusters Score -776358.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 8579 members Entering Unmasked Estep Score: -776365.375000 Penalty: 4543.409180 Iteration 31Q: 3 clusters Score -776365.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 8585 members Entering Unmasked Estep Score: -776369.375000 Penalty: 4543.409180 Iteration 32Q: 3 clusters Score -776369.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 8595 members Entering Unmasked Estep Score: -776376.125000 Penalty: 4543.409180 Iteration 33Q: 3 clusters Score -776376.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 8605 members Entering Unmasked Estep Score: -776382.875000 Penalty: 4543.409180 Iteration 34Q: 3 clusters Score -776382.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 8616 members Entering Unmasked Estep Score: -776386.062500 Penalty: 4543.409180 Iteration 35Q: 3 clusters Score -776386.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 8622 members Entering Unmasked Estep Score: -776388.687500 Penalty: 4543.409180 Iteration 36Q: 3 clusters Score -776388.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 8630 members Entering Unmasked Estep Score: -776392.187500 Penalty: 4543.409180 Iteration 37Q: 3 clusters Score -776392.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 8632 members Entering Unmasked Estep Score: -776391.937500 Penalty: 4543.409180 Iteration 38Q: 3 clusters Score -776391.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 8634 members Entering Unmasked Estep Score: -776393.250000 Penalty: 4543.409180 Iteration 39Q: 3 clusters Score -776393.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 8636 members Entering Unmasked Estep Score: -776394.500000 Penalty: 4543.409180 Iteration 40F: 3 clusters Score -776394.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 8638 members Entering Unmasked Estep Score: -776393.312500 Penalty: 4543.409180 Iteration 41Q: 3 clusters Score -776393.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 8640 members Entering Unmasked Estep Score: -776395.562500 Penalty: 4543.409180 Iteration 42Q: 3 clusters Score -776395.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 8642 members Entering Unmasked Estep Score: -776395.875000 Penalty: 4543.409180 Iteration 43Q: 3 clusters Score -776395.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 8645 members Entering Unmasked Estep Score: -776397.875000 Penalty: 4543.409180 Iteration 44Q: 3 clusters Score -776397.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 8647 members Entering Unmasked Estep Score: -776398.375000 Penalty: 4543.409180 Iteration 45Q: 3 clusters Score -776398.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 8647 members Entering Unmasked Estep Score: -776398.375000 Penalty: 4543.409180 Iteration 46F: 3 clusters Score -776398.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9992 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9992 members Entering Unmasked Estep Score: -924425.625000 Penalty: 2283.966064 Iteration 0F: 2 clusters Score -924425.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -916946.875000 Penalty: 4567.932129 Iteration 0F: 3 clusters Score -916946.9 nChanged 4071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -919257.937500 Penalty: 4567.932129 Iteration 1F: 3 clusters Score -919257.9 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -919894.000000 Penalty: 4567.932129 Iteration 2F: 3 clusters Score -919894 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 5432 members Entering Unmasked Estep Score: -920478.937500 Penalty: 4567.932129 Iteration 3F: 3 clusters Score -920478.9 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -920930.437500 Penalty: 4567.932129 Iteration 4F: 3 clusters Score -920930.4 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -921308.562500 Penalty: 4567.932129 Iteration 5F: 3 clusters Score -921308.6 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -921700.437500 Penalty: 4567.932129 Iteration 6F: 3 clusters Score -921700.4 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -922063.937500 Penalty: 4567.932129 Iteration 7F: 3 clusters Score -922063.9 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 7542 members Entering Unmasked Estep Score: -922366.875000 Penalty: 4567.932129 Iteration 8Q: 3 clusters Score -922366.9 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -922636.500000 Penalty: 4567.932129 Iteration 9Q: 3 clusters Score -922636.5 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 8220 members Entering Unmasked Estep Score: -922861.000000 Penalty: 4567.932129 Iteration 10Q: 3 clusters Score -922861 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 8472 members Entering Unmasked Estep Score: -923029.500000 Penalty: 4567.932129 Iteration 11Q: 3 clusters Score -923029.5 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 8658 members Entering Unmasked Estep Score: -923170.125000 Penalty: 4567.932129 Iteration 12Q: 3 clusters Score -923170.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 8807 members Entering Unmasked Estep Score: -923256.875000 Penalty: 4567.932129 Iteration 13Q: 3 clusters Score -923256.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 8911 members Entering Unmasked Estep Score: -923314.250000 Penalty: 4567.932129 Iteration 14Q: 3 clusters Score -923314.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 8990 members Entering Unmasked Estep Score: -923358.125000 Penalty: 4567.932129 Iteration 15Q: 3 clusters Score -923358.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 9048 members Entering Unmasked Estep Score: -923387.750000 Penalty: 4567.932129 Iteration 16Q: 3 clusters Score -923387.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 9091 members Entering Unmasked Estep Score: -923412.375000 Penalty: 4567.932129 Iteration 17Q: 3 clusters Score -923412.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 9122 members Entering Unmasked Estep Score: -923425.625000 Penalty: 4567.932129 Iteration 18Q: 3 clusters Score -923425.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 9142 members Entering Unmasked Estep Score: -923432.812500 Penalty: 4567.932129 Iteration 19Q: 3 clusters Score -923432.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 9151 members Entering Unmasked Estep Score: -923439.812500 Penalty: 4567.932129 Iteration 20F: 3 clusters Score -923439.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 9164 members Entering Unmasked Estep Score: -923445.375000 Penalty: 4567.932129 Iteration 21Q: 3 clusters Score -923445.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 9171 members Entering Unmasked Estep Score: -923448.687500 Penalty: 4567.932129 Iteration 22Q: 3 clusters Score -923448.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 9183 members Entering Unmasked Estep Score: -923459.500000 Penalty: 4567.932129 Iteration 23Q: 3 clusters Score -923459.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 9199 members Entering Unmasked Estep Score: -923464.687500 Penalty: 4567.932129 Iteration 24Q: 3 clusters Score -923464.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 9206 members Entering Unmasked Estep Score: -923469.750000 Penalty: 4567.932129 Iteration 25Q: 3 clusters Score -923469.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 9213 members Entering Unmasked Estep Score: -923471.875000 Penalty: 4567.932129 Iteration 26Q: 3 clusters Score -923471.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 9216 members Entering Unmasked Estep Score: -923472.875000 Penalty: 4567.932129 Iteration 27Q: 3 clusters Score -923472.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 9218 members Entering Unmasked Estep Score: -923475.625000 Penalty: 4567.932129 Iteration 28Q: 3 clusters Score -923475.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 9220 members Entering Unmasked Estep Score: -923476.812500 Penalty: 4567.932129 Iteration 29Q: 3 clusters Score -923476.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 9222 members Entering Unmasked Estep Score: -923475.875000 Penalty: 4567.932129 Iteration 30Q: 3 clusters Score -923475.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 9225 members Entering Unmasked Estep Score: -923478.000000 Penalty: 4567.932129 Iteration 31Q: 3 clusters Score -923478 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 9226 members Entering Unmasked Estep Score: -923479.000000 Penalty: 4567.932129 Iteration 32Q: 3 clusters Score -923479 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 9228 members Entering Unmasked Estep Score: -923478.562500 Penalty: 4567.932129 Iteration 33Q: 3 clusters Score -923478.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 9230 members Entering Unmasked Estep Score: -923479.937500 Penalty: 4567.932129 Iteration 34Q: 3 clusters Score -923479.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 9230 members Entering Unmasked Estep Score: -923479.937500 Penalty: 4567.932129 Iteration 35F: 3 clusters Score -923479.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Entering Unmasked Estep Score: -61034.882812 Penalty: 1629.231323 Iteration 0F: 2 clusters Score -61034.88 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 357 members Entering Unmasked Estep Score: -59302.500000 Penalty: 3258.462646 Iteration 0F: 3 clusters Score -59302.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -59506.742188 Penalty: 3258.462646 Iteration 1F: 3 clusters Score -59506.74 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -59552.546875 Penalty: 3258.462646 Iteration 2Q: 3 clusters Score -59552.55 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -59582.914062 Penalty: 3258.462646 Iteration 3Q: 3 clusters Score -59582.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -59597.628906 Penalty: 3258.462646 Iteration 4Q: 3 clusters Score -59597.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -59605.550781 Penalty: 3258.462646 Iteration 5Q: 3 clusters Score -59605.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -59606.804688 Penalty: 3258.462646 Iteration 6Q: 3 clusters Score -59606.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -59606.804688 Penalty: 3258.462646 Iteration 7F: 3 clusters Score -59606.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (315741 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315741 members Entering Unmasked Estep Score: -28776018.000000 Penalty: 3140.343994 Iteration 0F: 2 clusters Score -2.877602e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157961 members Mstep: Class 2 contains 157780 members Entering Unmasked Estep Score: -28564928.000000 Penalty: 6280.687988 Iteration 0F: 3 clusters Score -2.856493e+07 nChanged 152824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158621 members Mstep: Class 2 contains 157120 members Entering Unmasked Estep Score: -28653938.000000 Penalty: 6280.687988 Iteration 1F: 3 clusters Score -2.865394e+07 nChanged 6129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159196 members Mstep: Class 2 contains 156545 members Entering Unmasked Estep Score: -28654728.000000 Penalty: 6280.687988 Iteration 2Q: 3 clusters Score -2.865473e+07 nChanged 6039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160129 members Mstep: Class 2 contains 155612 members Entering Unmasked Estep Score: -28655702.000000 Penalty: 6280.687988 Iteration 3Q: 3 clusters Score -2.86557e+07 nChanged 6137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161676 members Mstep: Class 2 contains 154065 members Entering Unmasked Estep Score: -28656688.000000 Penalty: 6280.687988 Iteration 4Q: 3 clusters Score -2.865669e+07 nChanged 6345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163979 members Mstep: Class 2 contains 151762 members Entering Unmasked Estep Score: -28657682.000000 Penalty: 6280.687988 Iteration 5Q: 3 clusters Score -2.865768e+07 nChanged 6893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167458 members Mstep: Class 2 contains 148283 members Entering Unmasked Estep Score: -28658932.000000 Penalty: 6280.687988 Iteration 6Q: 3 clusters Score -2.865893e+07 nChanged 7827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172671 members Mstep: Class 2 contains 143070 members Entering Unmasked Estep Score: -28660828.000000 Penalty: 6280.687988 Iteration 7Q: 3 clusters Score -2.866083e+07 nChanged 9744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180671 members Mstep: Class 2 contains 135070 members Entering Unmasked Estep Score: -28664212.000000 Penalty: 6280.687988 Iteration 8Q: 3 clusters Score -2.866421e+07 nChanged 12892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192631 members Mstep: Class 2 contains 123110 members Entering Unmasked Estep Score: -28670102.000000 Penalty: 6280.687988 Iteration 9Q: 3 clusters Score -2.86701e+07 nChanged 17677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210022 members Mstep: Class 2 contains 105719 members Entering Unmasked Estep Score: -28680588.000000 Penalty: 6280.687988 Iteration 10F: 3 clusters Score -2.868059e+07 nChanged 23417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233401 members Mstep: Class 2 contains 82340 members Entering Unmasked Estep Score: -28698348.000000 Penalty: 6280.687988 Iteration 11F: 3 clusters Score -2.869835e+07 nChanged 27471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260868 members Mstep: Class 2 contains 54873 members Entering Unmasked Estep Score: -28722302.000000 Penalty: 6280.687988 Iteration 12F: 3 clusters Score -2.87223e+07 nChanged 25447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286315 members Mstep: Class 2 contains 29426 members Entering Unmasked Estep Score: -28745988.000000 Penalty: 6280.687988 Iteration 13F: 3 clusters Score -2.874599e+07 nChanged 17182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303497 members Mstep: Class 2 contains 12244 members Entering Unmasked Estep Score: -28762080.000000 Penalty: 6280.687988 Iteration 14F: 3 clusters Score -2.876208e+07 nChanged 8142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311639 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -28769510.000000 Penalty: 6280.687988 Iteration 15Q: 3 clusters Score -2.876951e+07 nChanged 2725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314364 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -28771864.000000 Penalty: 6280.687988 Iteration 16Q: 3 clusters Score -2.877186e+07 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315135 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -28772662.000000 Penalty: 6280.687988 Iteration 17Q: 3 clusters Score -2.877266e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315364 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -28772950.000000 Penalty: 6280.687988 Iteration 18Q: 3 clusters Score -2.877295e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315427 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -28773046.000000 Penalty: 6280.687988 Iteration 19Q: 3 clusters Score -2.877305e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315463 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -28773100.000000 Penalty: 6280.687988 Iteration 20F: 3 clusters Score -2.87731e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315471 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -28773132.000000 Penalty: 6280.687988 Iteration 21Q: 3 clusters Score -2.877313e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315477 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -28773138.000000 Penalty: 6280.687988 Iteration 22Q: 3 clusters Score -2.877314e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315484 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -28773160.000000 Penalty: 6280.687988 Iteration 23Q: 3 clusters Score -2.877316e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315487 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -28773172.000000 Penalty: 6280.687988 Iteration 24Q: 3 clusters Score -2.877317e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315489 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -28773154.000000 Penalty: 6280.687988 Iteration 25Q: 3 clusters Score -2.877315e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315491 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -28773164.000000 Penalty: 6280.687988 Iteration 26Q: 3 clusters Score -2.877316e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315491 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -28773164.000000 Penalty: 6280.687988 Iteration 27F: 3 clusters Score -2.877316e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (7742 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7742 members Entering Unmasked Estep Score: -660668.250000 Penalty: 2220.695068 Iteration 0F: 2 clusters Score -660668.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -654375.687500 Penalty: 4441.390137 Iteration 0F: 3 clusters Score -654375.7 nChanged 3149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -656137.562500 Penalty: 4441.390137 Iteration 1F: 3 clusters Score -656137.6 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -656393.062500 Penalty: 4441.390137 Iteration 2F: 3 clusters Score -656393.1 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -656552.687500 Penalty: 4441.390137 Iteration 3Q: 3 clusters Score -656552.7 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -656671.375000 Penalty: 4441.390137 Iteration 4Q: 3 clusters Score -656671.4 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -656765.062500 Penalty: 4441.390137 Iteration 5Q: 3 clusters Score -656765.1 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -656843.187500 Penalty: 4441.390137 Iteration 6Q: 3 clusters Score -656843.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -656905.062500 Penalty: 4441.390137 Iteration 7Q: 3 clusters Score -656905.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -656967.375000 Penalty: 4441.390137 Iteration 8Q: 3 clusters Score -656967.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -657027.562500 Penalty: 4441.390137 Iteration 9Q: 3 clusters Score -657027.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -657092.312500 Penalty: 4441.390137 Iteration 10Q: 3 clusters Score -657092.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -657165.437500 Penalty: 4441.390137 Iteration 11Q: 3 clusters Score -657165.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -657228.312500 Penalty: 4441.390137 Iteration 12Q: 3 clusters Score -657228.3 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -657300.875000 Penalty: 4441.390137 Iteration 13Q: 3 clusters Score -657300.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -657373.937500 Penalty: 4441.390137 Iteration 14Q: 3 clusters Score -657373.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -657449.062500 Penalty: 4441.390137 Iteration 15Q: 3 clusters Score -657449.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -657518.250000 Penalty: 4441.390137 Iteration 16Q: 3 clusters Score -657518.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -657601.750000 Penalty: 4441.390137 Iteration 17Q: 3 clusters Score -657601.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -657698.312500 Penalty: 4441.390137 Iteration 18Q: 3 clusters Score -657698.3 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -657793.375000 Penalty: 4441.390137 Iteration 19Q: 3 clusters Score -657793.4 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -657908.500000 Penalty: 4441.390137 Iteration 20F: 3 clusters Score -657908.5 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -658037.937500 Penalty: 4441.390137 Iteration 21Q: 3 clusters Score -658037.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -658162.062500 Penalty: 4441.390137 Iteration 22Q: 3 clusters Score -658162.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -658280.875000 Penalty: 4441.390137 Iteration 23Q: 3 clusters Score -658280.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -658401.437500 Penalty: 4441.390137 Iteration 24Q: 3 clusters Score -658401.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6661 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -658503.812500 Penalty: 4441.390137 Iteration 25Q: 3 clusters Score -658503.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -658587.625000 Penalty: 4441.390137 Iteration 26Q: 3 clusters Score -658587.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6794 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -658650.000000 Penalty: 4441.390137 Iteration 27Q: 3 clusters Score -658650 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6835 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -658695.250000 Penalty: 4441.390137 Iteration 28Q: 3 clusters Score -658695.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6868 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -658733.187500 Penalty: 4441.390137 Iteration 29Q: 3 clusters Score -658733.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -658772.000000 Penalty: 4441.390137 Iteration 30Q: 3 clusters Score -658772 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -658805.812500 Penalty: 4441.390137 Iteration 31Q: 3 clusters Score -658805.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6940 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -658834.875000 Penalty: 4441.390137 Iteration 32Q: 3 clusters Score -658834.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6953 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -658855.500000 Penalty: 4441.390137 Iteration 33Q: 3 clusters Score -658855.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -658869.937500 Penalty: 4441.390137 Iteration 34Q: 3 clusters Score -658869.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6981 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -658881.562500 Penalty: 4441.390137 Iteration 35Q: 3 clusters Score -658881.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6991 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -658892.000000 Penalty: 4441.390137 Iteration 36Q: 3 clusters Score -658892 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6996 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -658896.187500 Penalty: 4441.390137 Iteration 37Q: 3 clusters Score -658896.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6997 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -658896.750000 Penalty: 4441.390137 Iteration 38Q: 3 clusters Score -658896.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6999 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -658897.562500 Penalty: 4441.390137 Iteration 39Q: 3 clusters Score -658897.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7000 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -658898.437500 Penalty: 4441.390137 Iteration 40F: 3 clusters Score -658898.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3706 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Entering Unmasked Estep Score: -313154.312500 Penalty: 2037.991699 Iteration 0F: 2 clusters Score -313154.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -309426.375000 Penalty: 4075.983398 Iteration 0F: 3 clusters Score -309426.4 nChanged 1341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -310216.031250 Penalty: 4075.983398 Iteration 1F: 3 clusters Score -310216 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -310428.281250 Penalty: 4075.983398 Iteration 2F: 3 clusters Score -310428.3 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -310557.875000 Penalty: 4075.983398 Iteration 3F: 3 clusters Score -310557.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -310646.281250 Penalty: 4075.983398 Iteration 4Q: 3 clusters Score -310646.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -310698.968750 Penalty: 4075.983398 Iteration 5Q: 3 clusters Score -310699 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -310738.718750 Penalty: 4075.983398 Iteration 6Q: 3 clusters Score -310738.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -310771.000000 Penalty: 4075.983398 Iteration 7Q: 3 clusters Score -310771 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -310811.468750 Penalty: 4075.983398 Iteration 8Q: 3 clusters Score -310811.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -310858.937500 Penalty: 4075.983398 Iteration 9Q: 3 clusters Score -310858.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -310909.500000 Penalty: 4075.983398 Iteration 10Q: 3 clusters Score -310909.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -310964.968750 Penalty: 4075.983398 Iteration 11Q: 3 clusters Score -310965 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -311018.500000 Penalty: 4075.983398 Iteration 12Q: 3 clusters Score -311018.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -311083.187500 Penalty: 4075.983398 Iteration 13Q: 3 clusters Score -311083.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -311162.000000 Penalty: 4075.983398 Iteration 14Q: 3 clusters Score -311162 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -311242.812500 Penalty: 4075.983398 Iteration 15Q: 3 clusters Score -311242.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -311334.375000 Penalty: 4075.983398 Iteration 16Q: 3 clusters Score -311334.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -311460.906250 Penalty: 4075.983398 Iteration 17Q: 3 clusters Score -311460.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -311560.281250 Penalty: 4075.983398 Iteration 18Q: 3 clusters Score -311560.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -311639.531250 Penalty: 4075.983398 Iteration 19Q: 3 clusters Score -311639.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -311700.468750 Penalty: 4075.983398 Iteration 20F: 3 clusters Score -311700.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -311753.718750 Penalty: 4075.983398 Iteration 21Q: 3 clusters Score -311753.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -311785.781250 Penalty: 4075.983398 Iteration 22Q: 3 clusters Score -311785.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -311810.312500 Penalty: 4075.983398 Iteration 23Q: 3 clusters Score -311810.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -311832.437500 Penalty: 4075.983398 Iteration 24Q: 3 clusters Score -311832.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -311846.406250 Penalty: 4075.983398 Iteration 25Q: 3 clusters Score -311846.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -311860.656250 Penalty: 4075.983398 Iteration 26Q: 3 clusters Score -311860.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -311872.875000 Penalty: 4075.983398 Iteration 27Q: 3 clusters Score -311872.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -311885.031250 Penalty: 4075.983398 Iteration 28Q: 3 clusters Score -311885 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -311897.718750 Penalty: 4075.983398 Iteration 29Q: 3 clusters Score -311897.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -311909.562500 Penalty: 4075.983398 Iteration 30Q: 3 clusters Score -311909.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -311919.656250 Penalty: 4075.983398 Iteration 31Q: 3 clusters Score -311919.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -311931.093750 Penalty: 4075.983398 Iteration 32Q: 3 clusters Score -311931.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -311944.406250 Penalty: 4075.983398 Iteration 33Q: 3 clusters Score -311944.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -311954.718750 Penalty: 4075.983398 Iteration 34Q: 3 clusters Score -311954.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -311965.687500 Penalty: 4075.983398 Iteration 35Q: 3 clusters Score -311965.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -311981.687500 Penalty: 4075.983398 Iteration 36Q: 3 clusters Score -311981.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -312002.468750 Penalty: 4075.983398 Iteration 37Q: 3 clusters Score -312002.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -312020.968750 Penalty: 4075.983398 Iteration 38Q: 3 clusters Score -312021 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -312029.875000 Penalty: 4075.983398 Iteration 39Q: 3 clusters Score -312029.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -312033.250000 Penalty: 4075.983398 Iteration 40F: 3 clusters Score -312033.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -312038.343750 Penalty: 4075.983398 Iteration 41Q: 3 clusters Score -312038.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -312043.156250 Penalty: 4075.983398 Iteration 42Q: 3 clusters Score -312043.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -312044.468750 Penalty: 4075.983398 Iteration 43Q: 3 clusters Score -312044.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -312046.125000 Penalty: 4075.983398 Iteration 44Q: 3 clusters Score -312046.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -312048.250000 Penalty: 4075.983398 Iteration 45Q: 3 clusters Score -312048.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -312048.375000 Penalty: 4075.983398 Iteration 46Q: 3 clusters Score -312048.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -312048.968750 Penalty: 4075.983398 Iteration 47Q: 3 clusters Score -312049 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -312049.875000 Penalty: 4075.983398 Iteration 48Q: 3 clusters Score -312049.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -312051.625000 Penalty: 4075.983398 Iteration 49Q: 3 clusters Score -312051.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -312053.625000 Penalty: 4075.983398 Iteration 50Q: 3 clusters Score -312053.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -312055.000000 Penalty: 4075.983398 Iteration 51Q: 3 clusters Score -312055 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -312055.500000 Penalty: 4075.983398 Iteration 52Q: 3 clusters Score -312055.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -312056.343750 Penalty: 4075.983398 Iteration 53Q: 3 clusters Score -312056.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -312056.968750 Penalty: 4075.983398 Iteration 54Q: 3 clusters Score -312057 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -312057.750000 Penalty: 4075.983398 Iteration 55Q: 3 clusters Score -312057.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -312058.875000 Penalty: 4075.983398 Iteration 56Q: 3 clusters Score -312058.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -312059.125000 Penalty: 4075.983398 Iteration 57Q: 3 clusters Score -312059.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -312060.593750 Penalty: 4075.983398 Iteration 58Q: 3 clusters Score -312060.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -312061.687500 Penalty: 4075.983398 Iteration 59Q: 3 clusters Score -312061.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -312062.218750 Penalty: 4075.983398 Iteration 60F: 3 clusters Score -312062.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -312062.687500 Penalty: 4075.983398 Iteration 61Q: 3 clusters Score -312062.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -312062.687500 Penalty: 4075.983398 Iteration 62F: 3 clusters Score -312062.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (412 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Entering Unmasked Estep Score: -26216.500000 Penalty: 1493.213745 Iteration 0F: 2 clusters Score -26216.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -24891.115234 Penalty: 2986.427490 Iteration 0F: 3 clusters Score -24891.12 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -25124.042969 Penalty: 2986.427490 Iteration 1F: 3 clusters Score -25124.04 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -25436.908203 Penalty: 2986.427490 Iteration 2F: 3 clusters Score -25436.91 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -25611.183594 Penalty: 2986.427490 Iteration 3F: 3 clusters Score -25611.18 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -25707.900391 Penalty: 2986.427490 Iteration 4F: 3 clusters Score -25707.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -25757.728516 Penalty: 2986.427490 Iteration 5Q: 3 clusters Score -25757.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -25797.421875 Penalty: 2986.427490 Iteration 6Q: 3 clusters Score -25797.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -25801.798828 Penalty: 2986.427490 Iteration 7F: 3 clusters Score -25801.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -25851.597656 Penalty: 2986.427490 Iteration 8Q: 3 clusters Score -25851.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -25891.945312 Penalty: 2986.427490 Iteration 9Q: 3 clusters Score -25891.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -25981.392578 Penalty: 2986.427490 Iteration 10Q: 3 clusters Score -25981.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -26076.039062 Penalty: 2986.427490 Iteration 11Q: 3 clusters Score -26076.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -26113.482422 Penalty: 2986.427490 Iteration 12Q: 3 clusters Score -26113.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -26138.234375 Penalty: 2986.427490 Iteration 13Q: 3 clusters Score -26138.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -26144.841797 Penalty: 2986.427490 Iteration 14Q: 3 clusters Score -26144.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -26147.794922 Penalty: 2986.427490 Iteration 15F: 3 clusters Score -26147.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -26179.564453 Penalty: 2986.427490 Iteration 16Q: 3 clusters Score -26179.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -26196.712891 Penalty: 2986.427490 Iteration 17Q: 3 clusters Score -26196.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -26196.712891 Penalty: 2986.427490 Iteration 18F: 3 clusters Score -26196.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (7490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7490 members Entering Unmasked Estep Score: -686630.750000 Penalty: 2212.488281 Iteration 0F: 2 clusters Score -686630.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -680550.625000 Penalty: 4424.976562 Iteration 0F: 3 clusters Score -680550.6 nChanged 3033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -682183.875000 Penalty: 4424.976562 Iteration 1F: 3 clusters Score -682183.9 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -682454.875000 Penalty: 4424.976562 Iteration 2F: 3 clusters Score -682454.9 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -682662.312500 Penalty: 4424.976562 Iteration 3F: 3 clusters Score -682662.3 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -682829.562500 Penalty: 4424.976562 Iteration 4Q: 3 clusters Score -682829.6 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -682988.687500 Penalty: 4424.976562 Iteration 5Q: 3 clusters Score -682988.7 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -683175.312500 Penalty: 4424.976562 Iteration 6Q: 3 clusters Score -683175.3 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -683376.000000 Penalty: 4424.976562 Iteration 7Q: 3 clusters Score -683376 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -683650.562500 Penalty: 4424.976562 Iteration 8Q: 3 clusters Score -683650.6 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -684066.687500 Penalty: 4424.976562 Iteration 9F: 3 clusters Score -684066.7 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -684535.750000 Penalty: 4424.976562 Iteration 10F: 3 clusters Score -684535.8 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -684960.562500 Penalty: 4424.976562 Iteration 11F: 3 clusters Score -684960.6 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6077 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -685255.375000 Penalty: 4424.976562 Iteration 12Q: 3 clusters Score -685255.4 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6247 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -685457.250000 Penalty: 4424.976562 Iteration 13Q: 3 clusters Score -685457.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -685562.875000 Penalty: 4424.976562 Iteration 14Q: 3 clusters Score -685562.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6429 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -685614.625000 Penalty: 4424.976562 Iteration 15Q: 3 clusters Score -685614.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6471 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -685646.875000 Penalty: 4424.976562 Iteration 16Q: 3 clusters Score -685646.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -685658.187500 Penalty: 4424.976562 Iteration 17Q: 3 clusters Score -685658.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6510 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -685669.500000 Penalty: 4424.976562 Iteration 18Q: 3 clusters Score -685669.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -685677.187500 Penalty: 4424.976562 Iteration 19Q: 3 clusters Score -685677.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -685682.625000 Penalty: 4424.976562 Iteration 20F: 3 clusters Score -685682.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -685686.875000 Penalty: 4424.976562 Iteration 21Q: 3 clusters Score -685686.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -685690.750000 Penalty: 4424.976562 Iteration 22Q: 3 clusters Score -685690.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -685691.812500 Penalty: 4424.976562 Iteration 23Q: 3 clusters Score -685691.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -685694.000000 Penalty: 4424.976562 Iteration 24Q: 3 clusters Score -685694 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -685695.562500 Penalty: 4424.976562 Iteration 25Q: 3 clusters Score -685695.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -685696.812500 Penalty: 4424.976562 Iteration 26Q: 3 clusters Score -685696.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -685696.812500 Penalty: 4424.976562 Iteration 27F: 3 clusters Score -685696.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (256533 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256533 members Entering Unmasked Estep Score: -23272530.000000 Penalty: 3088.843018 Iteration 0F: 2 clusters Score -2.327253e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127836 members Mstep: Class 2 contains 128697 members Entering Unmasked Estep Score: -23100082.000000 Penalty: 6177.686035 Iteration 0F: 3 clusters Score -2.310008e+07 nChanged 124007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120817 members Mstep: Class 2 contains 135716 members Entering Unmasked Estep Score: -23173036.000000 Penalty: 6177.686035 Iteration 1F: 3 clusters Score -2.317304e+07 nChanged 7736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115973 members Mstep: Class 2 contains 140560 members Entering Unmasked Estep Score: -23174954.000000 Penalty: 6177.686035 Iteration 2Q: 3 clusters Score -2.317495e+07 nChanged 9568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108269 members Mstep: Class 2 contains 148264 members Entering Unmasked Estep Score: -23178240.000000 Penalty: 6177.686035 Iteration 3Q: 3 clusters Score -2.317824e+07 nChanged 12777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96586 members Mstep: Class 2 contains 159947 members Entering Unmasked Estep Score: -23184504.000000 Penalty: 6177.686035 Iteration 4Q: 3 clusters Score -2.31845e+07 nChanged 17498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79536 members Mstep: Class 2 contains 176997 members Entering Unmasked Estep Score: -23195728.000000 Penalty: 6177.686035 Iteration 5F: 3 clusters Score -2.319573e+07 nChanged 22375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57303 members Mstep: Class 2 contains 199230 members Entering Unmasked Estep Score: -23214392.000000 Penalty: 6177.686035 Iteration 6F: 3 clusters Score -2.321439e+07 nChanged 23736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33591 members Mstep: Class 2 contains 222942 members Entering Unmasked Estep Score: -23237170.000000 Penalty: 6177.686035 Iteration 7F: 3 clusters Score -2.323717e+07 nChanged 18139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15456 members Mstep: Class 2 contains 241077 members Entering Unmasked Estep Score: -23255580.000000 Penalty: 6177.686035 Iteration 8F: 3 clusters Score -2.325558e+07 nChanged 9552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 250629 members Entering Unmasked Estep Score: -23265008.000000 Penalty: 6177.686035 Iteration 9Q: 3 clusters Score -2.326501e+07 nChanged 3674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 254295 members Entering Unmasked Estep Score: -23268370.000000 Penalty: 6177.686035 Iteration 10Q: 3 clusters Score -2.326837e+07 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 255429 members Entering Unmasked Estep Score: -23269466.000000 Penalty: 6177.686035 Iteration 11Q: 3 clusters Score -2.326947e+07 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 255729 members Entering Unmasked Estep Score: -23269888.000000 Penalty: 6177.686035 Iteration 12Q: 3 clusters Score -2.326989e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 255791 members Entering Unmasked Estep Score: -23270032.000000 Penalty: 6177.686035 Iteration 13Q: 3 clusters Score -2.327003e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 255808 members Entering Unmasked Estep Score: -23270138.000000 Penalty: 6177.686035 Iteration 14Q: 3 clusters Score -2.327014e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 255811 members Entering Unmasked Estep Score: -23270196.000000 Penalty: 6177.686035 Iteration 15Q: 3 clusters Score -2.32702e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 255789 members Entering Unmasked Estep Score: -23270272.000000 Penalty: 6177.686035 Iteration 16Q: 3 clusters Score -2.327027e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 255780 members Entering Unmasked Estep Score: -23270282.000000 Penalty: 6177.686035 Iteration 17Q: 3 clusters Score -2.327028e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 255769 members Entering Unmasked Estep Score: -23270278.000000 Penalty: 6177.686035 Iteration 18Q: 3 clusters Score -2.327028e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 255771 members Entering Unmasked Estep Score: -23270294.000000 Penalty: 6177.686035 Iteration 19Q: 3 clusters Score -2.327029e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 255771 members Entering Unmasked Estep Score: -23270304.000000 Penalty: 6177.686035 Iteration 20F: 3 clusters Score -2.32703e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 255767 members Entering Unmasked Estep Score: -23270320.000000 Penalty: 6177.686035 Iteration 21Q: 3 clusters Score -2.327032e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 255765 members Entering Unmasked Estep Score: -23270336.000000 Penalty: 6177.686035 Iteration 22Q: 3 clusters Score -2.327034e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 255764 members Entering Unmasked Estep Score: -23270332.000000 Penalty: 6177.686035 Iteration 23Q: 3 clusters Score -2.327033e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 255763 members Entering Unmasked Estep Score: -23270326.000000 Penalty: 6177.686035 Iteration 24Q: 3 clusters Score -2.327033e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 255762 members Entering Unmasked Estep Score: -23270316.000000 Penalty: 6177.686035 Iteration 25Q: 3 clusters Score -2.327032e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 255760 members Entering Unmasked Estep Score: -23270312.000000 Penalty: 6177.686035 Iteration 26Q: 3 clusters Score -2.327031e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 255759 members Entering Unmasked Estep Score: -23270328.000000 Penalty: 6177.686035 Iteration 27Q: 3 clusters Score -2.327033e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 255758 members Entering Unmasked Estep Score: -23270330.000000 Penalty: 6177.686035 Iteration 28Q: 3 clusters Score -2.327033e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 255757 members Entering Unmasked Estep Score: -23270322.000000 Penalty: 6177.686035 Iteration 29Q: 3 clusters Score -2.327032e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 255757 members Entering Unmasked Estep Score: -23270322.000000 Penalty: 6177.686035 Iteration 30F: 3 clusters Score -2.327032e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (65780 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65780 members Entering Unmasked Estep Score: -5928692.500000 Penalty: 2751.329590 Iteration 0F: 2 clusters Score -5928692 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32832 members Mstep: Class 2 contains 32948 members Entering Unmasked Estep Score: -5884485.500000 Penalty: 5502.659180 Iteration 0F: 3 clusters Score -5884486 nChanged 30675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32391 members Mstep: Class 2 contains 33389 members Entering Unmasked Estep Score: -5901911.500000 Penalty: 5502.659180 Iteration 1F: 3 clusters Score -5901912 nChanged 2497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32512 members Mstep: Class 2 contains 33268 members Entering Unmasked Estep Score: -5902625.000000 Penalty: 5502.659180 Iteration 2Q: 3 clusters Score -5902625 nChanged 2553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32787 members Mstep: Class 2 contains 32993 members Entering Unmasked Estep Score: -5903437.500000 Penalty: 5502.659180 Iteration 3Q: 3 clusters Score -5903438 nChanged 2824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33317 members Mstep: Class 2 contains 32463 members Entering Unmasked Estep Score: -5904434.500000 Penalty: 5502.659180 Iteration 4Q: 3 clusters Score -5904434 nChanged 3111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34190 members Mstep: Class 2 contains 31590 members Entering Unmasked Estep Score: -5905744.000000 Penalty: 5502.659180 Iteration 5Q: 3 clusters Score -5905744 nChanged 3474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35374 members Mstep: Class 2 contains 30406 members Entering Unmasked Estep Score: -5907316.500000 Penalty: 5502.659180 Iteration 6F: 3 clusters Score -5907316 nChanged 3651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36765 members Mstep: Class 2 contains 29015 members Entering Unmasked Estep Score: -5909039.500000 Penalty: 5502.659180 Iteration 7F: 3 clusters Score -5909040 nChanged 3585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38238 members Mstep: Class 2 contains 27542 members Entering Unmasked Estep Score: -5910689.500000 Penalty: 5502.659180 Iteration 8F: 3 clusters Score -5910690 nChanged 3282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39808 members Mstep: Class 2 contains 25972 members Entering Unmasked Estep Score: -5912085.000000 Penalty: 5502.659180 Iteration 9Q: 3 clusters Score -5912085 nChanged 2859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41421 members Mstep: Class 2 contains 24359 members Entering Unmasked Estep Score: -5913203.000000 Penalty: 5502.659180 Iteration 10Q: 3 clusters Score -5913203 nChanged 2450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43051 members Mstep: Class 2 contains 22729 members Entering Unmasked Estep Score: -5914123.500000 Penalty: 5502.659180 Iteration 11Q: 3 clusters Score -5914124 nChanged 2223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44880 members Mstep: Class 2 contains 20900 members Entering Unmasked Estep Score: -5915001.000000 Penalty: 5502.659180 Iteration 12Q: 3 clusters Score -5915001 nChanged 2103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46835 members Mstep: Class 2 contains 18945 members Entering Unmasked Estep Score: -5915850.000000 Penalty: 5502.659180 Iteration 13Q: 3 clusters Score -5915850 nChanged 2178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48969 members Mstep: Class 2 contains 16811 members Entering Unmasked Estep Score: -5916884.000000 Penalty: 5502.659180 Iteration 14Q: 3 clusters Score -5916884 nChanged 2296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51259 members Mstep: Class 2 contains 14521 members Entering Unmasked Estep Score: -5918077.500000 Penalty: 5502.659180 Iteration 15Q: 3 clusters Score -5918078 nChanged 2358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53615 members Mstep: Class 2 contains 12165 members Entering Unmasked Estep Score: -5919365.000000 Penalty: 5502.659180 Iteration 16Q: 3 clusters Score -5919365 nChanged 2313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55928 members Mstep: Class 2 contains 9852 members Entering Unmasked Estep Score: -5920724.000000 Penalty: 5502.659180 Iteration 17Q: 3 clusters Score -5920724 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58022 members Mstep: Class 2 contains 7758 members Entering Unmasked Estep Score: -5921991.500000 Penalty: 5502.659180 Iteration 18Q: 3 clusters Score -5921992 nChanged 1865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59887 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -5923169.500000 Penalty: 5502.659180 Iteration 19Q: 3 clusters Score -5923170 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61423 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -5924198.000000 Penalty: 5502.659180 Iteration 20F: 3 clusters Score -5924198 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62648 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -5925022.500000 Penalty: 5502.659180 Iteration 21Q: 3 clusters Score -5925022 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63520 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -5925556.500000 Penalty: 5502.659180 Iteration 22Q: 3 clusters Score -5925556 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64106 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -5925915.000000 Penalty: 5502.659180 Iteration 23Q: 3 clusters Score -5925915 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64482 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -5926139.000000 Penalty: 5502.659180 Iteration 24Q: 3 clusters Score -5926139 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64712 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -5926285.000000 Penalty: 5502.659180 Iteration 25Q: 3 clusters Score -5926285 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64852 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -5926376.000000 Penalty: 5502.659180 Iteration 26Q: 3 clusters Score -5926376 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64944 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -5926402.500000 Penalty: 5502.659180 Iteration 27Q: 3 clusters Score -5926402 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64993 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -5926429.500000 Penalty: 5502.659180 Iteration 28Q: 3 clusters Score -5926430 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65024 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -5926446.000000 Penalty: 5502.659180 Iteration 29Q: 3 clusters Score -5926446 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65047 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -5926462.500000 Penalty: 5502.659180 Iteration 30Q: 3 clusters Score -5926462 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65066 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -5926470.000000 Penalty: 5502.659180 Iteration 31Q: 3 clusters Score -5926470 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65084 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -5926470.500000 Penalty: 5502.659180 Iteration 32Q: 3 clusters Score -5926470 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65096 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -5926474.500000 Penalty: 5502.659180 Iteration 33Q: 3 clusters Score -5926474 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65105 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -5926468.000000 Penalty: 5502.659180 Iteration 34Q: 3 clusters Score -5926468 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65109 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -5926471.000000 Penalty: 5502.659180 Iteration 35Q: 3 clusters Score -5926471 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65114 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -5926470.500000 Penalty: 5502.659180 Iteration 36Q: 3 clusters Score -5926470 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65117 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -5926469.000000 Penalty: 5502.659180 Iteration 37Q: 3 clusters Score -5926469 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65118 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -5926473.500000 Penalty: 5502.659180 Iteration 38Q: 3 clusters Score -5926474 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65118 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -5926473.500000 Penalty: 5502.659180 Iteration 39F: 3 clusters Score -5926474 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12908 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12908 members Entering Unmasked Estep Score: -1193235.000000 Penalty: 2347.469482 Iteration 0F: 2 clusters Score -1193235 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 6517 members Entering Unmasked Estep Score: -1183680.750000 Penalty: 4694.938965 Iteration 0F: 3 clusters Score -1183681 nChanged 5490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 6585 members Entering Unmasked Estep Score: -1186565.375000 Penalty: 4694.938965 Iteration 1F: 3 clusters Score -1186565 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 6598 members Entering Unmasked Estep Score: -1186879.750000 Penalty: 4694.938965 Iteration 2F: 3 clusters Score -1186880 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6308 members Mstep: Class 2 contains 6600 members Entering Unmasked Estep Score: -1187131.625000 Penalty: 4694.938965 Iteration 3Q: 3 clusters Score -1187132 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6287 members Mstep: Class 2 contains 6621 members Entering Unmasked Estep Score: -1187338.375000 Penalty: 4694.938965 Iteration 4Q: 3 clusters Score -1187338 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6232 members Mstep: Class 2 contains 6676 members Entering Unmasked Estep Score: -1187517.875000 Penalty: 4694.938965 Iteration 5Q: 3 clusters Score -1187518 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 6747 members Entering Unmasked Estep Score: -1187684.625000 Penalty: 4694.938965 Iteration 6Q: 3 clusters Score -1187685 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -1187828.625000 Penalty: 4694.938965 Iteration 7Q: 3 clusters Score -1187829 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 6884 members Entering Unmasked Estep Score: -1187960.375000 Penalty: 4694.938965 Iteration 8Q: 3 clusters Score -1187960 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 6958 members Entering Unmasked Estep Score: -1188085.875000 Penalty: 4694.938965 Iteration 9Q: 3 clusters Score -1188086 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5834 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -1188213.125000 Penalty: 4694.938965 Iteration 10Q: 3 clusters Score -1188213 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 7226 members Entering Unmasked Estep Score: -1188347.500000 Penalty: 4694.938965 Iteration 11Q: 3 clusters Score -1188348 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 7396 members Entering Unmasked Estep Score: -1188497.875000 Penalty: 4694.938965 Iteration 12Q: 3 clusters Score -1188498 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 7619 members Entering Unmasked Estep Score: -1188679.875000 Penalty: 4694.938965 Iteration 13Q: 3 clusters Score -1188680 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -1188852.125000 Penalty: 4694.938965 Iteration 14Q: 3 clusters Score -1188852 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 8114 members Entering Unmasked Estep Score: -1189023.250000 Penalty: 4694.938965 Iteration 15Q: 3 clusters Score -1189023 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 8412 members Entering Unmasked Estep Score: -1189210.625000 Penalty: 4694.938965 Iteration 16Q: 3 clusters Score -1189211 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 8741 members Entering Unmasked Estep Score: -1189441.375000 Penalty: 4694.938965 Iteration 17Q: 3 clusters Score -1189441 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 9071 members Entering Unmasked Estep Score: -1189654.125000 Penalty: 4694.938965 Iteration 18Q: 3 clusters Score -1189654 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 9388 members Entering Unmasked Estep Score: -1189839.750000 Penalty: 4694.938965 Iteration 19Q: 3 clusters Score -1189840 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 9674 members Entering Unmasked Estep Score: -1189995.750000 Penalty: 4694.938965 Iteration 20F: 3 clusters Score -1189996 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 9945 members Entering Unmasked Estep Score: -1190142.250000 Penalty: 4694.938965 Iteration 21Q: 3 clusters Score -1190142 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 10214 members Entering Unmasked Estep Score: -1190288.625000 Penalty: 4694.938965 Iteration 22Q: 3 clusters Score -1190289 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 10472 members Entering Unmasked Estep Score: -1190422.875000 Penalty: 4694.938965 Iteration 23Q: 3 clusters Score -1190423 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 10693 members Entering Unmasked Estep Score: -1190537.125000 Penalty: 4694.938965 Iteration 24Q: 3 clusters Score -1190537 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 10912 members Entering Unmasked Estep Score: -1190644.750000 Penalty: 4694.938965 Iteration 25Q: 3 clusters Score -1190645 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 11077 members Entering Unmasked Estep Score: -1190724.250000 Penalty: 4694.938965 Iteration 26Q: 3 clusters Score -1190724 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 11213 members Entering Unmasked Estep Score: -1190795.625000 Penalty: 4694.938965 Iteration 27Q: 3 clusters Score -1190796 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 11339 members Entering Unmasked Estep Score: -1190849.750000 Penalty: 4694.938965 Iteration 28Q: 3 clusters Score -1190850 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 11449 members Entering Unmasked Estep Score: -1190906.000000 Penalty: 4694.938965 Iteration 29Q: 3 clusters Score -1190906 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 11549 members Entering Unmasked Estep Score: -1190952.875000 Penalty: 4694.938965 Iteration 30Q: 3 clusters Score -1190953 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 11627 members Entering Unmasked Estep Score: -1190994.250000 Penalty: 4694.938965 Iteration 31Q: 3 clusters Score -1190994 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 11695 members Entering Unmasked Estep Score: -1191030.625000 Penalty: 4694.938965 Iteration 32Q: 3 clusters Score -1191031 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 11747 members Entering Unmasked Estep Score: -1191057.250000 Penalty: 4694.938965 Iteration 33Q: 3 clusters Score -1191057 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 11795 members Entering Unmasked Estep Score: -1191077.500000 Penalty: 4694.938965 Iteration 34Q: 3 clusters Score -1191078 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 11835 members Entering Unmasked Estep Score: -1191100.375000 Penalty: 4694.938965 Iteration 35Q: 3 clusters Score -1191100 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 11863 members Entering Unmasked Estep Score: -1191115.000000 Penalty: 4694.938965 Iteration 36Q: 3 clusters Score -1191115 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 11883 members Entering Unmasked Estep Score: -1191125.625000 Penalty: 4694.938965 Iteration 37Q: 3 clusters Score -1191126 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 11901 members Entering Unmasked Estep Score: -1191137.250000 Penalty: 4694.938965 Iteration 38Q: 3 clusters Score -1191137 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 11919 members Entering Unmasked Estep Score: -1191145.625000 Penalty: 4694.938965 Iteration 39Q: 3 clusters Score -1191146 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 11933 members Entering Unmasked Estep Score: -1191149.375000 Penalty: 4694.938965 Iteration 40F: 3 clusters Score -1191149 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 11940 members Entering Unmasked Estep Score: -1191154.375000 Penalty: 4694.938965 Iteration 41Q: 3 clusters Score -1191154 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 11950 members Entering Unmasked Estep Score: -1191158.625000 Penalty: 4694.938965 Iteration 42Q: 3 clusters Score -1191159 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 11961 members Entering Unmasked Estep Score: -1191164.250000 Penalty: 4694.938965 Iteration 43Q: 3 clusters Score -1191164 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 11975 members Entering Unmasked Estep Score: -1191169.875000 Penalty: 4694.938965 Iteration 44Q: 3 clusters Score -1191170 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 11984 members Entering Unmasked Estep Score: -1191172.500000 Penalty: 4694.938965 Iteration 45Q: 3 clusters Score -1191172 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 11995 members Entering Unmasked Estep Score: -1191180.500000 Penalty: 4694.938965 Iteration 46Q: 3 clusters Score -1191180 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 12012 members Entering Unmasked Estep Score: -1191188.375000 Penalty: 4694.938965 Iteration 47Q: 3 clusters Score -1191188 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 12032 members Entering Unmasked Estep Score: -1191197.125000 Penalty: 4694.938965 Iteration 48Q: 3 clusters Score -1191197 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 12051 members Entering Unmasked Estep Score: -1191209.750000 Penalty: 4694.938965 Iteration 49Q: 3 clusters Score -1191210 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 12069 members Entering Unmasked Estep Score: -1191218.500000 Penalty: 4694.938965 Iteration 50Q: 3 clusters Score -1191218 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 12085 members Entering Unmasked Estep Score: -1191229.250000 Penalty: 4694.938965 Iteration 51Q: 3 clusters Score -1191229 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 12096 members Entering Unmasked Estep Score: -1191239.875000 Penalty: 4694.938965 Iteration 52Q: 3 clusters Score -1191240 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 12107 members Entering Unmasked Estep Score: -1191248.000000 Penalty: 4694.938965 Iteration 53Q: 3 clusters Score -1191248 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 12118 members Entering Unmasked Estep Score: -1191255.875000 Penalty: 4694.938965 Iteration 54Q: 3 clusters Score -1191256 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 12130 members Entering Unmasked Estep Score: -1191260.250000 Penalty: 4694.938965 Iteration 55Q: 3 clusters Score -1191260 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 12142 members Entering Unmasked Estep Score: -1191266.000000 Penalty: 4694.938965 Iteration 56Q: 3 clusters Score -1191266 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 12148 members Entering Unmasked Estep Score: -1191269.000000 Penalty: 4694.938965 Iteration 57Q: 3 clusters Score -1191269 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 12154 members Entering Unmasked Estep Score: -1191275.000000 Penalty: 4694.938965 Iteration 58Q: 3 clusters Score -1191275 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 12162 members Entering Unmasked Estep Score: -1191278.250000 Penalty: 4694.938965 Iteration 59Q: 3 clusters Score -1191278 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 12166 members Entering Unmasked Estep Score: -1191282.875000 Penalty: 4694.938965 Iteration 60F: 3 clusters Score -1191283 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 12174 members Entering Unmasked Estep Score: -1191288.875000 Penalty: 4694.938965 Iteration 61Q: 3 clusters Score -1191289 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 12182 members Entering Unmasked Estep Score: -1191291.500000 Penalty: 4694.938965 Iteration 62Q: 3 clusters Score -1191292 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 12185 members Entering Unmasked Estep Score: -1191293.500000 Penalty: 4694.938965 Iteration 63Q: 3 clusters Score -1191294 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 12187 members Entering Unmasked Estep Score: -1191296.625000 Penalty: 4694.938965 Iteration 64Q: 3 clusters Score -1191297 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 12188 members Entering Unmasked Estep Score: -1191296.125000 Penalty: 4694.938965 Iteration 65Q: 3 clusters Score -1191296 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 12189 members Entering Unmasked Estep Score: -1191296.750000 Penalty: 4694.938965 Iteration 66Q: 3 clusters Score -1191297 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 12193 members Entering Unmasked Estep Score: -1191299.625000 Penalty: 4694.938965 Iteration 67Q: 3 clusters Score -1191300 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 12199 members Entering Unmasked Estep Score: -1191305.500000 Penalty: 4694.938965 Iteration 68Q: 3 clusters Score -1191306 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 12202 members Entering Unmasked Estep Score: -1191306.125000 Penalty: 4694.938965 Iteration 69Q: 3 clusters Score -1191306 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 12204 members Entering Unmasked Estep Score: -1191307.250000 Penalty: 4694.938965 Iteration 70Q: 3 clusters Score -1191307 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 12207 members Entering Unmasked Estep Score: -1191310.500000 Penalty: 4694.938965 Iteration 71Q: 3 clusters Score -1191310 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 12208 members Entering Unmasked Estep Score: -1191312.250000 Penalty: 4694.938965 Iteration 72Q: 3 clusters Score -1191312 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 12210 members Entering Unmasked Estep Score: -1191316.000000 Penalty: 4694.938965 Iteration 73Q: 3 clusters Score -1191316 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 12212 members Entering Unmasked Estep Score: -1191315.750000 Penalty: 4694.938965 Iteration 74Q: 3 clusters Score -1191316 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 12212 members Entering Unmasked Estep Score: -1191315.750000 Penalty: 4694.938965 Iteration 75F: 3 clusters Score -1191316 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Entering Unmasked Estep Score: -49302.128906 Penalty: 1585.610596 Iteration 0F: 2 clusters Score -49302.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -47714.753906 Penalty: 3171.221191 Iteration 0F: 3 clusters Score -47714.75 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -47919.277344 Penalty: 3171.221191 Iteration 1F: 3 clusters Score -47919.28 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -47992.113281 Penalty: 3171.221191 Iteration 2F: 3 clusters Score -47992.11 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -48029.554688 Penalty: 3171.221191 Iteration 3Q: 3 clusters Score -48029.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -48040.953125 Penalty: 3171.221191 Iteration 4Q: 3 clusters Score -48040.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -48051.351562 Penalty: 3171.221191 Iteration 5Q: 3 clusters Score -48051.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -48066.070312 Penalty: 3171.221191 Iteration 6Q: 3 clusters Score -48066.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -48076.535156 Penalty: 3171.221191 Iteration 7Q: 3 clusters Score -48076.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -48076.535156 Penalty: 3171.221191 Iteration 8F: 3 clusters Score -48076.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Entering Unmasked Estep Score: -334202.937500 Penalty: 2053.616455 Iteration 0F: 2 clusters Score -334202.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -330338.593750 Penalty: 4107.232910 Iteration 0F: 3 clusters Score -330338.6 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -331180.218750 Penalty: 4107.232910 Iteration 1F: 3 clusters Score -331180.2 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -331370.937500 Penalty: 4107.232910 Iteration 2F: 3 clusters Score -331370.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -331477.656250 Penalty: 4107.232910 Iteration 3Q: 3 clusters Score -331477.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -331548.812500 Penalty: 4107.232910 Iteration 4Q: 3 clusters Score -331548.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -331603.656250 Penalty: 4107.232910 Iteration 5Q: 3 clusters Score -331603.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -331649.937500 Penalty: 4107.232910 Iteration 6Q: 3 clusters Score -331649.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -331693.062500 Penalty: 4107.232910 Iteration 7Q: 3 clusters Score -331693.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -331731.812500 Penalty: 4107.232910 Iteration 8Q: 3 clusters Score -331731.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -331765.906250 Penalty: 4107.232910 Iteration 9Q: 3 clusters Score -331765.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -331796.937500 Penalty: 4107.232910 Iteration 10Q: 3 clusters Score -331796.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -331824.218750 Penalty: 4107.232910 Iteration 11Q: 3 clusters Score -331824.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -331850.750000 Penalty: 4107.232910 Iteration 12Q: 3 clusters Score -331850.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -331874.281250 Penalty: 4107.232910 Iteration 13Q: 3 clusters Score -331874.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -331900.125000 Penalty: 4107.232910 Iteration 14Q: 3 clusters Score -331900.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -331922.843750 Penalty: 4107.232910 Iteration 15Q: 3 clusters Score -331922.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -331938.593750 Penalty: 4107.232910 Iteration 16Q: 3 clusters Score -331938.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -331952.187500 Penalty: 4107.232910 Iteration 17Q: 3 clusters Score -331952.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -331967.218750 Penalty: 4107.232910 Iteration 18Q: 3 clusters Score -331967.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -331983.000000 Penalty: 4107.232910 Iteration 19Q: 3 clusters Score -331983 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -331997.843750 Penalty: 4107.232910 Iteration 20F: 3 clusters Score -331997.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -332015.406250 Penalty: 4107.232910 Iteration 21Q: 3 clusters Score -332015.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -332041.500000 Penalty: 4107.232910 Iteration 22Q: 3 clusters Score -332041.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -332065.843750 Penalty: 4107.232910 Iteration 23Q: 3 clusters Score -332065.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -332094.812500 Penalty: 4107.232910 Iteration 24Q: 3 clusters Score -332094.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -332125.906250 Penalty: 4107.232910 Iteration 25Q: 3 clusters Score -332125.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -332150.468750 Penalty: 4107.232910 Iteration 26Q: 3 clusters Score -332150.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -332181.281250 Penalty: 4107.232910 Iteration 27Q: 3 clusters Score -332181.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -332210.437500 Penalty: 4107.232910 Iteration 28Q: 3 clusters Score -332210.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -332241.906250 Penalty: 4107.232910 Iteration 29Q: 3 clusters Score -332241.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -332273.531250 Penalty: 4107.232910 Iteration 30Q: 3 clusters Score -332273.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -332310.343750 Penalty: 4107.232910 Iteration 31Q: 3 clusters Score -332310.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -332344.781250 Penalty: 4107.232910 Iteration 32Q: 3 clusters Score -332344.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -332397.093750 Penalty: 4107.232910 Iteration 33Q: 3 clusters Score -332397.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -332451.093750 Penalty: 4107.232910 Iteration 34Q: 3 clusters Score -332451.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -332517.031250 Penalty: 4107.232910 Iteration 35Q: 3 clusters Score -332517 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -332586.187500 Penalty: 4107.232910 Iteration 36Q: 3 clusters Score -332586.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -332668.218750 Penalty: 4107.232910 Iteration 37Q: 3 clusters Score -332668.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -332747.062500 Penalty: 4107.232910 Iteration 38Q: 3 clusters Score -332747.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -332821.781250 Penalty: 4107.232910 Iteration 39Q: 3 clusters Score -332821.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -332907.375000 Penalty: 4107.232910 Iteration 40F: 3 clusters Score -332907.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -332985.093750 Penalty: 4107.232910 Iteration 41Q: 3 clusters Score -332985.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -333049.562500 Penalty: 4107.232910 Iteration 42Q: 3 clusters Score -333049.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -333104.156250 Penalty: 4107.232910 Iteration 43Q: 3 clusters Score -333104.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -333143.031250 Penalty: 4107.232910 Iteration 44Q: 3 clusters Score -333143 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -333170.968750 Penalty: 4107.232910 Iteration 45Q: 3 clusters Score -333171 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -333187.906250 Penalty: 4107.232910 Iteration 46Q: 3 clusters Score -333187.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -333198.031250 Penalty: 4107.232910 Iteration 47Q: 3 clusters Score -333198 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -333209.468750 Penalty: 4107.232910 Iteration 48Q: 3 clusters Score -333209.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -333215.968750 Penalty: 4107.232910 Iteration 49Q: 3 clusters Score -333216 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -333219.843750 Penalty: 4107.232910 Iteration 50Q: 3 clusters Score -333219.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -333221.031250 Penalty: 4107.232910 Iteration 51Q: 3 clusters Score -333221 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -333221.937500 Penalty: 4107.232910 Iteration 52Q: 3 clusters Score -333221.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -333222.312500 Penalty: 4107.232910 Iteration 53Q: 3 clusters Score -333222.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -333222.593750 Penalty: 4107.232910 Iteration 54Q: 3 clusters Score -333222.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -333225.062500 Penalty: 4107.232910 Iteration 55Q: 3 clusters Score -333225.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -333226.375000 Penalty: 4107.232910 Iteration 56Q: 3 clusters Score -333226.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -333227.562500 Penalty: 4107.232910 Iteration 57Q: 3 clusters Score -333227.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -333230.187500 Penalty: 4107.232910 Iteration 58Q: 3 clusters Score -333230.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -333232.187500 Penalty: 4107.232910 Iteration 59Q: 3 clusters Score -333232.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -333233.812500 Penalty: 4107.232910 Iteration 60F: 3 clusters Score -333233.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -333236.562500 Penalty: 4107.232910 Iteration 61Q: 3 clusters Score -333236.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -333237.593750 Penalty: 4107.232910 Iteration 62Q: 3 clusters Score -333237.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -333237.531250 Penalty: 4107.232910 Iteration 63Q: 3 clusters Score -333237.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -333237.531250 Penalty: 4107.232910 Iteration 64F: 3 clusters Score -333237.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (12042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12042 members Entering Unmasked Estep Score: -1107337.875000 Penalty: 2330.246826 Iteration 0F: 2 clusters Score -1107338 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6210 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -1098452.875000 Penalty: 4660.493652 Iteration 0F: 3 clusters Score -1098453 nChanged 5019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -1101138.125000 Penalty: 4660.493652 Iteration 1F: 3 clusters Score -1101138 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7272 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -1101599.625000 Penalty: 4660.493652 Iteration 2F: 3 clusters Score -1101600 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7762 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -1102025.750000 Penalty: 4660.493652 Iteration 3F: 3 clusters Score -1102026 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8351 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -1102527.125000 Penalty: 4660.493652 Iteration 4F: 3 clusters Score -1102527 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9010 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -1103070.375000 Penalty: 4660.493652 Iteration 5F: 3 clusters Score -1103070 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9632 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -1103583.375000 Penalty: 4660.493652 Iteration 6F: 3 clusters Score -1103583 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10185 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -1104045.625000 Penalty: 4660.493652 Iteration 7Q: 3 clusters Score -1104046 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10637 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -1104421.125000 Penalty: 4660.493652 Iteration 8Q: 3 clusters Score -1104421 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10988 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -1104718.625000 Penalty: 4660.493652 Iteration 9Q: 3 clusters Score -1104719 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11198 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -1104907.875000 Penalty: 4660.493652 Iteration 10Q: 3 clusters Score -1104908 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11331 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -1105029.500000 Penalty: 4660.493652 Iteration 11Q: 3 clusters Score -1105030 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11418 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -1105110.375000 Penalty: 4660.493652 Iteration 12Q: 3 clusters Score -1105110 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11483 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -1105167.750000 Penalty: 4660.493652 Iteration 13Q: 3 clusters Score -1105168 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11523 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -1105197.500000 Penalty: 4660.493652 Iteration 14Q: 3 clusters Score -1105198 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11537 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -1105214.375000 Penalty: 4660.493652 Iteration 15Q: 3 clusters Score -1105214 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11553 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -1105226.875000 Penalty: 4660.493652 Iteration 16Q: 3 clusters Score -1105227 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11570 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -1105241.125000 Penalty: 4660.493652 Iteration 17Q: 3 clusters Score -1105241 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11583 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -1105251.875000 Penalty: 4660.493652 Iteration 18Q: 3 clusters Score -1105252 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11602 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -1105273.500000 Penalty: 4660.493652 Iteration 19Q: 3 clusters Score -1105274 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11626 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -1105303.875000 Penalty: 4660.493652 Iteration 20F: 3 clusters Score -1105304 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11642 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -1105321.625000 Penalty: 4660.493652 Iteration 21Q: 3 clusters Score -1105322 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11647 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -1105330.125000 Penalty: 4660.493652 Iteration 22Q: 3 clusters Score -1105330 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11649 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -1105338.250000 Penalty: 4660.493652 Iteration 23Q: 3 clusters Score -1105338 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11653 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -1105345.500000 Penalty: 4660.493652 Iteration 24Q: 3 clusters Score -1105346 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11655 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -1105349.625000 Penalty: 4660.493652 Iteration 25Q: 3 clusters Score -1105350 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11656 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -1105349.375000 Penalty: 4660.493652 Iteration 26Q: 3 clusters Score -1105349 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11657 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -1105350.000000 Penalty: 4660.493652 Iteration 27Q: 3 clusters Score -1105350 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11657 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -1105350.000000 Penalty: 4660.493652 Iteration 28F: 3 clusters Score -1105350 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11296 members Mstep: Class 4 contains 29001 members Mstep: Class 5 contains 12093 members Mstep: Class 6 contains 1418 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 9510 members Mstep: Class 9 contains 9992 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315741 members Mstep: Class 12 contains 7742 members Mstep: Class 13 contains 3706 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 7490 members Mstep: Class 16 contains 256533 members Mstep: Class 17 contains 65780 members Mstep: Class 18 contains 12908 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3947 members Mstep: Class 21 contains 12042 members Entering Unmasked Estep ConsiderDeletion Score: -68890056.000000 Penalty: 70623.078125 Iteration 119Q: 22 clusters Score -6.889006e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11295 members Mstep: Class 4 contains 29001 members Mstep: Class 5 contains 12090 members Mstep: Class 6 contains 1418 members Mstep: Class 7 contains 7332 members Mstep: Class 8 contains 9498 members Mstep: Class 9 contains 9991 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315731 members Mstep: Class 12 contains 7760 members Mstep: Class 13 contains 3706 members Mstep: Class 14 contains 412 members Mstep: Class 15 contains 7490 members Mstep: Class 16 contains 256544 members Mstep: Class 17 contains 65777 members Mstep: Class 18 contains 12908 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3948 members Mstep: Class 21 contains 12042 members Entering Unmasked Estep ConsiderDeletion Score: -68890040.000000 Penalty: 70623.078125 Iteration 120F: 22 clusters Score -6.889004e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11295 members Mstep: Class 4 contains 29000 members Mstep: Class 5 contains 12083 members Mstep: Class 6 contains 1418 members Mstep: Class 7 contains 7330 members Mstep: Class 8 contains 9495 members Mstep: Class 9 contains 9990 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315718 members Mstep: Class 12 contains 7772 members Mstep: Class 13 contains 3705 members Mstep: Class 14 contains 413 members Mstep: Class 15 contains 7490 members Mstep: Class 16 contains 256561 members Mstep: Class 17 contains 65774 members Mstep: Class 18 contains 12908 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3950 members Mstep: Class 21 contains 12042 members Entering Unmasked Estep ConsiderDeletion Score: -68890040.000000 Penalty: 70623.078125 Iteration 121Q: 22 clusters Score -6.889004e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11295 members Mstep: Class 4 contains 29002 members Mstep: Class 5 contains 12080 members Mstep: Class 6 contains 1418 members Mstep: Class 7 contains 7328 members Mstep: Class 8 contains 9481 members Mstep: Class 9 contains 9989 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315710 members Mstep: Class 12 contains 7790 members Mstep: Class 13 contains 3706 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 7490 members Mstep: Class 16 contains 256573 members Mstep: Class 17 contains 65770 members Mstep: Class 18 contains 12907 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3952 members Mstep: Class 21 contains 12042 members Entering Unmasked Estep ConsiderDeletion Score: -68890016.000000 Penalty: 70623.078125 Iteration 122Q: 22 clusters Score -6.889002e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11295 members Mstep: Class 4 contains 29004 members Mstep: Class 5 contains 12075 members Mstep: Class 6 contains 1418 members Mstep: Class 7 contains 7323 members Mstep: Class 8 contains 9469 members Mstep: Class 9 contains 9988 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315702 members Mstep: Class 12 contains 7810 members Mstep: Class 13 contains 3706 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 7490 members Mstep: Class 16 contains 256588 members Mstep: Class 17 contains 65764 members Mstep: Class 18 contains 12906 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3953 members Mstep: Class 21 contains 12042 members Entering Unmasked Estep ConsiderDeletion Score: -68890024.000000 Penalty: 70623.078125 Iteration 123Q: 22 clusters Score -6.889002e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11295 members Mstep: Class 4 contains 29005 members Mstep: Class 5 contains 12075 members Mstep: Class 6 contains 1418 members Mstep: Class 7 contains 7323 members Mstep: Class 8 contains 9454 members Mstep: Class 9 contains 9985 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315694 members Mstep: Class 12 contains 7828 members Mstep: Class 13 contains 3706 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 7490 members Mstep: Class 16 contains 256602 members Mstep: Class 17 contains 65758 members Mstep: Class 18 contains 12905 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3953 members Mstep: Class 21 contains 12042 members Entering Unmasked Estep ConsiderDeletion Score: -68889992.000000 Penalty: 70623.078125 Iteration 124Q: 22 clusters Score -6.888999e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11295 members Mstep: Class 4 contains 29005 members Mstep: Class 5 contains 12072 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7324 members Mstep: Class 8 contains 9434 members Mstep: Class 9 contains 9985 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315690 members Mstep: Class 12 contains 7856 members Mstep: Class 13 contains 3707 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 7490 members Mstep: Class 16 contains 256612 members Mstep: Class 17 contains 65747 members Mstep: Class 18 contains 12904 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3951 members Mstep: Class 21 contains 12042 members Entering Unmasked Estep ConsiderDeletion Score: -68890040.000000 Penalty: 70623.078125 Iteration 125Q: 22 clusters Score -6.889004e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11295 members Mstep: Class 4 contains 29005 members Mstep: Class 5 contains 12070 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7322 members Mstep: Class 8 contains 9419 members Mstep: Class 9 contains 9985 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315686 members Mstep: Class 12 contains 7884 members Mstep: Class 13 contains 3706 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 7490 members Mstep: Class 16 contains 256621 members Mstep: Class 17 contains 65735 members Mstep: Class 18 contains 12904 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3950 members Mstep: Class 21 contains 12042 members Entering Unmasked Estep ConsiderDeletion Score: -68890120.000000 Penalty: 70623.078125 Iteration 126Q: 22 clusters Score -6.889012e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11296 members Mstep: Class 4 contains 29005 members Mstep: Class 5 contains 12068 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7321 members Mstep: Class 8 contains 9408 members Mstep: Class 9 contains 9984 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315670 members Mstep: Class 12 contains 7908 members Mstep: Class 13 contains 3706 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 7490 members Mstep: Class 16 contains 256633 members Mstep: Class 17 contains 65732 members Mstep: Class 18 contains 12904 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3947 members Mstep: Class 21 contains 12042 members Entering Unmasked Estep ConsiderDeletion Score: -68890184.000000 Penalty: 70623.078125 Iteration 127Q: 22 clusters Score -6.889018e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11297 members Mstep: Class 4 contains 29004 members Mstep: Class 5 contains 12066 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7319 members Mstep: Class 8 contains 9400 members Mstep: Class 9 contains 9984 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315654 members Mstep: Class 12 contains 7932 members Mstep: Class 13 contains 3705 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 7490 members Mstep: Class 16 contains 256648 members Mstep: Class 17 contains 65723 members Mstep: Class 18 contains 12904 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3946 members Mstep: Class 21 contains 12042 members Entering Unmasked Estep ConsiderDeletion Score: -68890232.000000 Penalty: 70623.078125 Iteration 128Q: 22 clusters Score -6.889023e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11296 members Mstep: Class 4 contains 29005 members Mstep: Class 5 contains 12061 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7318 members Mstep: Class 8 contains 9391 members Mstep: Class 9 contains 9984 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315625 members Mstep: Class 12 contains 7957 members Mstep: Class 13 contains 3705 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 7491 members Mstep: Class 16 contains 256668 members Mstep: Class 17 contains 65721 members Mstep: Class 18 contains 12904 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3946 members Mstep: Class 21 contains 12042 members Entering Unmasked Estep ConsiderDeletion Score: -68890152.000000 Penalty: 70623.078125 Iteration 129Q: 22 clusters Score -6.889015e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11294 members Mstep: Class 4 contains 29004 members Mstep: Class 5 contains 12060 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7315 members Mstep: Class 8 contains 9374 members Mstep: Class 9 contains 9983 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315599 members Mstep: Class 12 contains 7989 members Mstep: Class 13 contains 3705 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 7491 members Mstep: Class 16 contains 256692 members Mstep: Class 17 contains 65716 members Mstep: Class 18 contains 12904 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3946 members Mstep: Class 21 contains 12042 members Entering Unmasked Estep ConsiderDeletion Score: -68890216.000000 Penalty: 70623.078125 Iteration 130Q: 22 clusters Score -6.889022e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5326 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11292 members Mstep: Class 4 contains 29005 members Mstep: Class 5 contains 12057 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7317 members Mstep: Class 8 contains 9348 members Mstep: Class 9 contains 9983 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315574 members Mstep: Class 12 contains 8021 members Mstep: Class 13 contains 3702 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7491 members Mstep: Class 16 contains 256722 members Mstep: Class 17 contains 65713 members Mstep: Class 18 contains 12905 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3946 members Mstep: Class 21 contains 12040 members Entering Unmasked Estep ConsiderDeletion Score: -68890224.000000 Penalty: 70623.078125 Iteration 131Q: 22 clusters Score -6.889022e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11291 members Mstep: Class 4 contains 29004 members Mstep: Class 5 contains 12053 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7317 members Mstep: Class 8 contains 9307 members Mstep: Class 9 contains 9983 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315554 members Mstep: Class 12 contains 8063 members Mstep: Class 13 contains 3702 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7492 members Mstep: Class 16 contains 256751 members Mstep: Class 17 contains 65703 members Mstep: Class 18 contains 12905 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3954 members Mstep: Class 21 contains 12038 members Entering Unmasked Estep ConsiderDeletion Score: -68890312.000000 Penalty: 70623.078125 Iteration 132Q: 22 clusters Score -6.889031e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11291 members Mstep: Class 4 contains 29005 members Mstep: Class 5 contains 12047 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7317 members Mstep: Class 8 contains 9282 members Mstep: Class 9 contains 9982 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315543 members Mstep: Class 12 contains 8103 members Mstep: Class 13 contains 3702 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7492 members Mstep: Class 16 contains 256759 members Mstep: Class 17 contains 65698 members Mstep: Class 18 contains 12904 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3955 members Mstep: Class 21 contains 12037 members Entering Unmasked Estep ConsiderDeletion Score: -68890328.000000 Penalty: 70623.078125 Iteration 133Q: 22 clusters Score -6.889033e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11291 members Mstep: Class 4 contains 29004 members Mstep: Class 5 contains 12037 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7313 members Mstep: Class 8 contains 9237 members Mstep: Class 9 contains 9983 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315539 members Mstep: Class 12 contains 8146 members Mstep: Class 13 contains 3703 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7492 members Mstep: Class 16 contains 256783 members Mstep: Class 17 contains 65695 members Mstep: Class 18 contains 12904 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3955 members Mstep: Class 21 contains 12035 members Entering Unmasked Estep ConsiderDeletion Score: -68890368.000000 Penalty: 70623.078125 Iteration 134Q: 22 clusters Score -6.889037e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11291 members Mstep: Class 4 contains 29001 members Mstep: Class 5 contains 12028 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7314 members Mstep: Class 8 contains 9196 members Mstep: Class 9 contains 9979 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315530 members Mstep: Class 12 contains 8190 members Mstep: Class 13 contains 3702 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7492 members Mstep: Class 16 contains 256809 members Mstep: Class 17 contains 65689 members Mstep: Class 18 contains 12905 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3958 members Mstep: Class 21 contains 12033 members Entering Unmasked Estep ConsiderDeletion Score: -68890360.000000 Penalty: 70623.078125 Iteration 135Q: 22 clusters Score -6.889036e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11291 members Mstep: Class 4 contains 29001 members Mstep: Class 5 contains 12015 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7311 members Mstep: Class 8 contains 9161 members Mstep: Class 9 contains 9975 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315518 members Mstep: Class 12 contains 8227 members Mstep: Class 13 contains 3702 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7492 members Mstep: Class 16 contains 256841 members Mstep: Class 17 contains 65686 members Mstep: Class 18 contains 12904 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3960 members Mstep: Class 21 contains 12033 members Entering Unmasked Estep ConsiderDeletion Score: -68890328.000000 Penalty: 70623.078125 Iteration 136Q: 22 clusters Score -6.889033e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11291 members Mstep: Class 4 contains 29001 members Mstep: Class 5 contains 12008 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7309 members Mstep: Class 8 contains 9122 members Mstep: Class 9 contains 9976 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315495 members Mstep: Class 12 contains 8275 members Mstep: Class 13 contains 3702 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7492 members Mstep: Class 16 contains 256865 members Mstep: Class 17 contains 65685 members Mstep: Class 18 contains 12902 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3962 members Mstep: Class 21 contains 12033 members Entering Unmasked Estep ConsiderDeletion Score: -68890368.000000 Penalty: 70623.078125 Iteration 137Q: 22 clusters Score -6.889037e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11292 members Mstep: Class 4 contains 29001 members Mstep: Class 5 contains 11999 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7307 members Mstep: Class 8 contains 9097 members Mstep: Class 9 contains 9972 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315471 members Mstep: Class 12 contains 8316 members Mstep: Class 13 contains 3702 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7491 members Mstep: Class 16 contains 256895 members Mstep: Class 17 contains 65681 members Mstep: Class 18 contains 12901 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3963 members Mstep: Class 21 contains 12032 members Entering Unmasked Estep ConsiderDeletion Score: -68890344.000000 Penalty: 70623.078125 Iteration 138Q: 22 clusters Score -6.889034e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11290 members Mstep: Class 4 contains 29001 members Mstep: Class 5 contains 11993 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7304 members Mstep: Class 8 contains 9068 members Mstep: Class 9 contains 9968 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315458 members Mstep: Class 12 contains 8350 members Mstep: Class 13 contains 3702 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7491 members Mstep: Class 16 contains 256916 members Mstep: Class 17 contains 65685 members Mstep: Class 18 contains 12902 members Mstep: Class 19 contains 598 members Mstep: Class 20 contains 3961 members Mstep: Class 21 contains 12032 members Entering Unmasked Estep ConsiderDeletion Score: -68890416.000000 Penalty: 70623.078125 Iteration 139Q: 22 clusters Score -6.889042e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11285 members Mstep: Class 4 contains 29000 members Mstep: Class 5 contains 11990 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7303 members Mstep: Class 8 contains 9051 members Mstep: Class 9 contains 9966 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315446 members Mstep: Class 12 contains 8374 members Mstep: Class 13 contains 3701 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7491 members Mstep: Class 16 contains 256936 members Mstep: Class 17 contains 65685 members Mstep: Class 18 contains 12902 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3961 members Mstep: Class 21 contains 12032 members Entering Unmasked Estep ConsiderDeletion Score: -68890368.000000 Penalty: 70623.078125 Iteration 140F: 22 clusters Score -6.889037e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11282 members Mstep: Class 4 contains 29001 members Mstep: Class 5 contains 11987 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7306 members Mstep: Class 8 contains 9036 members Mstep: Class 9 contains 9964 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315435 members Mstep: Class 12 contains 8396 members Mstep: Class 13 contains 3699 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7491 members Mstep: Class 16 contains 256956 members Mstep: Class 17 contains 65679 members Mstep: Class 18 contains 12900 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3962 members Mstep: Class 21 contains 12030 members Entering Unmasked Estep ConsiderDeletion Score: -68890424.000000 Penalty: 70623.078125 Iteration 141Q: 22 clusters Score -6.889042e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11277 members Mstep: Class 4 contains 29001 members Mstep: Class 5 contains 11985 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7304 members Mstep: Class 8 contains 9020 members Mstep: Class 9 contains 9963 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315426 members Mstep: Class 12 contains 8421 members Mstep: Class 13 contains 3698 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7491 members Mstep: Class 16 contains 256967 members Mstep: Class 17 contains 65675 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3968 members Mstep: Class 21 contains 12030 members Entering Unmasked Estep ConsiderDeletion Score: -68890488.000000 Penalty: 70623.078125 Iteration 142Q: 22 clusters Score -6.889049e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11273 members Mstep: Class 4 contains 29003 members Mstep: Class 5 contains 11983 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7304 members Mstep: Class 8 contains 9009 members Mstep: Class 9 contains 9963 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315418 members Mstep: Class 12 contains 8438 members Mstep: Class 13 contains 3698 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7491 members Mstep: Class 16 contains 256974 members Mstep: Class 17 contains 65673 members Mstep: Class 18 contains 12897 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3969 members Mstep: Class 21 contains 12031 members Entering Unmasked Estep ConsiderDeletion Score: -68890584.000000 Penalty: 70623.078125 Iteration 143Q: 22 clusters Score -6.889058e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11271 members Mstep: Class 4 contains 29004 members Mstep: Class 5 contains 11979 members Mstep: Class 6 contains 1419 members Mstep: Class 7 contains 7305 members Mstep: Class 8 contains 8995 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315402 members Mstep: Class 12 contains 8453 members Mstep: Class 13 contains 3698 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 7491 members Mstep: Class 16 contains 256991 members Mstep: Class 17 contains 65676 members Mstep: Class 18 contains 12897 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3972 members Mstep: Class 21 contains 12029 members Entering Unmasked Estep ConsiderDeletion Score: -68890648.000000 Penalty: 70623.078125 Iteration 144Q: 22 clusters Score -6.889065e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11272 members Mstep: Class 4 contains 29004 members Mstep: Class 5 contains 11977 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7304 members Mstep: Class 8 contains 8967 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315382 members Mstep: Class 12 contains 8471 members Mstep: Class 13 contains 3699 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 7491 members Mstep: Class 16 contains 257012 members Mstep: Class 17 contains 65680 members Mstep: Class 18 contains 12897 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3978 members Mstep: Class 21 contains 12028 members Entering Unmasked Estep ConsiderDeletion Score: -68890696.000000 Penalty: 70623.078125 Iteration 145Q: 22 clusters Score -6.88907e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11272 members Mstep: Class 4 contains 29003 members Mstep: Class 5 contains 11976 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7302 members Mstep: Class 8 contains 8918 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315372 members Mstep: Class 12 contains 8503 members Mstep: Class 13 contains 3700 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 7491 members Mstep: Class 16 contains 257031 members Mstep: Class 17 contains 65684 members Mstep: Class 18 contains 12897 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3985 members Mstep: Class 21 contains 12028 members Entering Unmasked Estep ConsiderDeletion Score: -68890688.000000 Penalty: 70623.078125 Iteration 146Q: 22 clusters Score -6.889069e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11273 members Mstep: Class 4 contains 29002 members Mstep: Class 5 contains 11974 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7301 members Mstep: Class 8 contains 8881 members Mstep: Class 9 contains 9961 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315339 members Mstep: Class 12 contains 8538 members Mstep: Class 13 contains 3701 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 7492 members Mstep: Class 16 contains 257060 members Mstep: Class 17 contains 65686 members Mstep: Class 18 contains 12896 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3991 members Mstep: Class 21 contains 12028 members Entering Unmasked Estep ConsiderDeletion Score: -68890696.000000 Penalty: 70623.078125 Iteration 147Q: 22 clusters Score -6.88907e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11272 members Mstep: Class 4 contains 29002 members Mstep: Class 5 contains 11971 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7301 members Mstep: Class 8 contains 8855 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315314 members Mstep: Class 12 contains 8562 members Mstep: Class 13 contains 3698 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 7491 members Mstep: Class 16 contains 257091 members Mstep: Class 17 contains 65682 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3996 members Mstep: Class 21 contains 12028 members Entering Unmasked Estep ConsiderDeletion Score: -68890680.000000 Penalty: 70623.078125 Iteration 148Q: 22 clusters Score -6.889068e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11270 members Mstep: Class 4 contains 29002 members Mstep: Class 5 contains 11970 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7302 members Mstep: Class 8 contains 8832 members Mstep: Class 9 contains 9961 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315288 members Mstep: Class 12 contains 8605 members Mstep: Class 13 contains 3697 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 7491 members Mstep: Class 16 contains 257105 members Mstep: Class 17 contains 65677 members Mstep: Class 18 contains 12899 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3996 members Mstep: Class 21 contains 12027 members Entering Unmasked Estep ConsiderDeletion Score: -68890696.000000 Penalty: 70623.078125 Iteration 149Q: 22 clusters Score -6.88907e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11270 members Mstep: Class 4 contains 29002 members Mstep: Class 5 contains 11967 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7299 members Mstep: Class 8 contains 8824 members Mstep: Class 9 contains 9961 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315279 members Mstep: Class 12 contains 8634 members Mstep: Class 13 contains 3696 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 7490 members Mstep: Class 16 contains 257107 members Mstep: Class 17 contains 65674 members Mstep: Class 18 contains 12899 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3993 members Mstep: Class 21 contains 12027 members Entering Unmasked Estep ConsiderDeletion Score: -68890640.000000 Penalty: 70623.078125 Iteration 150Q: 22 clusters Score -6.889064e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11270 members Mstep: Class 4 contains 29002 members Mstep: Class 5 contains 11968 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7299 members Mstep: Class 8 contains 8810 members Mstep: Class 9 contains 9961 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315271 members Mstep: Class 12 contains 8661 members Mstep: Class 13 contains 3695 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257109 members Mstep: Class 17 contains 65668 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3994 members Mstep: Class 21 contains 12027 members Entering Unmasked Estep ConsiderDeletion Score: -68890664.000000 Penalty: 70623.078125 Iteration 151Q: 22 clusters Score -6.889066e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11272 members Mstep: Class 4 contains 29001 members Mstep: Class 5 contains 11967 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7295 members Mstep: Class 8 contains 8800 members Mstep: Class 9 contains 9961 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315273 members Mstep: Class 12 contains 8676 members Mstep: Class 13 contains 3694 members Mstep: Class 14 contains 409 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257110 members Mstep: Class 17 contains 65666 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3994 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890656.000000 Penalty: 70623.078125 Iteration 152Q: 22 clusters Score -6.889066e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11269 members Mstep: Class 4 contains 28999 members Mstep: Class 5 contains 11967 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7294 members Mstep: Class 8 contains 8794 members Mstep: Class 9 contains 9961 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315260 members Mstep: Class 12 contains 8692 members Mstep: Class 13 contains 3694 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257119 members Mstep: Class 17 contains 65667 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3994 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890544.000000 Penalty: 70623.078125 Iteration 153Q: 22 clusters Score -6.889054e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11265 members Mstep: Class 4 contains 28995 members Mstep: Class 5 contains 11967 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7296 members Mstep: Class 8 contains 8791 members Mstep: Class 9 contains 9960 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315252 members Mstep: Class 12 contains 8708 members Mstep: Class 13 contains 3694 members Mstep: Class 14 contains 407 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257126 members Mstep: Class 17 contains 65661 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3996 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890544.000000 Penalty: 70623.078125 Iteration 154Q: 22 clusters Score -6.889054e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11258 members Mstep: Class 4 contains 28994 members Mstep: Class 5 contains 11967 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7296 members Mstep: Class 8 contains 8787 members Mstep: Class 9 contains 9960 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315243 members Mstep: Class 12 contains 8726 members Mstep: Class 13 contains 3693 members Mstep: Class 14 contains 408 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257132 members Mstep: Class 17 contains 65658 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3998 members Mstep: Class 21 contains 12025 members Entering Unmasked Estep ConsiderDeletion Score: -68890600.000000 Penalty: 70623.078125 Iteration 155Q: 22 clusters Score -6.88906e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11256 members Mstep: Class 4 contains 28994 members Mstep: Class 5 contains 11967 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7296 members Mstep: Class 8 contains 8783 members Mstep: Class 9 contains 9961 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315231 members Mstep: Class 12 contains 8738 members Mstep: Class 13 contains 3693 members Mstep: Class 14 contains 405 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257140 members Mstep: Class 17 contains 65656 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3999 members Mstep: Class 21 contains 12025 members Entering Unmasked Estep ConsiderDeletion Score: -68890696.000000 Penalty: 70623.078125 Iteration 156Q: 22 clusters Score -6.88907e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11255 members Mstep: Class 4 contains 28994 members Mstep: Class 5 contains 11966 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7296 members Mstep: Class 8 contains 8780 members Mstep: Class 9 contains 9961 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315224 members Mstep: Class 12 contains 8750 members Mstep: Class 13 contains 3693 members Mstep: Class 14 contains 402 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257144 members Mstep: Class 17 contains 65654 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 4000 members Mstep: Class 21 contains 12025 members Entering Unmasked Estep ConsiderDeletion Score: -68890712.000000 Penalty: 70623.078125 Iteration 157Q: 22 clusters Score -6.889071e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11255 members Mstep: Class 4 contains 28994 members Mstep: Class 5 contains 11967 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7296 members Mstep: Class 8 contains 8770 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315212 members Mstep: Class 12 contains 8760 members Mstep: Class 13 contains 3692 members Mstep: Class 14 contains 401 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257156 members Mstep: Class 17 contains 65651 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 4002 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890712.000000 Penalty: 70623.078125 Iteration 158Q: 22 clusters Score -6.889071e+07 nChanged 38 Entering ConstructFrom: Score: -68890712.000000 Penalty: 70623.078125 Entering ConstructFrom: Trying to split cluster 1 (5322 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Entering Unmasked Estep Score: -495323.906250 Penalty: 2127.741943 Iteration 0F: 2 clusters Score -495323.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -490621.562500 Penalty: 4255.483887 Iteration 0F: 3 clusters Score -490621.6 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -491779.250000 Penalty: 4255.483887 Iteration 1F: 3 clusters Score -491779.2 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -492026.125000 Penalty: 4255.483887 Iteration 2F: 3 clusters Score -492026.1 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -492224.593750 Penalty: 4255.483887 Iteration 3F: 3 clusters Score -492224.6 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -492416.843750 Penalty: 4255.483887 Iteration 4Q: 3 clusters Score -492416.8 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -492588.281250 Penalty: 4255.483887 Iteration 5Q: 3 clusters Score -492588.3 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -492736.312500 Penalty: 4255.483887 Iteration 6Q: 3 clusters Score -492736.3 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -492893.343750 Penalty: 4255.483887 Iteration 7Q: 3 clusters Score -492893.3 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -493065.375000 Penalty: 4255.483887 Iteration 8Q: 3 clusters Score -493065.4 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -493235.062500 Penalty: 4255.483887 Iteration 9Q: 3 clusters Score -493235.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -493392.250000 Penalty: 4255.483887 Iteration 10Q: 3 clusters Score -493392.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -493498.562500 Penalty: 4255.483887 Iteration 11Q: 3 clusters Score -493498.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -493581.000000 Penalty: 4255.483887 Iteration 12Q: 3 clusters Score -493581 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -493652.125000 Penalty: 4255.483887 Iteration 13Q: 3 clusters Score -493652.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -493705.781250 Penalty: 4255.483887 Iteration 14Q: 3 clusters Score -493705.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -493744.031250 Penalty: 4255.483887 Iteration 15Q: 3 clusters Score -493744 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -493769.062500 Penalty: 4255.483887 Iteration 16Q: 3 clusters Score -493769.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -493786.843750 Penalty: 4255.483887 Iteration 17Q: 3 clusters Score -493786.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -493803.781250 Penalty: 4255.483887 Iteration 18Q: 3 clusters Score -493803.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -493818.531250 Penalty: 4255.483887 Iteration 19Q: 3 clusters Score -493818.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -493833.156250 Penalty: 4255.483887 Iteration 20F: 3 clusters Score -493833.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -493840.062500 Penalty: 4255.483887 Iteration 21Q: 3 clusters Score -493840.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -493843.187500 Penalty: 4255.483887 Iteration 22Q: 3 clusters Score -493843.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -493844.468750 Penalty: 4255.483887 Iteration 23Q: 3 clusters Score -493844.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -493845.593750 Penalty: 4255.483887 Iteration 24Q: 3 clusters Score -493845.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -493846.125000 Penalty: 4255.483887 Iteration 25Q: 3 clusters Score -493846.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -493846.125000 Penalty: 4255.483887 Iteration 26F: 3 clusters Score -493846.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1296 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Entering Unmasked Estep Score: -106964.054688 Penalty: 1777.425415 Iteration 0F: 2 clusters Score -106964.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -104870.812500 Penalty: 3554.850830 Iteration 0F: 3 clusters Score -104870.8 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -105373.578125 Penalty: 3554.850830 Iteration 1F: 3 clusters Score -105373.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -105597.648438 Penalty: 3554.850830 Iteration 2F: 3 clusters Score -105597.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -105722.929688 Penalty: 3554.850830 Iteration 3F: 3 clusters Score -105722.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -105825.476562 Penalty: 3554.850830 Iteration 4Q: 3 clusters Score -105825.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -105900.718750 Penalty: 3554.850830 Iteration 5Q: 3 clusters Score -105900.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -105945.640625 Penalty: 3554.850830 Iteration 6Q: 3 clusters Score -105945.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -105975.664062 Penalty: 3554.850830 Iteration 7Q: 3 clusters Score -105975.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -105998.937500 Penalty: 3554.850830 Iteration 8Q: 3 clusters Score -105998.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -106019.640625 Penalty: 3554.850830 Iteration 9Q: 3 clusters Score -106019.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -106031.390625 Penalty: 3554.850830 Iteration 10Q: 3 clusters Score -106031.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -106036.492188 Penalty: 3554.850830 Iteration 11Q: 3 clusters Score -106036.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -106043.906250 Penalty: 3554.850830 Iteration 12Q: 3 clusters Score -106043.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -106052.351562 Penalty: 3554.850830 Iteration 13Q: 3 clusters Score -106052.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -106062.960938 Penalty: 3554.850830 Iteration 14Q: 3 clusters Score -106063 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -106074.234375 Penalty: 3554.850830 Iteration 15Q: 3 clusters Score -106074.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -106079.171875 Penalty: 3554.850830 Iteration 16Q: 3 clusters Score -106079.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -106081.640625 Penalty: 3554.850830 Iteration 17Q: 3 clusters Score -106081.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -106088.601562 Penalty: 3554.850830 Iteration 18Q: 3 clusters Score -106088.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -106089.445312 Penalty: 3554.850830 Iteration 19Q: 3 clusters Score -106089.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -106089.914062 Penalty: 3554.850830 Iteration 20F: 3 clusters Score -106089.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -106091.093750 Penalty: 3554.850830 Iteration 21Q: 3 clusters Score -106091.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -106091.093750 Penalty: 3554.850830 Iteration 22F: 3 clusters Score -106091.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (11255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11255 members Entering Unmasked Estep Score: -1042096.875000 Penalty: 2313.484863 Iteration 0F: 2 clusters Score -1042097 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -1033515.750000 Penalty: 4626.969727 Iteration 0F: 3 clusters Score -1033516 nChanged 4749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -1036032.187500 Penalty: 4626.969727 Iteration 1F: 3 clusters Score -1036032 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -1036407.437500 Penalty: 4626.969727 Iteration 2F: 3 clusters Score -1036407 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -1036736.625000 Penalty: 4626.969727 Iteration 3F: 3 clusters Score -1036737 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -1036990.625000 Penalty: 4626.969727 Iteration 4Q: 3 clusters Score -1036991 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5662 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -1037220.375000 Penalty: 4626.969727 Iteration 5Q: 3 clusters Score -1037220 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -1037486.687500 Penalty: 4626.969727 Iteration 6Q: 3 clusters Score -1037487 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 5345 members Entering Unmasked Estep Score: -1037771.562500 Penalty: 4626.969727 Iteration 7Q: 3 clusters Score -1037772 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -1038021.062500 Penalty: 4626.969727 Iteration 8Q: 3 clusters Score -1038021 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -1038269.687500 Penalty: 4626.969727 Iteration 9Q: 3 clusters Score -1038270 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -1038506.562500 Penalty: 4626.969727 Iteration 10Q: 3 clusters Score -1038507 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7005 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -1038759.187500 Penalty: 4626.969727 Iteration 11Q: 3 clusters Score -1038759 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -1039021.500000 Penalty: 4626.969727 Iteration 12Q: 3 clusters Score -1039022 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7773 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -1039316.750000 Penalty: 4626.969727 Iteration 13Q: 3 clusters Score -1039317 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8197 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -1039602.937500 Penalty: 4626.969727 Iteration 14Q: 3 clusters Score -1039603 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8591 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -1039886.312500 Penalty: 4626.969727 Iteration 15Q: 3 clusters Score -1039886 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8962 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -1040154.562500 Penalty: 4626.969727 Iteration 16Q: 3 clusters Score -1040155 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9280 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -1040372.125000 Penalty: 4626.969727 Iteration 17Q: 3 clusters Score -1040372 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9552 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -1040549.375000 Penalty: 4626.969727 Iteration 18Q: 3 clusters Score -1040549 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9758 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -1040679.375000 Penalty: 4626.969727 Iteration 19Q: 3 clusters Score -1040679 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9910 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -1040767.250000 Penalty: 4626.969727 Iteration 20F: 3 clusters Score -1040767 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10024 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -1040823.375000 Penalty: 4626.969727 Iteration 21Q: 3 clusters Score -1040823 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10106 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -1040868.250000 Penalty: 4626.969727 Iteration 22Q: 3 clusters Score -1040868 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10176 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -1040903.000000 Penalty: 4626.969727 Iteration 23Q: 3 clusters Score -1040903 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10236 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -1040935.250000 Penalty: 4626.969727 Iteration 24Q: 3 clusters Score -1040935 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10282 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -1040956.375000 Penalty: 4626.969727 Iteration 25Q: 3 clusters Score -1040956 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10315 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -1040974.687500 Penalty: 4626.969727 Iteration 26Q: 3 clusters Score -1040975 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10342 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -1040985.625000 Penalty: 4626.969727 Iteration 27Q: 3 clusters Score -1040986 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10364 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -1040994.750000 Penalty: 4626.969727 Iteration 28Q: 3 clusters Score -1040995 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10381 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -1041003.375000 Penalty: 4626.969727 Iteration 29Q: 3 clusters Score -1041003 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10398 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -1041012.875000 Penalty: 4626.969727 Iteration 30Q: 3 clusters Score -1041013 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10411 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -1041020.687500 Penalty: 4626.969727 Iteration 31Q: 3 clusters Score -1041021 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10422 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -1041025.625000 Penalty: 4626.969727 Iteration 32Q: 3 clusters Score -1041026 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10427 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -1041026.625000 Penalty: 4626.969727 Iteration 33Q: 3 clusters Score -1041027 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10431 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -1041027.687500 Penalty: 4626.969727 Iteration 34Q: 3 clusters Score -1041028 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10433 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -1041029.562500 Penalty: 4626.969727 Iteration 35Q: 3 clusters Score -1041030 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10434 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -1041030.875000 Penalty: 4626.969727 Iteration 36Q: 3 clusters Score -1041031 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10437 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -1041030.312500 Penalty: 4626.969727 Iteration 37Q: 3 clusters Score -1041030 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10440 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -1041031.562500 Penalty: 4626.969727 Iteration 38Q: 3 clusters Score -1041032 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10442 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -1041032.500000 Penalty: 4626.969727 Iteration 39Q: 3 clusters Score -1041032 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10448 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1041032.750000 Penalty: 4626.969727 Iteration 40F: 3 clusters Score -1041033 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10450 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -1041034.312500 Penalty: 4626.969727 Iteration 41Q: 3 clusters Score -1041034 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10453 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -1041034.375000 Penalty: 4626.969727 Iteration 42Q: 3 clusters Score -1041034 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10455 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -1041035.312500 Penalty: 4626.969727 Iteration 43Q: 3 clusters Score -1041035 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10457 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1041037.500000 Penalty: 4626.969727 Iteration 44Q: 3 clusters Score -1041038 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10459 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -1041038.125000 Penalty: 4626.969727 Iteration 45Q: 3 clusters Score -1041038 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10462 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -1041038.875000 Penalty: 4626.969727 Iteration 46Q: 3 clusters Score -1041039 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10463 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -1041039.375000 Penalty: 4626.969727 Iteration 47Q: 3 clusters Score -1041039 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10463 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -1041039.375000 Penalty: 4626.969727 Iteration 48F: 3 clusters Score -1041039 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (28994 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28994 members Entering Unmasked Estep Score: -2577341.250000 Penalty: 2548.161377 Iteration 0F: 2 clusters Score -2577341 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14408 members Mstep: Class 2 contains 14586 members Entering Unmasked Estep Score: -2557516.250000 Penalty: 5096.322754 Iteration 0F: 3 clusters Score -2557516 nChanged 13068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14104 members Mstep: Class 2 contains 14890 members Entering Unmasked Estep Score: -2564499.250000 Penalty: 5096.322754 Iteration 1F: 3 clusters Score -2564499 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13849 members Mstep: Class 2 contains 15145 members Entering Unmasked Estep Score: -2564914.750000 Penalty: 5096.322754 Iteration 2Q: 3 clusters Score -2564915 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13463 members Mstep: Class 2 contains 15531 members Entering Unmasked Estep Score: -2565264.250000 Penalty: 5096.322754 Iteration 3Q: 3 clusters Score -2565264 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12918 members Mstep: Class 2 contains 16076 members Entering Unmasked Estep Score: -2565633.000000 Penalty: 5096.322754 Iteration 4Q: 3 clusters Score -2565633 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12185 members Mstep: Class 2 contains 16809 members Entering Unmasked Estep Score: -2566048.000000 Penalty: 5096.322754 Iteration 5Q: 3 clusters Score -2566048 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11186 members Mstep: Class 2 contains 17808 members Entering Unmasked Estep Score: -2566579.750000 Penalty: 5096.322754 Iteration 6Q: 3 clusters Score -2566580 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9922 members Mstep: Class 2 contains 19072 members Entering Unmasked Estep Score: -2567284.500000 Penalty: 5096.322754 Iteration 7Q: 3 clusters Score -2567284 nChanged 1708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8270 members Mstep: Class 2 contains 20724 members Entering Unmasked Estep Score: -2568354.000000 Penalty: 5096.322754 Iteration 8F: 3 clusters Score -2568354 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 22562 members Entering Unmasked Estep Score: -2569708.500000 Penalty: 5096.322754 Iteration 9F: 3 clusters Score -2569708 nChanged 1981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 24519 members Entering Unmasked Estep Score: -2571355.750000 Penalty: 5096.322754 Iteration 10F: 3 clusters Score -2571356 nChanged 1748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 26261 members Entering Unmasked Estep Score: -2572933.250000 Penalty: 5096.322754 Iteration 11F: 3 clusters Score -2572933 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 27448 members Entering Unmasked Estep Score: -2574080.250000 Penalty: 5096.322754 Iteration 12Q: 3 clusters Score -2574080 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 28127 members Entering Unmasked Estep Score: -2574733.500000 Penalty: 5096.322754 Iteration 13Q: 3 clusters Score -2574734 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 28419 members Entering Unmasked Estep Score: -2575056.750000 Penalty: 5096.322754 Iteration 14Q: 3 clusters Score -2575057 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 28549 members Entering Unmasked Estep Score: -2575217.250000 Penalty: 5096.322754 Iteration 15Q: 3 clusters Score -2575217 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 28610 members Entering Unmasked Estep Score: -2575309.250000 Penalty: 5096.322754 Iteration 16Q: 3 clusters Score -2575309 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 28645 members Entering Unmasked Estep Score: -2575361.750000 Penalty: 5096.322754 Iteration 17Q: 3 clusters Score -2575362 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 28650 members Entering Unmasked Estep Score: -2575377.500000 Penalty: 5096.322754 Iteration 18Q: 3 clusters Score -2575378 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 28657 members Entering Unmasked Estep Score: -2575392.000000 Penalty: 5096.322754 Iteration 19Q: 3 clusters Score -2575392 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 28661 members Entering Unmasked Estep Score: -2575410.250000 Penalty: 5096.322754 Iteration 20F: 3 clusters Score -2575410 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 28664 members Entering Unmasked Estep Score: -2575420.250000 Penalty: 5096.322754 Iteration 21Q: 3 clusters Score -2575420 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 28665 members Entering Unmasked Estep Score: -2575421.000000 Penalty: 5096.322754 Iteration 22Q: 3 clusters Score -2575421 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 28665 members Entering Unmasked Estep Score: -2575421.000000 Penalty: 5096.322754 Iteration 23F: 3 clusters Score -2575421 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (11963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11963 members Entering Unmasked Estep Score: -1095457.750000 Penalty: 2328.614258 Iteration 0F: 2 clusters Score -1095458 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -1086504.875000 Penalty: 4657.228516 Iteration 0F: 3 clusters Score -1086505 nChanged 5076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 5782 members Entering Unmasked Estep Score: -1089260.875000 Penalty: 4657.228516 Iteration 1F: 3 clusters Score -1089261 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6244 members Mstep: Class 2 contains 5719 members Entering Unmasked Estep Score: -1089670.500000 Penalty: 4657.228516 Iteration 2F: 3 clusters Score -1089670 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6261 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -1090098.625000 Penalty: 4657.228516 Iteration 3F: 3 clusters Score -1090099 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6227 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -1090556.750000 Penalty: 4657.228516 Iteration 4F: 3 clusters Score -1090557 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6184 members Mstep: Class 2 contains 5779 members Entering Unmasked Estep Score: -1091038.250000 Penalty: 4657.228516 Iteration 5F: 3 clusters Score -1091038 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -1091513.625000 Penalty: 4657.228516 Iteration 6F: 3 clusters Score -1091514 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 5836 members Entering Unmasked Estep Score: -1091933.750000 Penalty: 4657.228516 Iteration 7F: 3 clusters Score -1091934 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -1092261.750000 Penalty: 4657.228516 Iteration 8Q: 3 clusters Score -1092262 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -1092499.500000 Penalty: 4657.228516 Iteration 9Q: 3 clusters Score -1092500 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -1092674.625000 Penalty: 4657.228516 Iteration 10Q: 3 clusters Score -1092675 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 5888 members Entering Unmasked Estep Score: -1092798.125000 Penalty: 4657.228516 Iteration 11Q: 3 clusters Score -1092798 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6064 members Mstep: Class 2 contains 5899 members Entering Unmasked Estep Score: -1092916.250000 Penalty: 4657.228516 Iteration 12Q: 3 clusters Score -1092916 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6040 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -1093018.125000 Penalty: 4657.228516 Iteration 13Q: 3 clusters Score -1093018 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6003 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -1093100.250000 Penalty: 4657.228516 Iteration 14Q: 3 clusters Score -1093100 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 6014 members Entering Unmasked Estep Score: -1093169.750000 Penalty: 4657.228516 Iteration 15Q: 3 clusters Score -1093170 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 6059 members Entering Unmasked Estep Score: -1093233.875000 Penalty: 4657.228516 Iteration 16Q: 3 clusters Score -1093234 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 6096 members Entering Unmasked Estep Score: -1093276.750000 Penalty: 4657.228516 Iteration 17Q: 3 clusters Score -1093277 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5818 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -1093320.125000 Penalty: 4657.228516 Iteration 18Q: 3 clusters Score -1093320 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 6199 members Entering Unmasked Estep Score: -1093352.250000 Penalty: 4657.228516 Iteration 19Q: 3 clusters Score -1093352 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5700 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -1093396.250000 Penalty: 4657.228516 Iteration 20F: 3 clusters Score -1093396 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5637 members Mstep: Class 2 contains 6326 members Entering Unmasked Estep Score: -1093434.000000 Penalty: 4657.228516 Iteration 21Q: 3 clusters Score -1093434 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -1093460.875000 Penalty: 4657.228516 Iteration 22Q: 3 clusters Score -1093461 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 6430 members Entering Unmasked Estep Score: -1093490.625000 Penalty: 4657.228516 Iteration 23Q: 3 clusters Score -1093491 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -1093524.125000 Penalty: 4657.228516 Iteration 24Q: 3 clusters Score -1093524 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 6523 members Entering Unmasked Estep Score: -1093547.875000 Penalty: 4657.228516 Iteration 25Q: 3 clusters Score -1093548 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 6564 members Entering Unmasked Estep Score: -1093568.000000 Penalty: 4657.228516 Iteration 26Q: 3 clusters Score -1093568 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -1093583.625000 Penalty: 4657.228516 Iteration 27Q: 3 clusters Score -1093584 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 6648 members Entering Unmasked Estep Score: -1093598.000000 Penalty: 4657.228516 Iteration 28Q: 3 clusters Score -1093598 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -1093608.500000 Penalty: 4657.228516 Iteration 29Q: 3 clusters Score -1093608 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5254 members Mstep: Class 2 contains 6709 members Entering Unmasked Estep Score: -1093613.000000 Penalty: 4657.228516 Iteration 30Q: 3 clusters Score -1093613 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 6735 members Entering Unmasked Estep Score: -1093620.625000 Penalty: 4657.228516 Iteration 31Q: 3 clusters Score -1093621 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5209 members Mstep: Class 2 contains 6754 members Entering Unmasked Estep Score: -1093622.625000 Penalty: 4657.228516 Iteration 32Q: 3 clusters Score -1093623 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -1093628.500000 Penalty: 4657.228516 Iteration 33Q: 3 clusters Score -1093628 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -1093632.125000 Penalty: 4657.228516 Iteration 34Q: 3 clusters Score -1093632 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 6818 members Entering Unmasked Estep Score: -1093637.000000 Penalty: 4657.228516 Iteration 35Q: 3 clusters Score -1093637 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -1093641.875000 Penalty: 4657.228516 Iteration 36Q: 3 clusters Score -1093642 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -1093644.500000 Penalty: 4657.228516 Iteration 37Q: 3 clusters Score -1093644 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -1093646.375000 Penalty: 4657.228516 Iteration 38Q: 3 clusters Score -1093646 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -1093649.500000 Penalty: 4657.228516 Iteration 39Q: 3 clusters Score -1093650 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -1093648.750000 Penalty: 4657.228516 Iteration 40F: 3 clusters Score -1093649 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -1093648.375000 Penalty: 4657.228516 Iteration 41Q: 3 clusters Score -1093648 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 6888 members Entering Unmasked Estep Score: -1093648.750000 Penalty: 4657.228516 Iteration 42Q: 3 clusters Score -1093649 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -1093648.875000 Penalty: 4657.228516 Iteration 43Q: 3 clusters Score -1093649 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -1093649.750000 Penalty: 4657.228516 Iteration 44Q: 3 clusters Score -1093650 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 6899 members Entering Unmasked Estep Score: -1093649.625000 Penalty: 4657.228516 Iteration 45Q: 3 clusters Score -1093650 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 6901 members Entering Unmasked Estep Score: -1093649.750000 Penalty: 4657.228516 Iteration 46Q: 3 clusters Score -1093650 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5061 members Mstep: Class 2 contains 6902 members Entering Unmasked Estep Score: -1093653.125000 Penalty: 4657.228516 Iteration 47Q: 3 clusters Score -1093653 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -1093653.125000 Penalty: 4657.228516 Iteration 48Q: 3 clusters Score -1093653 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5046 members Mstep: Class 2 contains 6917 members Entering Unmasked Estep Score: -1093654.750000 Penalty: 4657.228516 Iteration 49Q: 3 clusters Score -1093655 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 6929 members Entering Unmasked Estep Score: -1093658.000000 Penalty: 4657.228516 Iteration 50Q: 3 clusters Score -1093658 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 6939 members Entering Unmasked Estep Score: -1093660.000000 Penalty: 4657.228516 Iteration 51Q: 3 clusters Score -1093660 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -1093659.750000 Penalty: 4657.228516 Iteration 52Q: 3 clusters Score -1093660 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -1093659.125000 Penalty: 4657.228516 Iteration 53Q: 3 clusters Score -1093659 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 6952 members Entering Unmasked Estep Score: -1093660.625000 Penalty: 4657.228516 Iteration 54Q: 3 clusters Score -1093661 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 6956 members Entering Unmasked Estep Score: -1093660.625000 Penalty: 4657.228516 Iteration 55Q: 3 clusters Score -1093661 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 6964 members Entering Unmasked Estep Score: -1093665.250000 Penalty: 4657.228516 Iteration 56Q: 3 clusters Score -1093665 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 6969 members Entering Unmasked Estep Score: -1093664.750000 Penalty: 4657.228516 Iteration 57Q: 3 clusters Score -1093665 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 6975 members Entering Unmasked Estep Score: -1093660.375000 Penalty: 4657.228516 Iteration 58Q: 3 clusters Score -1093660 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 6978 members Entering Unmasked Estep Score: -1093663.000000 Penalty: 4657.228516 Iteration 59Q: 3 clusters Score -1093663 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -1093665.250000 Penalty: 4657.228516 Iteration 60F: 3 clusters Score -1093665 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -1093665.125000 Penalty: 4657.228516 Iteration 61Q: 3 clusters Score -1093665 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 6990 members Entering Unmasked Estep Score: -1093665.375000 Penalty: 4657.228516 Iteration 62Q: 3 clusters Score -1093665 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 6994 members Entering Unmasked Estep Score: -1093664.875000 Penalty: 4657.228516 Iteration 63Q: 3 clusters Score -1093665 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -1093668.000000 Penalty: 4657.228516 Iteration 64Q: 3 clusters Score -1093668 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -1093668.500000 Penalty: 4657.228516 Iteration 65Q: 3 clusters Score -1093668 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -1093669.000000 Penalty: 4657.228516 Iteration 66Q: 3 clusters Score -1093669 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 7017 members Entering Unmasked Estep Score: -1093670.875000 Penalty: 4657.228516 Iteration 67Q: 3 clusters Score -1093671 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4941 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -1093670.750000 Penalty: 4657.228516 Iteration 68Q: 3 clusters Score -1093671 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -1093672.375000 Penalty: 4657.228516 Iteration 69Q: 3 clusters Score -1093672 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -1093672.500000 Penalty: 4657.228516 Iteration 70Q: 3 clusters Score -1093672 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -1093671.250000 Penalty: 4657.228516 Iteration 71Q: 3 clusters Score -1093671 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 7036 members Entering Unmasked Estep Score: -1093672.250000 Penalty: 4657.228516 Iteration 72Q: 3 clusters Score -1093672 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -1093672.375000 Penalty: 4657.228516 Iteration 73Q: 3 clusters Score -1093672 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -1093671.375000 Penalty: 4657.228516 Iteration 74Q: 3 clusters Score -1093671 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -1093671.375000 Penalty: 4657.228516 Iteration 75F: 3 clusters Score -1093671 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Entering Unmasked Estep Score: -120321.500000 Penalty: 1800.086304 Iteration 0F: 2 clusters Score -120321.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -118082.117188 Penalty: 3600.172607 Iteration 0F: 3 clusters Score -118082.1 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -118447.484375 Penalty: 3600.172607 Iteration 1F: 3 clusters Score -118447.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -118539.273438 Penalty: 3600.172607 Iteration 2F: 3 clusters Score -118539.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -118597.492188 Penalty: 3600.172607 Iteration 3Q: 3 clusters Score -118597.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -118632.921875 Penalty: 3600.172607 Iteration 4Q: 3 clusters Score -118632.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -118650.492188 Penalty: 3600.172607 Iteration 5Q: 3 clusters Score -118650.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -118665.593750 Penalty: 3600.172607 Iteration 6Q: 3 clusters Score -118665.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -118676.382812 Penalty: 3600.172607 Iteration 7Q: 3 clusters Score -118676.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -118681.843750 Penalty: 3600.172607 Iteration 8Q: 3 clusters Score -118681.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -118687.648438 Penalty: 3600.172607 Iteration 9Q: 3 clusters Score -118687.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -118691.203125 Penalty: 3600.172607 Iteration 10Q: 3 clusters Score -118691.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -118695.054688 Penalty: 3600.172607 Iteration 11Q: 3 clusters Score -118695.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -118699.492188 Penalty: 3600.172607 Iteration 12Q: 3 clusters Score -118699.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -118702.648438 Penalty: 3600.172607 Iteration 13Q: 3 clusters Score -118702.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -118704.125000 Penalty: 3600.172607 Iteration 14Q: 3 clusters Score -118704.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -118707.734375 Penalty: 3600.172607 Iteration 15Q: 3 clusters Score -118707.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -118709.562500 Penalty: 3600.172607 Iteration 16Q: 3 clusters Score -118709.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -118712.523438 Penalty: 3600.172607 Iteration 17Q: 3 clusters Score -118712.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -118713.320312 Penalty: 3600.172607 Iteration 18Q: 3 clusters Score -118713.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -118714.367188 Penalty: 3600.172607 Iteration 19Q: 3 clusters Score -118714.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -118714.718750 Penalty: 3600.172607 Iteration 20F: 3 clusters Score -118714.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7296 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7296 members Entering Unmasked Estep Score: -658718.375000 Penalty: 2205.980225 Iteration 0F: 2 clusters Score -658718.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -652820.375000 Penalty: 4411.960449 Iteration 0F: 3 clusters Score -652820.4 nChanged 2900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -654382.375000 Penalty: 4411.960449 Iteration 1F: 3 clusters Score -654382.4 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -654721.750000 Penalty: 4411.960449 Iteration 2F: 3 clusters Score -654721.8 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -654972.625000 Penalty: 4411.960449 Iteration 3F: 3 clusters Score -654972.6 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -655196.187500 Penalty: 4411.960449 Iteration 4Q: 3 clusters Score -655196.2 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -655467.625000 Penalty: 4411.960449 Iteration 5Q: 3 clusters Score -655467.6 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -655758.562500 Penalty: 4411.960449 Iteration 6F: 3 clusters Score -655758.6 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -656102.125000 Penalty: 4411.960449 Iteration 7F: 3 clusters Score -656102.1 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -656450.625000 Penalty: 4411.960449 Iteration 8F: 3 clusters Score -656450.6 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -656726.375000 Penalty: 4411.960449 Iteration 9F: 3 clusters Score -656726.4 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -656923.000000 Penalty: 4411.960449 Iteration 10Q: 3 clusters Score -656923 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 5353 members Entering Unmasked Estep Score: -657063.000000 Penalty: 4411.960449 Iteration 11Q: 3 clusters Score -657063 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -657160.875000 Penalty: 4411.960449 Iteration 12Q: 3 clusters Score -657160.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -657224.875000 Penalty: 4411.960449 Iteration 13Q: 3 clusters Score -657224.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -657268.875000 Penalty: 4411.960449 Iteration 14Q: 3 clusters Score -657268.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -657300.250000 Penalty: 4411.960449 Iteration 15Q: 3 clusters Score -657300.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -657332.937500 Penalty: 4411.960449 Iteration 16Q: 3 clusters Score -657332.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 5776 members Entering Unmasked Estep Score: -657350.687500 Penalty: 4411.960449 Iteration 17Q: 3 clusters Score -657350.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -657365.375000 Penalty: 4411.960449 Iteration 18Q: 3 clusters Score -657365.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -657374.250000 Penalty: 4411.960449 Iteration 19Q: 3 clusters Score -657374.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -657388.000000 Penalty: 4411.960449 Iteration 20F: 3 clusters Score -657388 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 5875 members Entering Unmasked Estep Score: -657405.500000 Penalty: 4411.960449 Iteration 21Q: 3 clusters Score -657405.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -657423.125000 Penalty: 4411.960449 Iteration 22Q: 3 clusters Score -657423.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -657437.250000 Penalty: 4411.960449 Iteration 23Q: 3 clusters Score -657437.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 5941 members Entering Unmasked Estep Score: -657447.375000 Penalty: 4411.960449 Iteration 24Q: 3 clusters Score -657447.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 5953 members Entering Unmasked Estep Score: -657454.937500 Penalty: 4411.960449 Iteration 25Q: 3 clusters Score -657454.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -657458.250000 Penalty: 4411.960449 Iteration 26Q: 3 clusters Score -657458.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 5971 members Entering Unmasked Estep Score: -657458.312500 Penalty: 4411.960449 Iteration 27Q: 3 clusters Score -657458.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -657460.500000 Penalty: 4411.960449 Iteration 28Q: 3 clusters Score -657460.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 5980 members Entering Unmasked Estep Score: -657461.625000 Penalty: 4411.960449 Iteration 29Q: 3 clusters Score -657461.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 5987 members Entering Unmasked Estep Score: -657464.812500 Penalty: 4411.960449 Iteration 30Q: 3 clusters Score -657464.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 5996 members Entering Unmasked Estep Score: -657468.500000 Penalty: 4411.960449 Iteration 31Q: 3 clusters Score -657468.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -657469.687500 Penalty: 4411.960449 Iteration 32Q: 3 clusters Score -657469.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -657471.625000 Penalty: 4411.960449 Iteration 33Q: 3 clusters Score -657471.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 6014 members Entering Unmasked Estep Score: -657474.625000 Penalty: 4411.960449 Iteration 34Q: 3 clusters Score -657474.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -657476.250000 Penalty: 4411.960449 Iteration 35Q: 3 clusters Score -657476.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 6023 members Entering Unmasked Estep Score: -657479.625000 Penalty: 4411.960449 Iteration 36Q: 3 clusters Score -657479.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 6027 members Entering Unmasked Estep Score: -657481.437500 Penalty: 4411.960449 Iteration 37Q: 3 clusters Score -657481.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -657482.312500 Penalty: 4411.960449 Iteration 38Q: 3 clusters Score -657482.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -657482.937500 Penalty: 4411.960449 Iteration 39Q: 3 clusters Score -657482.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -657486.437500 Penalty: 4411.960449 Iteration 40F: 3 clusters Score -657486.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 6038 members Entering Unmasked Estep Score: -657486.000000 Penalty: 4411.960449 Iteration 41Q: 3 clusters Score -657486 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -657487.625000 Penalty: 4411.960449 Iteration 42Q: 3 clusters Score -657487.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -657488.562500 Penalty: 4411.960449 Iteration 43Q: 3 clusters Score -657488.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 6046 members Entering Unmasked Estep Score: -657489.500000 Penalty: 4411.960449 Iteration 44Q: 3 clusters Score -657489.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -657489.625000 Penalty: 4411.960449 Iteration 45Q: 3 clusters Score -657489.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 6048 members Entering Unmasked Estep Score: -657489.437500 Penalty: 4411.960449 Iteration 46Q: 3 clusters Score -657489.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 6048 members Entering Unmasked Estep Score: -657489.437500 Penalty: 4411.960449 Iteration 47F: 3 clusters Score -657489.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (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: -717196.562500 Penalty: 2251.445068 Iteration 0F: 2 clusters Score -717196.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -710334.375000 Penalty: 4502.890137 Iteration 0F: 3 clusters Score -710334.4 nChanged 3613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -712394.000000 Penalty: 4502.890137 Iteration 1F: 3 clusters Score -712394 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -712713.062500 Penalty: 4502.890137 Iteration 2F: 3 clusters Score -712713.1 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -712990.125000 Penalty: 4502.890137 Iteration 3F: 3 clusters Score -712990.1 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -713228.125000 Penalty: 4502.890137 Iteration 4Q: 3 clusters Score -713228.1 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -713447.125000 Penalty: 4502.890137 Iteration 5Q: 3 clusters Score -713447.1 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -713664.937500 Penalty: 4502.890137 Iteration 6Q: 3 clusters Score -713664.9 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -713864.250000 Penalty: 4502.890137 Iteration 7Q: 3 clusters Score -713864.2 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -714006.687500 Penalty: 4502.890137 Iteration 8Q: 3 clusters Score -714006.7 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -714115.937500 Penalty: 4502.890137 Iteration 9Q: 3 clusters Score -714115.9 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -714224.562500 Penalty: 4502.890137 Iteration 10Q: 3 clusters Score -714224.6 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -714326.125000 Penalty: 4502.890137 Iteration 11Q: 3 clusters Score -714326.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -714418.375000 Penalty: 4502.890137 Iteration 12Q: 3 clusters Score -714418.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -714476.375000 Penalty: 4502.890137 Iteration 13Q: 3 clusters Score -714476.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -714528.437500 Penalty: 4502.890137 Iteration 14Q: 3 clusters Score -714528.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -714582.562500 Penalty: 4502.890137 Iteration 15Q: 3 clusters Score -714582.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6140 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -714628.000000 Penalty: 4502.890137 Iteration 16Q: 3 clusters Score -714628 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6252 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -714678.875000 Penalty: 4502.890137 Iteration 17Q: 3 clusters Score -714678.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -714737.687500 Penalty: 4502.890137 Iteration 18Q: 3 clusters Score -714737.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6476 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -714802.937500 Penalty: 4502.890137 Iteration 19Q: 3 clusters Score -714802.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -714878.500000 Penalty: 4502.890137 Iteration 20F: 3 clusters Score -714878.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -714948.687500 Penalty: 4502.890137 Iteration 21Q: 3 clusters Score -714948.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6824 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -715003.750000 Penalty: 4502.890137 Iteration 22Q: 3 clusters Score -715003.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6914 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -715042.937500 Penalty: 4502.890137 Iteration 23Q: 3 clusters Score -715042.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6996 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -715089.312500 Penalty: 4502.890137 Iteration 24Q: 3 clusters Score -715089.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7062 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -715129.937500 Penalty: 4502.890137 Iteration 25Q: 3 clusters Score -715129.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7135 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -715174.500000 Penalty: 4502.890137 Iteration 26Q: 3 clusters Score -715174.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7186 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -715204.312500 Penalty: 4502.890137 Iteration 27Q: 3 clusters Score -715204.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7241 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -715242.125000 Penalty: 4502.890137 Iteration 28Q: 3 clusters Score -715242.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7295 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -715276.500000 Penalty: 4502.890137 Iteration 29Q: 3 clusters Score -715276.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -715312.750000 Penalty: 4502.890137 Iteration 30Q: 3 clusters Score -715312.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -715342.562500 Penalty: 4502.890137 Iteration 31Q: 3 clusters Score -715342.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -715370.875000 Penalty: 4502.890137 Iteration 32Q: 3 clusters Score -715370.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7463 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -715388.187500 Penalty: 4502.890137 Iteration 33Q: 3 clusters Score -715388.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7491 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -715407.187500 Penalty: 4502.890137 Iteration 34Q: 3 clusters Score -715407.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7520 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -715430.625000 Penalty: 4502.890137 Iteration 35Q: 3 clusters Score -715430.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7556 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -715449.937500 Penalty: 4502.890137 Iteration 36Q: 3 clusters Score -715449.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7582 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -715466.375000 Penalty: 4502.890137 Iteration 37Q: 3 clusters Score -715466.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7610 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -715481.312500 Penalty: 4502.890137 Iteration 38Q: 3 clusters Score -715481.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7627 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -715494.000000 Penalty: 4502.890137 Iteration 39Q: 3 clusters Score -715494 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7640 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -715498.375000 Penalty: 4502.890137 Iteration 40F: 3 clusters Score -715498.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -715504.375000 Penalty: 4502.890137 Iteration 41Q: 3 clusters Score -715504.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7667 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -715510.500000 Penalty: 4502.890137 Iteration 42Q: 3 clusters Score -715510.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7676 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -715513.812500 Penalty: 4502.890137 Iteration 43Q: 3 clusters Score -715513.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7681 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -715517.812500 Penalty: 4502.890137 Iteration 44Q: 3 clusters Score -715517.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7684 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -715517.562500 Penalty: 4502.890137 Iteration 45Q: 3 clusters Score -715517.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -715518.000000 Penalty: 4502.890137 Iteration 46Q: 3 clusters Score -715518 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -715518.000000 Penalty: 4502.890137 Iteration 47F: 3 clusters Score -715518 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9962 members Entering Unmasked Estep Score: -921697.875000 Penalty: 2283.220215 Iteration 0F: 2 clusters Score -921697.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -914098.750000 Penalty: 4566.440430 Iteration 0F: 3 clusters Score -914098.8 nChanged 4151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -916365.062500 Penalty: 4566.440430 Iteration 1F: 3 clusters Score -916365.1 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 5234 members Entering Unmasked Estep Score: -916699.937500 Penalty: 4566.440430 Iteration 2F: 3 clusters Score -916699.9 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -916994.750000 Penalty: 4566.440430 Iteration 3F: 3 clusters Score -916994.8 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -917216.937500 Penalty: 4566.440430 Iteration 4Q: 3 clusters Score -917216.9 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -917406.437500 Penalty: 4566.440430 Iteration 5Q: 3 clusters Score -917406.4 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -917585.687500 Penalty: 4566.440430 Iteration 6Q: 3 clusters Score -917585.7 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -917743.125000 Penalty: 4566.440430 Iteration 7Q: 3 clusters Score -917743.1 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -917931.062500 Penalty: 4566.440430 Iteration 8Q: 3 clusters Score -917931.1 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -918111.687500 Penalty: 4566.440430 Iteration 9Q: 3 clusters Score -918111.7 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -918265.875000 Penalty: 4566.440430 Iteration 10Q: 3 clusters Score -918265.9 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 4754 members Entering Unmasked Estep Score: -918410.437500 Penalty: 4566.440430 Iteration 11Q: 3 clusters Score -918410.4 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -918540.562500 Penalty: 4566.440430 Iteration 12Q: 3 clusters Score -918540.6 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -918650.375000 Penalty: 4566.440430 Iteration 13Q: 3 clusters Score -918650.4 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -918743.187500 Penalty: 4566.440430 Iteration 14Q: 3 clusters Score -918743.2 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -918827.625000 Penalty: 4566.440430 Iteration 15Q: 3 clusters Score -918827.6 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -918904.187500 Penalty: 4566.440430 Iteration 16Q: 3 clusters Score -918904.2 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6178 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -918990.437500 Penalty: 4566.440430 Iteration 17Q: 3 clusters Score -918990.4 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -919064.000000 Penalty: 4566.440430 Iteration 18Q: 3 clusters Score -919064 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6528 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -919137.937500 Penalty: 4566.440430 Iteration 19Q: 3 clusters Score -919137.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6696 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -919204.500000 Penalty: 4566.440430 Iteration 20F: 3 clusters Score -919204.5 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -919284.250000 Penalty: 4566.440430 Iteration 21Q: 3 clusters Score -919284.2 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7080 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -919386.437500 Penalty: 4566.440430 Iteration 22Q: 3 clusters Score -919386.4 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -919505.750000 Penalty: 4566.440430 Iteration 23Q: 3 clusters Score -919505.8 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7527 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -919636.875000 Penalty: 4566.440430 Iteration 24Q: 3 clusters Score -919636.9 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7752 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -919772.500000 Penalty: 4566.440430 Iteration 25Q: 3 clusters Score -919772.5 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7985 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -919939.312500 Penalty: 4566.440430 Iteration 26Q: 3 clusters Score -919939.3 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8218 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -920108.875000 Penalty: 4566.440430 Iteration 27Q: 3 clusters Score -920108.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8447 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -920271.500000 Penalty: 4566.440430 Iteration 28Q: 3 clusters Score -920271.5 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8645 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -920404.000000 Penalty: 4566.440430 Iteration 29Q: 3 clusters Score -920404 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8790 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -920499.875000 Penalty: 4566.440430 Iteration 30Q: 3 clusters Score -920499.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8913 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -920578.687500 Penalty: 4566.440430 Iteration 31Q: 3 clusters Score -920578.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8998 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -920632.187500 Penalty: 4566.440430 Iteration 32Q: 3 clusters Score -920632.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9051 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -920667.687500 Penalty: 4566.440430 Iteration 33Q: 3 clusters Score -920667.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9090 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -920693.000000 Penalty: 4566.440430 Iteration 34Q: 3 clusters Score -920693 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9114 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -920705.125000 Penalty: 4566.440430 Iteration 35Q: 3 clusters Score -920705.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9132 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -920714.500000 Penalty: 4566.440430 Iteration 36Q: 3 clusters Score -920714.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9145 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -920718.312500 Penalty: 4566.440430 Iteration 37Q: 3 clusters Score -920718.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9152 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -920721.375000 Penalty: 4566.440430 Iteration 38Q: 3 clusters Score -920721.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9153 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -920721.187500 Penalty: 4566.440430 Iteration 39Q: 3 clusters Score -920721.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9155 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -920723.250000 Penalty: 4566.440430 Iteration 40F: 3 clusters Score -920723.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9157 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -920724.687500 Penalty: 4566.440430 Iteration 41Q: 3 clusters Score -920724.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9158 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -920725.062500 Penalty: 4566.440430 Iteration 42Q: 3 clusters Score -920725.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9159 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -920724.937500 Penalty: 4566.440430 Iteration 43Q: 3 clusters Score -920724.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9161 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -920726.187500 Penalty: 4566.440430 Iteration 44Q: 3 clusters Score -920726.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9164 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -920730.062500 Penalty: 4566.440430 Iteration 45Q: 3 clusters Score -920730.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9168 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -920729.812500 Penalty: 4566.440430 Iteration 46Q: 3 clusters Score -920729.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9172 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -920729.875000 Penalty: 4566.440430 Iteration 47Q: 3 clusters Score -920729.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9177 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -920735.875000 Penalty: 4566.440430 Iteration 48Q: 3 clusters Score -920735.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9181 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -920736.687500 Penalty: 4566.440430 Iteration 49Q: 3 clusters Score -920736.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9183 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -920736.750000 Penalty: 4566.440430 Iteration 50Q: 3 clusters Score -920736.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9184 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -920735.562500 Penalty: 4566.440430 Iteration 51Q: 3 clusters Score -920735.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9187 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -920737.750000 Penalty: 4566.440430 Iteration 52Q: 3 clusters Score -920737.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9193 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -920741.187500 Penalty: 4566.440430 Iteration 53Q: 3 clusters Score -920741.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9196 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -920742.000000 Penalty: 4566.440430 Iteration 54Q: 3 clusters Score -920742 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9197 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -920741.312500 Penalty: 4566.440430 Iteration 55Q: 3 clusters Score -920741.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9198 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -920742.562500 Penalty: 4566.440430 Iteration 56Q: 3 clusters Score -920742.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9198 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -920742.562500 Penalty: 4566.440430 Iteration 57F: 3 clusters Score -920742.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Entering Unmasked Estep Score: -61034.882812 Penalty: 1629.231323 Iteration 0F: 2 clusters Score -61034.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -59325.968750 Penalty: 3258.462646 Iteration 0F: 3 clusters Score -59325.97 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -59543.425781 Penalty: 3258.462646 Iteration 1F: 3 clusters Score -59543.43 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -59599.457031 Penalty: 3258.462646 Iteration 2F: 3 clusters Score -59599.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -59610.699219 Penalty: 3258.462646 Iteration 3Q: 3 clusters Score -59610.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -59613.308594 Penalty: 3258.462646 Iteration 4Q: 3 clusters Score -59613.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -59613.308594 Penalty: 3258.462646 Iteration 5F: 3 clusters Score -59613.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (315209 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315209 members Entering Unmasked Estep Score: -28728780.000000 Penalty: 3139.926025 Iteration 0F: 2 clusters Score -2.872878e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157418 members Mstep: Class 2 contains 157791 members Entering Unmasked Estep Score: -28517672.000000 Penalty: 6279.852051 Iteration 0F: 3 clusters Score -2.851767e+07 nChanged 152630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153908 members Mstep: Class 2 contains 161301 members Entering Unmasked Estep Score: -28607234.000000 Penalty: 6279.852051 Iteration 1F: 3 clusters Score -2.860723e+07 nChanged 7730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151284 members Mstep: Class 2 contains 163925 members Entering Unmasked Estep Score: -28608626.000000 Penalty: 6279.852051 Iteration 2Q: 3 clusters Score -2.860863e+07 nChanged 8832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146766 members Mstep: Class 2 contains 168443 members Entering Unmasked Estep Score: -28610602.000000 Penalty: 6279.852051 Iteration 3Q: 3 clusters Score -2.86106e+07 nChanged 10968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139424 members Mstep: Class 2 contains 175785 members Entering Unmasked Estep Score: -28613962.000000 Penalty: 6279.852051 Iteration 4Q: 3 clusters Score -2.861396e+07 nChanged 14754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127816 members Mstep: Class 2 contains 187393 members Entering Unmasked Estep Score: -28620194.000000 Penalty: 6279.852051 Iteration 5Q: 3 clusters Score -2.862019e+07 nChanged 20085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110415 members Mstep: Class 2 contains 204794 members Entering Unmasked Estep Score: -28632416.000000 Penalty: 6279.852051 Iteration 6F: 3 clusters Score -2.863242e+07 nChanged 24932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87641 members Mstep: Class 2 contains 227568 members Entering Unmasked Estep Score: -28651434.000000 Penalty: 6279.852051 Iteration 7F: 3 clusters Score -2.865143e+07 nChanged 26202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62809 members Mstep: Class 2 contains 252400 members Entering Unmasked Estep Score: -28673918.000000 Penalty: 6279.852051 Iteration 8F: 3 clusters Score -2.867392e+07 nChanged 22325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41080 members Mstep: Class 2 contains 274129 members Entering Unmasked Estep Score: -28693560.000000 Penalty: 6279.852051 Iteration 9F: 3 clusters Score -2.869356e+07 nChanged 15741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25483 members Mstep: Class 2 contains 289726 members Entering Unmasked Estep Score: -28707102.000000 Penalty: 6279.852051 Iteration 10Q: 3 clusters Score -2.87071e+07 nChanged 10359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15148 members Mstep: Class 2 contains 300061 members Entering Unmasked Estep Score: -28715738.000000 Penalty: 6279.852051 Iteration 11Q: 3 clusters Score -2.871574e+07 nChanged 6511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8651 members Mstep: Class 2 contains 306558 members Entering Unmasked Estep Score: -28720604.000000 Penalty: 6279.852051 Iteration 12Q: 3 clusters Score -2.87206e+07 nChanged 3785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 310341 members Entering Unmasked Estep Score: -28723340.000000 Penalty: 6279.852051 Iteration 13Q: 3 clusters Score -2.872334e+07 nChanged 2063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 312396 members Entering Unmasked Estep Score: -28724860.000000 Penalty: 6279.852051 Iteration 14Q: 3 clusters Score -2.872486e+07 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 313384 members Entering Unmasked Estep Score: -28725472.000000 Penalty: 6279.852051 Iteration 15Q: 3 clusters Score -2.872547e+07 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 313867 members Entering Unmasked Estep Score: -28725826.000000 Penalty: 6279.852051 Iteration 16Q: 3 clusters Score -2.872583e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 314101 members Entering Unmasked Estep Score: -28726142.000000 Penalty: 6279.852051 Iteration 17Q: 3 clusters Score -2.872614e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 314199 members Entering Unmasked Estep Score: -28726410.000000 Penalty: 6279.852051 Iteration 18Q: 3 clusters Score -2.872641e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 314220 members Entering Unmasked Estep Score: -28726722.000000 Penalty: 6279.852051 Iteration 19Q: 3 clusters Score -2.872672e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 314191 members Entering Unmasked Estep Score: -28726966.000000 Penalty: 6279.852051 Iteration 20F: 3 clusters Score -2.872697e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 314120 members Entering Unmasked Estep Score: -28727052.000000 Penalty: 6279.852051 Iteration 21Q: 3 clusters Score -2.872705e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 314048 members Entering Unmasked Estep Score: -28727156.000000 Penalty: 6279.852051 Iteration 22Q: 3 clusters Score -2.872716e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 313995 members Entering Unmasked Estep Score: -28727244.000000 Penalty: 6279.852051 Iteration 23Q: 3 clusters Score -2.872724e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 313941 members Entering Unmasked Estep Score: -28727286.000000 Penalty: 6279.852051 Iteration 24Q: 3 clusters Score -2.872729e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 313908 members Entering Unmasked Estep Score: -28727264.000000 Penalty: 6279.852051 Iteration 25Q: 3 clusters Score -2.872726e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 313883 members Entering Unmasked Estep Score: -28727288.000000 Penalty: 6279.852051 Iteration 26Q: 3 clusters Score -2.872729e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 313862 members Entering Unmasked Estep Score: -28727322.000000 Penalty: 6279.852051 Iteration 27Q: 3 clusters Score -2.872732e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 313839 members Entering Unmasked Estep Score: -28727322.000000 Penalty: 6279.852051 Iteration 28Q: 3 clusters Score -2.872732e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 313816 members Entering Unmasked Estep Score: -28727368.000000 Penalty: 6279.852051 Iteration 29Q: 3 clusters Score -2.872737e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 313792 members Entering Unmasked Estep Score: -28727390.000000 Penalty: 6279.852051 Iteration 30Q: 3 clusters Score -2.872739e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 313780 members Entering Unmasked Estep Score: -28727408.000000 Penalty: 6279.852051 Iteration 31Q: 3 clusters Score -2.872741e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 313762 members Entering Unmasked Estep Score: -28727434.000000 Penalty: 6279.852051 Iteration 32Q: 3 clusters Score -2.872743e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 313733 members Entering Unmasked Estep Score: -28727410.000000 Penalty: 6279.852051 Iteration 33Q: 3 clusters Score -2.872741e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 313703 members Entering Unmasked Estep Score: -28727462.000000 Penalty: 6279.852051 Iteration 34Q: 3 clusters Score -2.872746e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 313679 members Entering Unmasked Estep Score: -28727486.000000 Penalty: 6279.852051 Iteration 35Q: 3 clusters Score -2.872749e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 313664 members Entering Unmasked Estep Score: -28727512.000000 Penalty: 6279.852051 Iteration 36Q: 3 clusters Score -2.872751e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 313656 members Entering Unmasked Estep Score: -28727538.000000 Penalty: 6279.852051 Iteration 37Q: 3 clusters Score -2.872754e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 313654 members Entering Unmasked Estep Score: -28727532.000000 Penalty: 6279.852051 Iteration 38Q: 3 clusters Score -2.872753e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 313644 members Entering Unmasked Estep Score: -28727540.000000 Penalty: 6279.852051 Iteration 39Q: 3 clusters Score -2.872754e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 313636 members Entering Unmasked Estep Score: -28727570.000000 Penalty: 6279.852051 Iteration 40F: 3 clusters Score -2.872757e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 313629 members Entering Unmasked Estep Score: -28727560.000000 Penalty: 6279.852051 Iteration 41Q: 3 clusters Score -2.872756e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 313620 members Entering Unmasked Estep Score: -28727574.000000 Penalty: 6279.852051 Iteration 42Q: 3 clusters Score -2.872757e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 313601 members Entering Unmasked Estep Score: -28727606.000000 Penalty: 6279.852051 Iteration 43Q: 3 clusters Score -2.872761e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 313582 members Entering Unmasked Estep Score: -28727570.000000 Penalty: 6279.852051 Iteration 44Q: 3 clusters Score -2.872757e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 313569 members Entering Unmasked Estep Score: -28727590.000000 Penalty: 6279.852051 Iteration 45Q: 3 clusters Score -2.872759e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 313553 members Entering Unmasked Estep Score: -28727592.000000 Penalty: 6279.852051 Iteration 46Q: 3 clusters Score -2.872759e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 313539 members Entering Unmasked Estep Score: -28727596.000000 Penalty: 6279.852051 Iteration 47Q: 3 clusters Score -2.87276e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 313526 members Entering Unmasked Estep Score: -28727608.000000 Penalty: 6279.852051 Iteration 48Q: 3 clusters Score -2.872761e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 313518 members Entering Unmasked Estep Score: -28727608.000000 Penalty: 6279.852051 Iteration 49Q: 3 clusters Score -2.872761e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 313509 members Entering Unmasked Estep Score: -28727638.000000 Penalty: 6279.852051 Iteration 50Q: 3 clusters Score -2.872764e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 313503 members Entering Unmasked Estep Score: -28727634.000000 Penalty: 6279.852051 Iteration 51Q: 3 clusters Score -2.872763e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 313498 members Entering Unmasked Estep Score: -28727624.000000 Penalty: 6279.852051 Iteration 52Q: 3 clusters Score -2.872762e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 313493 members Entering Unmasked Estep Score: -28727638.000000 Penalty: 6279.852051 Iteration 53Q: 3 clusters Score -2.872764e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 313484 members Entering Unmasked Estep Score: -28727628.000000 Penalty: 6279.852051 Iteration 54Q: 3 clusters Score -2.872763e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 313480 members Entering Unmasked Estep Score: -28727620.000000 Penalty: 6279.852051 Iteration 55Q: 3 clusters Score -2.872762e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 313478 members Entering Unmasked Estep Score: -28727624.000000 Penalty: 6279.852051 Iteration 56Q: 3 clusters Score -2.872762e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 313477 members Entering Unmasked Estep Score: -28727630.000000 Penalty: 6279.852051 Iteration 57Q: 3 clusters Score -2.872763e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 313474 members Entering Unmasked Estep Score: -28727612.000000 Penalty: 6279.852051 Iteration 58Q: 3 clusters Score -2.872761e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 313472 members Entering Unmasked Estep Score: -28727610.000000 Penalty: 6279.852051 Iteration 59Q: 3 clusters Score -2.872761e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 313470 members Entering Unmasked Estep Score: -28727614.000000 Penalty: 6279.852051 Iteration 60F: 3 clusters Score -2.872761e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 313469 members Entering Unmasked Estep Score: -28727624.000000 Penalty: 6279.852051 Iteration 61Q: 3 clusters Score -2.872762e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 313468 members Entering Unmasked Estep Score: -28727616.000000 Penalty: 6279.852051 Iteration 62Q: 3 clusters Score -2.872762e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 313465 members Entering Unmasked Estep Score: -28727628.000000 Penalty: 6279.852051 Iteration 63Q: 3 clusters Score -2.872763e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 313463 members Entering Unmasked Estep Score: -28727620.000000 Penalty: 6279.852051 Iteration 64Q: 3 clusters Score -2.872762e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 313463 members Entering Unmasked Estep Score: -28727620.000000 Penalty: 6279.852051 Iteration 65F: 3 clusters Score -2.872762e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (8762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8762 members Entering Unmasked Estep Score: -746210.750000 Penalty: 2251.388428 Iteration 0F: 2 clusters Score -746210.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -739398.125000 Penalty: 4502.776855 Iteration 0F: 3 clusters Score -739398.1 nChanged 3514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -741229.000000 Penalty: 4502.776855 Iteration 1F: 3 clusters Score -741229 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -741513.937500 Penalty: 4502.776855 Iteration 2F: 3 clusters Score -741513.9 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -741726.937500 Penalty: 4502.776855 Iteration 3F: 3 clusters Score -741726.9 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 5296 members Entering Unmasked Estep Score: -741953.062500 Penalty: 4502.776855 Iteration 4Q: 3 clusters Score -741953.1 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 5530 members Entering Unmasked Estep Score: -742157.312500 Penalty: 4502.776855 Iteration 5Q: 3 clusters Score -742157.3 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -742384.062500 Penalty: 4502.776855 Iteration 6Q: 3 clusters Score -742384.1 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -742623.125000 Penalty: 4502.776855 Iteration 7Q: 3 clusters Score -742623.1 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 6405 members Entering Unmasked Estep Score: -742916.875000 Penalty: 4502.776855 Iteration 8Q: 3 clusters Score -742916.9 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -743213.250000 Penalty: 4502.776855 Iteration 9Q: 3 clusters Score -743213.2 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 7002 members Entering Unmasked Estep Score: -743480.625000 Penalty: 4502.776855 Iteration 10Q: 3 clusters Score -743480.6 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 7218 members Entering Unmasked Estep Score: -743692.750000 Penalty: 4502.776855 Iteration 11Q: 3 clusters Score -743692.8 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 7401 members Entering Unmasked Estep Score: -743863.125000 Penalty: 4502.776855 Iteration 12Q: 3 clusters Score -743863.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 7550 members Entering Unmasked Estep Score: -743994.125000 Penalty: 4502.776855 Iteration 13Q: 3 clusters Score -743994.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 7649 members Entering Unmasked Estep Score: -744076.250000 Penalty: 4502.776855 Iteration 14Q: 3 clusters Score -744076.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 7734 members Entering Unmasked Estep Score: -744132.375000 Penalty: 4502.776855 Iteration 15Q: 3 clusters Score -744132.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 7785 members Entering Unmasked Estep Score: -744164.000000 Penalty: 4502.776855 Iteration 16Q: 3 clusters Score -744164 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 7822 members Entering Unmasked Estep Score: -744187.062500 Penalty: 4502.776855 Iteration 17Q: 3 clusters Score -744187.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 7853 members Entering Unmasked Estep Score: -744208.187500 Penalty: 4502.776855 Iteration 18Q: 3 clusters Score -744208.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 7884 members Entering Unmasked Estep Score: -744227.312500 Penalty: 4502.776855 Iteration 19Q: 3 clusters Score -744227.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 7905 members Entering Unmasked Estep Score: -744239.312500 Penalty: 4502.776855 Iteration 20F: 3 clusters Score -744239.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -744254.125000 Penalty: 4502.776855 Iteration 21Q: 3 clusters Score -744254.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 7952 members Entering Unmasked Estep Score: -744265.062500 Penalty: 4502.776855 Iteration 22Q: 3 clusters Score -744265.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 7975 members Entering Unmasked Estep Score: -744275.000000 Penalty: 4502.776855 Iteration 23Q: 3 clusters Score -744275 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -744288.187500 Penalty: 4502.776855 Iteration 24Q: 3 clusters Score -744288.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 8002 members Entering Unmasked Estep Score: -744304.187500 Penalty: 4502.776855 Iteration 25Q: 3 clusters Score -744304.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 8014 members Entering Unmasked Estep Score: -744312.437500 Penalty: 4502.776855 Iteration 26Q: 3 clusters Score -744312.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 8027 members Entering Unmasked Estep Score: -744324.875000 Penalty: 4502.776855 Iteration 27Q: 3 clusters Score -744324.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 8042 members Entering Unmasked Estep Score: -744340.562500 Penalty: 4502.776855 Iteration 28Q: 3 clusters Score -744340.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 8059 members Entering Unmasked Estep Score: -744349.375000 Penalty: 4502.776855 Iteration 29Q: 3 clusters Score -744349.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 8073 members Entering Unmasked Estep Score: -744359.812500 Penalty: 4502.776855 Iteration 30Q: 3 clusters Score -744359.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 8087 members Entering Unmasked Estep Score: -744366.937500 Penalty: 4502.776855 Iteration 31Q: 3 clusters Score -744366.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -744373.812500 Penalty: 4502.776855 Iteration 32Q: 3 clusters Score -744373.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 8103 members Entering Unmasked Estep Score: -744378.062500 Penalty: 4502.776855 Iteration 33Q: 3 clusters Score -744378.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 8109 members Entering Unmasked Estep Score: -744381.937500 Penalty: 4502.776855 Iteration 34Q: 3 clusters Score -744381.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 8112 members Entering Unmasked Estep Score: -744381.375000 Penalty: 4502.776855 Iteration 35Q: 3 clusters Score -744381.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 8114 members Entering Unmasked Estep Score: -744383.312500 Penalty: 4502.776855 Iteration 36Q: 3 clusters Score -744383.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 8118 members Entering Unmasked Estep Score: -744384.687500 Penalty: 4502.776855 Iteration 37Q: 3 clusters Score -744384.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 8120 members Entering Unmasked Estep Score: -744387.875000 Penalty: 4502.776855 Iteration 38Q: 3 clusters Score -744387.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 8121 members Entering Unmasked Estep Score: -744391.625000 Penalty: 4502.776855 Iteration 39Q: 3 clusters Score -744391.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 8122 members Entering Unmasked Estep Score: -744391.312500 Penalty: 4502.776855 Iteration 40F: 3 clusters Score -744391.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -744392.500000 Penalty: 4502.776855 Iteration 41Q: 3 clusters Score -744392.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 8125 members Entering Unmasked Estep Score: -744391.312500 Penalty: 4502.776855 Iteration 42Q: 3 clusters Score -744391.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 8123 members Entering Unmasked Estep Score: -744393.687500 Penalty: 4502.776855 Iteration 43Q: 3 clusters Score -744393.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 8122 members Entering Unmasked Estep Score: -744394.062500 Penalty: 4502.776855 Iteration 44Q: 3 clusters Score -744394.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 8123 members Entering Unmasked Estep Score: -744395.687500 Penalty: 4502.776855 Iteration 45Q: 3 clusters Score -744395.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 8125 members Entering Unmasked Estep Score: -744397.375000 Penalty: 4502.776855 Iteration 46Q: 3 clusters Score -744397.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 8128 members Entering Unmasked Estep Score: -744397.750000 Penalty: 4502.776855 Iteration 47Q: 3 clusters Score -744397.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 8128 members Entering Unmasked Estep Score: -744397.750000 Penalty: 4502.776855 Iteration 48F: 3 clusters Score -744397.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Entering Unmasked Estep Score: -311843.031250 Penalty: 2036.985840 Iteration 0F: 2 clusters Score -311843 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -308091.250000 Penalty: 4073.971680 Iteration 0F: 3 clusters Score -308091.2 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -308884.187500 Penalty: 4073.971680 Iteration 1F: 3 clusters Score -308884.2 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -309054.093750 Penalty: 4073.971680 Iteration 2F: 3 clusters Score -309054.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -309158.593750 Penalty: 4073.971680 Iteration 3Q: 3 clusters Score -309158.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -309237.843750 Penalty: 4073.971680 Iteration 4Q: 3 clusters Score -309237.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -309304.750000 Penalty: 4073.971680 Iteration 5Q: 3 clusters Score -309304.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -309356.343750 Penalty: 4073.971680 Iteration 6Q: 3 clusters Score -309356.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -309409.468750 Penalty: 4073.971680 Iteration 7Q: 3 clusters Score -309409.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -309450.656250 Penalty: 4073.971680 Iteration 8Q: 3 clusters Score -309450.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -309486.875000 Penalty: 4073.971680 Iteration 9Q: 3 clusters Score -309486.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -309527.781250 Penalty: 4073.971680 Iteration 10Q: 3 clusters Score -309527.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -309566.531250 Penalty: 4073.971680 Iteration 11Q: 3 clusters Score -309566.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -309592.406250 Penalty: 4073.971680 Iteration 12Q: 3 clusters Score -309592.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -309618.187500 Penalty: 4073.971680 Iteration 13Q: 3 clusters Score -309618.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -309648.187500 Penalty: 4073.971680 Iteration 14Q: 3 clusters Score -309648.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -309677.156250 Penalty: 4073.971680 Iteration 15Q: 3 clusters Score -309677.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -309706.843750 Penalty: 4073.971680 Iteration 16Q: 3 clusters Score -309706.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -309737.718750 Penalty: 4073.971680 Iteration 17Q: 3 clusters Score -309737.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -309765.375000 Penalty: 4073.971680 Iteration 18Q: 3 clusters Score -309765.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -309802.562500 Penalty: 4073.971680 Iteration 19Q: 3 clusters Score -309802.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -309844.437500 Penalty: 4073.971680 Iteration 20F: 3 clusters Score -309844.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -309885.937500 Penalty: 4073.971680 Iteration 21Q: 3 clusters Score -309885.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -309931.875000 Penalty: 4073.971680 Iteration 22Q: 3 clusters Score -309931.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -309971.187500 Penalty: 4073.971680 Iteration 23Q: 3 clusters Score -309971.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -310023.375000 Penalty: 4073.971680 Iteration 24Q: 3 clusters Score -310023.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -310084.031250 Penalty: 4073.971680 Iteration 25Q: 3 clusters Score -310084 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -310148.718750 Penalty: 4073.971680 Iteration 26Q: 3 clusters Score -310148.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -310203.250000 Penalty: 4073.971680 Iteration 27Q: 3 clusters Score -310203.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -310253.812500 Penalty: 4073.971680 Iteration 28Q: 3 clusters Score -310253.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -310291.968750 Penalty: 4073.971680 Iteration 29Q: 3 clusters Score -310292 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -310327.062500 Penalty: 4073.971680 Iteration 30Q: 3 clusters Score -310327.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -310351.562500 Penalty: 4073.971680 Iteration 31Q: 3 clusters Score -310351.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -310375.000000 Penalty: 4073.971680 Iteration 32Q: 3 clusters Score -310375 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -310402.843750 Penalty: 4073.971680 Iteration 33Q: 3 clusters Score -310402.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -310434.000000 Penalty: 4073.971680 Iteration 34Q: 3 clusters Score -310434 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -310458.437500 Penalty: 4073.971680 Iteration 35Q: 3 clusters Score -310458.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -310478.125000 Penalty: 4073.971680 Iteration 36Q: 3 clusters Score -310478.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -310494.750000 Penalty: 4073.971680 Iteration 37Q: 3 clusters Score -310494.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -310509.218750 Penalty: 4073.971680 Iteration 38Q: 3 clusters Score -310509.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -310522.687500 Penalty: 4073.971680 Iteration 39Q: 3 clusters Score -310522.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -310536.406250 Penalty: 4073.971680 Iteration 40F: 3 clusters Score -310536.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -310545.406250 Penalty: 4073.971680 Iteration 41Q: 3 clusters Score -310545.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -310552.906250 Penalty: 4073.971680 Iteration 42Q: 3 clusters Score -310552.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -310559.593750 Penalty: 4073.971680 Iteration 43Q: 3 clusters Score -310559.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -310565.468750 Penalty: 4073.971680 Iteration 44Q: 3 clusters Score -310565.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -310575.656250 Penalty: 4073.971680 Iteration 45Q: 3 clusters Score -310575.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -310583.062500 Penalty: 4073.971680 Iteration 46Q: 3 clusters Score -310583.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -310590.718750 Penalty: 4073.971680 Iteration 47Q: 3 clusters Score -310590.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -310598.500000 Penalty: 4073.971680 Iteration 48Q: 3 clusters Score -310598.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -310609.343750 Penalty: 4073.971680 Iteration 49Q: 3 clusters Score -310609.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -310618.812500 Penalty: 4073.971680 Iteration 50Q: 3 clusters Score -310618.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -310627.031250 Penalty: 4073.971680 Iteration 51Q: 3 clusters Score -310627 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -310635.406250 Penalty: 4073.971680 Iteration 52Q: 3 clusters Score -310635.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -310651.687500 Penalty: 4073.971680 Iteration 53Q: 3 clusters Score -310651.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -310670.375000 Penalty: 4073.971680 Iteration 54Q: 3 clusters Score -310670.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -310684.718750 Penalty: 4073.971680 Iteration 55Q: 3 clusters Score -310684.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -310694.281250 Penalty: 4073.971680 Iteration 56Q: 3 clusters Score -310694.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -310703.562500 Penalty: 4073.971680 Iteration 57Q: 3 clusters Score -310703.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -310711.875000 Penalty: 4073.971680 Iteration 58Q: 3 clusters Score -310711.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -310715.687500 Penalty: 4073.971680 Iteration 59Q: 3 clusters Score -310715.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -310720.218750 Penalty: 4073.971680 Iteration 60F: 3 clusters Score -310720.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -310723.031250 Penalty: 4073.971680 Iteration 61Q: 3 clusters Score -310723 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -310724.343750 Penalty: 4073.971680 Iteration 62Q: 3 clusters Score -310724.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -310724.250000 Penalty: 4073.971680 Iteration 63Q: 3 clusters Score -310724.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -310724.437500 Penalty: 4073.971680 Iteration 64Q: 3 clusters Score -310724.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -310726.781250 Penalty: 4073.971680 Iteration 65Q: 3 clusters Score -310726.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -310728.375000 Penalty: 4073.971680 Iteration 66Q: 3 clusters Score -310728.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -310729.562500 Penalty: 4073.971680 Iteration 67Q: 3 clusters Score -310729.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -310730.187500 Penalty: 4073.971680 Iteration 68Q: 3 clusters Score -310730.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -310730.843750 Penalty: 4073.971680 Iteration 69Q: 3 clusters Score -310730.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -310731.562500 Penalty: 4073.971680 Iteration 70Q: 3 clusters Score -310731.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -310732.687500 Penalty: 4073.971680 Iteration 71Q: 3 clusters Score -310732.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -310733.375000 Penalty: 4073.971680 Iteration 72Q: 3 clusters Score -310733.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -310733.375000 Penalty: 4073.971680 Iteration 73F: 3 clusters Score -310733.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -25282.414062 Penalty: 1486.502441 Iteration 0F: 2 clusters Score -25282.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -24029.554688 Penalty: 2973.004883 Iteration 0F: 3 clusters Score -24029.55 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -24329.011719 Penalty: 2973.004883 Iteration 1F: 3 clusters Score -24329.01 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -24386.589844 Penalty: 2973.004883 Iteration 2Q: 3 clusters Score -24386.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -24416.986328 Penalty: 2973.004883 Iteration 3Q: 3 clusters Score -24416.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -24448.980469 Penalty: 2973.004883 Iteration 4Q: 3 clusters Score -24448.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -24463.982422 Penalty: 2973.004883 Iteration 5Q: 3 clusters Score -24463.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -24482.023438 Penalty: 2973.004883 Iteration 6Q: 3 clusters Score -24482.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -24497.548828 Penalty: 2973.004883 Iteration 7Q: 3 clusters Score -24497.55 nChanged 2 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: -24501.308594 Penalty: 2973.004883 Iteration 8Q: 3 clusters Score -24501.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -24507.923828 Penalty: 2973.004883 Iteration 9Q: 3 clusters Score -24507.92 nChanged 3 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: -24512.224609 Penalty: 2973.004883 Iteration 10Q: 3 clusters Score -24512.22 nChanged 5 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: -24520.283203 Penalty: 2973.004883 Iteration 11Q: 3 clusters Score -24520.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -24545.455078 Penalty: 2973.004883 Iteration 12Q: 3 clusters Score -24545.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -24557.148438 Penalty: 2973.004883 Iteration 13Q: 3 clusters Score -24557.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -24568.044922 Penalty: 2973.004883 Iteration 14Q: 3 clusters Score -24568.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -24573.734375 Penalty: 2973.004883 Iteration 15Q: 3 clusters Score -24573.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -24601.521484 Penalty: 2973.004883 Iteration 16Q: 3 clusters Score -24601.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -24630.976562 Penalty: 2973.004883 Iteration 17Q: 3 clusters Score -24630.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -24662.255859 Penalty: 2973.004883 Iteration 18Q: 3 clusters Score -24662.26 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -24743.521484 Penalty: 2973.004883 Iteration 19Q: 3 clusters Score -24743.52 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -24792.435547 Penalty: 2973.004883 Iteration 20F: 3 clusters Score -24792.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -24840.146484 Penalty: 2973.004883 Iteration 21Q: 3 clusters Score -24840.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -24882.927734 Penalty: 2973.004883 Iteration 22Q: 3 clusters Score -24882.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -24902.464844 Penalty: 2973.004883 Iteration 23Q: 3 clusters Score -24902.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -24911.703125 Penalty: 2973.004883 Iteration 24Q: 3 clusters Score -24911.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -24913.529297 Penalty: 2973.004883 Iteration 25Q: 3 clusters Score -24913.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -24913.529297 Penalty: 2973.004883 Iteration 26F: 3 clusters Score -24913.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (7489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7489 members Entering Unmasked Estep Score: -686514.000000 Penalty: 2212.455078 Iteration 0F: 2 clusters Score -686514 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -680391.562500 Penalty: 4424.910156 Iteration 0F: 3 clusters Score -680391.6 nChanged 3063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -682238.312500 Penalty: 4424.910156 Iteration 1F: 3 clusters Score -682238.3 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -682805.437500 Penalty: 4424.910156 Iteration 2F: 3 clusters Score -682805.4 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -683402.437500 Penalty: 4424.910156 Iteration 3F: 3 clusters Score -683402.4 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -683958.437500 Penalty: 4424.910156 Iteration 4F: 3 clusters Score -683958.4 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -684401.250000 Penalty: 4424.910156 Iteration 5F: 3 clusters Score -684401.2 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -684709.875000 Penalty: 4424.910156 Iteration 6F: 3 clusters Score -684709.9 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -684909.437500 Penalty: 4424.910156 Iteration 7Q: 3 clusters Score -684909.4 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -685041.625000 Penalty: 4424.910156 Iteration 8Q: 3 clusters Score -685041.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -685137.250000 Penalty: 4424.910156 Iteration 9Q: 3 clusters Score -685137.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -685217.687500 Penalty: 4424.910156 Iteration 10Q: 3 clusters Score -685217.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -685267.250000 Penalty: 4424.910156 Iteration 11Q: 3 clusters Score -685267.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 5562 members Entering Unmasked Estep Score: -685308.500000 Penalty: 4424.910156 Iteration 12Q: 3 clusters Score -685308.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 5626 members Entering Unmasked Estep Score: -685331.312500 Penalty: 4424.910156 Iteration 13Q: 3 clusters Score -685331.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -685351.937500 Penalty: 4424.910156 Iteration 14Q: 3 clusters Score -685351.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 5723 members Entering Unmasked Estep Score: -685369.000000 Penalty: 4424.910156 Iteration 15Q: 3 clusters Score -685369 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -685385.437500 Penalty: 4424.910156 Iteration 16Q: 3 clusters Score -685385.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 5795 members Entering Unmasked Estep Score: -685396.312500 Penalty: 4424.910156 Iteration 17Q: 3 clusters Score -685396.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -685402.000000 Penalty: 4424.910156 Iteration 18Q: 3 clusters Score -685402 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -685405.812500 Penalty: 4424.910156 Iteration 19Q: 3 clusters Score -685405.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 5857 members Entering Unmasked Estep Score: -685411.250000 Penalty: 4424.910156 Iteration 20F: 3 clusters Score -685411.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -685413.687500 Penalty: 4424.910156 Iteration 21Q: 3 clusters Score -685413.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 5887 members Entering Unmasked Estep Score: -685419.812500 Penalty: 4424.910156 Iteration 22Q: 3 clusters Score -685419.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -685425.375000 Penalty: 4424.910156 Iteration 23Q: 3 clusters Score -685425.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -685426.750000 Penalty: 4424.910156 Iteration 24Q: 3 clusters Score -685426.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 5915 members Entering Unmasked Estep Score: -685427.937500 Penalty: 4424.910156 Iteration 25Q: 3 clusters Score -685427.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -685432.125000 Penalty: 4424.910156 Iteration 26Q: 3 clusters Score -685432.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -685431.312500 Penalty: 4424.910156 Iteration 27Q: 3 clusters Score -685431.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -685432.000000 Penalty: 4424.910156 Iteration 28Q: 3 clusters Score -685432 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 5935 members Entering Unmasked Estep Score: -685433.125000 Penalty: 4424.910156 Iteration 29Q: 3 clusters Score -685433.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -685434.812500 Penalty: 4424.910156 Iteration 30Q: 3 clusters Score -685434.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -685434.812500 Penalty: 4424.910156 Iteration 31F: 3 clusters Score -685434.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (257166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257166 members Entering Unmasked Estep Score: -23328726.000000 Penalty: 3089.454102 Iteration 0F: 2 clusters Score -2.332873e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128888 members Mstep: Class 2 contains 128278 members Entering Unmasked Estep Score: -23155754.000000 Penalty: 6178.908203 Iteration 0F: 3 clusters Score -2.315575e+07 nChanged 124190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133844 members Mstep: Class 2 contains 123322 members Entering Unmasked Estep Score: -23228930.000000 Penalty: 6178.908203 Iteration 1F: 3 clusters Score -2.322893e+07 nChanged 6758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136638 members Mstep: Class 2 contains 120528 members Entering Unmasked Estep Score: -23230454.000000 Penalty: 6178.908203 Iteration 2Q: 3 clusters Score -2.323045e+07 nChanged 7426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141160 members Mstep: Class 2 contains 116006 members Entering Unmasked Estep Score: -23232106.000000 Penalty: 6178.908203 Iteration 3Q: 3 clusters Score -2.323211e+07 nChanged 8985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148289 members Mstep: Class 2 contains 108877 members Entering Unmasked Estep Score: -23235124.000000 Penalty: 6178.908203 Iteration 4Q: 3 clusters Score -2.323512e+07 nChanged 11733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159104 members Mstep: Class 2 contains 98062 members Entering Unmasked Estep Score: -23240868.000000 Penalty: 6178.908203 Iteration 5Q: 3 clusters Score -2.324087e+07 nChanged 15944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174656 members Mstep: Class 2 contains 82510 members Entering Unmasked Estep Score: -23250686.000000 Penalty: 6178.908203 Iteration 6F: 3 clusters Score -2.325069e+07 nChanged 20427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194989 members Mstep: Class 2 contains 62177 members Entering Unmasked Estep Score: -23267066.000000 Penalty: 6178.908203 Iteration 7F: 3 clusters Score -2.326707e+07 nChanged 22462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217443 members Mstep: Class 2 contains 39723 members Entering Unmasked Estep Score: -23287772.000000 Penalty: 6178.908203 Iteration 8F: 3 clusters Score -2.328777e+07 nChanged 19066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236509 members Mstep: Class 2 contains 20657 members Entering Unmasked Estep Score: -23306474.000000 Penalty: 6178.908203 Iteration 9F: 3 clusters Score -2.330647e+07 nChanged 11955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248462 members Mstep: Class 2 contains 8704 members Entering Unmasked Estep Score: -23318094.000000 Penalty: 6178.908203 Iteration 10Q: 3 clusters Score -2.331809e+07 nChanged 5618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254080 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -23323296.000000 Penalty: 6178.908203 Iteration 11Q: 3 clusters Score -2.33233e+07 nChanged 2028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256108 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -23325070.000000 Penalty: 6178.908203 Iteration 12Q: 3 clusters Score -2.332507e+07 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256672 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -23325608.000000 Penalty: 6178.908203 Iteration 13Q: 3 clusters Score -2.332561e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256822 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -23325796.000000 Penalty: 6178.908203 Iteration 14Q: 3 clusters Score -2.33258e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256866 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -23325844.000000 Penalty: 6178.908203 Iteration 15Q: 3 clusters Score -2.332584e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256884 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -23325876.000000 Penalty: 6178.908203 Iteration 16Q: 3 clusters Score -2.332588e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256892 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -23325938.000000 Penalty: 6178.908203 Iteration 17Q: 3 clusters Score -2.332594e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256900 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -23325956.000000 Penalty: 6178.908203 Iteration 18Q: 3 clusters Score -2.332596e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256902 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -23325990.000000 Penalty: 6178.908203 Iteration 19Q: 3 clusters Score -2.332599e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256899 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -23325980.000000 Penalty: 6178.908203 Iteration 20F: 3 clusters Score -2.332598e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256898 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -23325982.000000 Penalty: 6178.908203 Iteration 21Q: 3 clusters Score -2.332598e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256898 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -23325982.000000 Penalty: 6178.908203 Iteration 22F: 3 clusters Score -2.332598e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (65653 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65653 members Entering Unmasked Estep Score: -5918009.500000 Penalty: 2750.850342 Iteration 0F: 2 clusters Score -5918010 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32787 members Mstep: Class 2 contains 32866 members Entering Unmasked Estep Score: -5874020.000000 Penalty: 5501.700684 Iteration 0F: 3 clusters Score -5874020 nChanged 30548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33207 members Mstep: Class 2 contains 32446 members Entering Unmasked Estep Score: -5891488.500000 Penalty: 5501.700684 Iteration 1F: 3 clusters Score -5891488 nChanged 2781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33514 members Mstep: Class 2 contains 32139 members Entering Unmasked Estep Score: -5892403.500000 Penalty: 5501.700684 Iteration 2Q: 3 clusters Score -5892404 nChanged 2905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34111 members Mstep: Class 2 contains 31542 members Entering Unmasked Estep Score: -5893439.000000 Penalty: 5501.700684 Iteration 3Q: 3 clusters Score -5893439 nChanged 3159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35064 members Mstep: Class 2 contains 30589 members Entering Unmasked Estep Score: -5894833.000000 Penalty: 5501.700684 Iteration 4Q: 3 clusters Score -5894833 nChanged 3550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36322 members Mstep: Class 2 contains 29331 members Entering Unmasked Estep Score: -5896528.000000 Penalty: 5501.700684 Iteration 5F: 3 clusters Score -5896528 nChanged 3794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37852 members Mstep: Class 2 contains 27801 members Entering Unmasked Estep Score: -5898377.500000 Penalty: 5501.700684 Iteration 6F: 3 clusters Score -5898378 nChanged 3727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39583 members Mstep: Class 2 contains 26070 members Entering Unmasked Estep Score: -5900281.500000 Penalty: 5501.700684 Iteration 7F: 3 clusters Score -5900282 nChanged 3421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41394 members Mstep: Class 2 contains 24259 members Entering Unmasked Estep Score: -5901763.500000 Penalty: 5501.700684 Iteration 8F: 3 clusters Score -5901764 nChanged 2989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43289 members Mstep: Class 2 contains 22364 members Entering Unmasked Estep Score: -5903133.500000 Penalty: 5501.700684 Iteration 9Q: 3 clusters Score -5903134 nChanged 2666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45263 members Mstep: Class 2 contains 20390 members Entering Unmasked Estep Score: -5904358.500000 Penalty: 5501.700684 Iteration 10Q: 3 clusters Score -5904358 nChanged 2402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47335 members Mstep: Class 2 contains 18318 members Entering Unmasked Estep Score: -5905503.500000 Penalty: 5501.700684 Iteration 11Q: 3 clusters Score -5905504 nChanged 2275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49474 members Mstep: Class 2 contains 16179 members Entering Unmasked Estep Score: -5906709.500000 Penalty: 5501.700684 Iteration 12Q: 3 clusters Score -5906710 nChanged 2209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51617 members Mstep: Class 2 contains 14036 members Entering Unmasked Estep Score: -5907928.000000 Penalty: 5501.700684 Iteration 13Q: 3 clusters Score -5907928 nChanged 2119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53708 members Mstep: Class 2 contains 11945 members Entering Unmasked Estep Score: -5909162.500000 Penalty: 5501.700684 Iteration 14Q: 3 clusters Score -5909162 nChanged 1921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55623 members Mstep: Class 2 contains 10030 members Entering Unmasked Estep Score: -5910339.000000 Penalty: 5501.700684 Iteration 15Q: 3 clusters Score -5910339 nChanged 1746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57363 members Mstep: Class 2 contains 8290 members Entering Unmasked Estep Score: -5911391.500000 Penalty: 5501.700684 Iteration 16Q: 3 clusters Score -5911392 nChanged 1472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58831 members Mstep: Class 2 contains 6822 members Entering Unmasked Estep Score: -5912308.000000 Penalty: 5501.700684 Iteration 17Q: 3 clusters Score -5912308 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60031 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -5912994.000000 Penalty: 5501.700684 Iteration 18Q: 3 clusters Score -5912994 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61105 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -5913579.500000 Penalty: 5501.700684 Iteration 19Q: 3 clusters Score -5913580 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61989 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -5914029.000000 Penalty: 5501.700684 Iteration 20F: 3 clusters Score -5914029 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62741 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -5914447.500000 Penalty: 5501.700684 Iteration 21Q: 3 clusters Score -5914448 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63347 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -5914821.500000 Penalty: 5501.700684 Iteration 22Q: 3 clusters Score -5914822 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63828 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -5915069.000000 Penalty: 5501.700684 Iteration 23Q: 3 clusters Score -5915069 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64166 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -5915296.000000 Penalty: 5501.700684 Iteration 24Q: 3 clusters Score -5915296 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64418 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -5915448.000000 Penalty: 5501.700684 Iteration 25Q: 3 clusters Score -5915448 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64601 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -5915557.000000 Penalty: 5501.700684 Iteration 26Q: 3 clusters Score -5915557 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64728 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -5915641.000000 Penalty: 5501.700684 Iteration 27Q: 3 clusters Score -5915641 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64829 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -5915710.500000 Penalty: 5501.700684 Iteration 28Q: 3 clusters Score -5915710 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64893 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -5915742.500000 Penalty: 5501.700684 Iteration 29Q: 3 clusters Score -5915742 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64941 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -5915755.500000 Penalty: 5501.700684 Iteration 30Q: 3 clusters Score -5915756 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64969 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -5915764.000000 Penalty: 5501.700684 Iteration 31Q: 3 clusters Score -5915764 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64987 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -5915783.000000 Penalty: 5501.700684 Iteration 32Q: 3 clusters Score -5915783 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65001 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -5915786.500000 Penalty: 5501.700684 Iteration 33Q: 3 clusters Score -5915786 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65011 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -5915785.500000 Penalty: 5501.700684 Iteration 34Q: 3 clusters Score -5915786 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65015 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -5915793.000000 Penalty: 5501.700684 Iteration 35Q: 3 clusters Score -5915793 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65020 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -5915789.500000 Penalty: 5501.700684 Iteration 36Q: 3 clusters Score -5915790 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65029 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -5915796.500000 Penalty: 5501.700684 Iteration 37Q: 3 clusters Score -5915796 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65033 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -5915801.000000 Penalty: 5501.700684 Iteration 38Q: 3 clusters Score -5915801 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65039 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -5915807.000000 Penalty: 5501.700684 Iteration 39Q: 3 clusters Score -5915807 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65042 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -5915802.000000 Penalty: 5501.700684 Iteration 40F: 3 clusters Score -5915802 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65049 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -5915808.500000 Penalty: 5501.700684 Iteration 41Q: 3 clusters Score -5915808 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65057 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -5915815.500000 Penalty: 5501.700684 Iteration 42Q: 3 clusters Score -5915816 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65062 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -5915820.500000 Penalty: 5501.700684 Iteration 43Q: 3 clusters Score -5915820 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65064 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -5915827.500000 Penalty: 5501.700684 Iteration 44Q: 3 clusters Score -5915828 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65067 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -5915837.000000 Penalty: 5501.700684 Iteration 45Q: 3 clusters Score -5915837 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65068 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -5915836.000000 Penalty: 5501.700684 Iteration 46Q: 3 clusters Score -5915836 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65069 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -5915838.000000 Penalty: 5501.700684 Iteration 47Q: 3 clusters Score -5915838 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65070 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -5915837.000000 Penalty: 5501.700684 Iteration 48Q: 3 clusters Score -5915837 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65071 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -5915829.500000 Penalty: 5501.700684 Iteration 49Q: 3 clusters Score -5915830 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65071 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -5915837.000000 Penalty: 5501.700684 Iteration 50Q: 3 clusters Score -5915837 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65071 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -5915837.000000 Penalty: 5501.700684 Iteration 51F: 3 clusters Score -5915837 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12898 members Entering Unmasked Estep Score: -1192280.625000 Penalty: 2347.277344 Iteration 0F: 2 clusters Score -1192281 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6460 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -1182782.625000 Penalty: 4694.554688 Iteration 0F: 3 clusters Score -1182783 nChanged 5527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6637 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -1185791.500000 Penalty: 4694.554688 Iteration 1F: 3 clusters Score -1185792 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -1186131.000000 Penalty: 4694.554688 Iteration 2F: 3 clusters Score -1186131 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6825 members Mstep: Class 2 contains 6073 members Entering Unmasked Estep Score: -1186374.000000 Penalty: 4694.554688 Iteration 3Q: 3 clusters Score -1186374 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -1186567.875000 Penalty: 4694.554688 Iteration 4Q: 3 clusters Score -1186568 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7005 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -1186727.125000 Penalty: 4694.554688 Iteration 5Q: 3 clusters Score -1186727 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -1186897.125000 Penalty: 4694.554688 Iteration 6Q: 3 clusters Score -1186897 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -1187069.125000 Penalty: 4694.554688 Iteration 7Q: 3 clusters Score -1187069 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7361 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -1187261.625000 Penalty: 4694.554688 Iteration 8Q: 3 clusters Score -1187262 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7524 members Mstep: Class 2 contains 5374 members Entering Unmasked Estep Score: -1187431.250000 Penalty: 4694.554688 Iteration 9Q: 3 clusters Score -1187431 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7680 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -1187619.625000 Penalty: 4694.554688 Iteration 10Q: 3 clusters Score -1187620 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7859 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -1187797.125000 Penalty: 4694.554688 Iteration 11Q: 3 clusters Score -1187797 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8069 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -1187985.500000 Penalty: 4694.554688 Iteration 12Q: 3 clusters Score -1187986 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -1188159.000000 Penalty: 4694.554688 Iteration 13Q: 3 clusters Score -1188159 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8504 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -1188328.000000 Penalty: 4694.554688 Iteration 14Q: 3 clusters Score -1188328 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8732 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -1188498.750000 Penalty: 4694.554688 Iteration 15Q: 3 clusters Score -1188499 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8968 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -1188657.000000 Penalty: 4694.554688 Iteration 16Q: 3 clusters Score -1188657 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9200 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -1188813.625000 Penalty: 4694.554688 Iteration 17Q: 3 clusters Score -1188814 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9422 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -1188944.125000 Penalty: 4694.554688 Iteration 18Q: 3 clusters Score -1188944 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9594 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -1189055.250000 Penalty: 4694.554688 Iteration 19Q: 3 clusters Score -1189055 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9743 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -1189146.500000 Penalty: 4694.554688 Iteration 20F: 3 clusters Score -1189146 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9907 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -1189248.000000 Penalty: 4694.554688 Iteration 21Q: 3 clusters Score -1189248 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10092 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -1189369.000000 Penalty: 4694.554688 Iteration 22Q: 3 clusters Score -1189369 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10261 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -1189501.375000 Penalty: 4694.554688 Iteration 23Q: 3 clusters Score -1189501 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10429 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -1189638.250000 Penalty: 4694.554688 Iteration 24Q: 3 clusters Score -1189638 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10582 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -1189757.125000 Penalty: 4694.554688 Iteration 25Q: 3 clusters Score -1189757 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10715 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -1189845.125000 Penalty: 4694.554688 Iteration 26Q: 3 clusters Score -1189845 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10824 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -1189916.875000 Penalty: 4694.554688 Iteration 27Q: 3 clusters Score -1189917 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10920 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -1189963.625000 Penalty: 4694.554688 Iteration 28Q: 3 clusters Score -1189964 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11012 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -1190013.000000 Penalty: 4694.554688 Iteration 29Q: 3 clusters Score -1190013 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11096 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -1190054.125000 Penalty: 4694.554688 Iteration 30Q: 3 clusters Score -1190054 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11174 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -1190088.000000 Penalty: 4694.554688 Iteration 31Q: 3 clusters Score -1190088 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11237 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -1190113.625000 Penalty: 4694.554688 Iteration 32Q: 3 clusters Score -1190114 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11284 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -1190128.250000 Penalty: 4694.554688 Iteration 33Q: 3 clusters Score -1190128 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11325 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -1190145.250000 Penalty: 4694.554688 Iteration 34Q: 3 clusters Score -1190145 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11358 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -1190159.875000 Penalty: 4694.554688 Iteration 35Q: 3 clusters Score -1190160 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11385 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -1190171.875000 Penalty: 4694.554688 Iteration 36Q: 3 clusters Score -1190172 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -1190177.250000 Penalty: 4694.554688 Iteration 37Q: 3 clusters Score -1190177 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11435 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -1190187.750000 Penalty: 4694.554688 Iteration 38Q: 3 clusters Score -1190188 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11455 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -1190192.375000 Penalty: 4694.554688 Iteration 39Q: 3 clusters Score -1190192 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11467 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -1190200.000000 Penalty: 4694.554688 Iteration 40F: 3 clusters Score -1190200 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11487 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -1190208.500000 Penalty: 4694.554688 Iteration 41Q: 3 clusters Score -1190208 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11501 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -1190213.250000 Penalty: 4694.554688 Iteration 42Q: 3 clusters Score -1190213 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11513 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -1190216.625000 Penalty: 4694.554688 Iteration 43Q: 3 clusters Score -1190217 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11523 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -1190220.875000 Penalty: 4694.554688 Iteration 44Q: 3 clusters Score -1190221 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11532 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -1190225.375000 Penalty: 4694.554688 Iteration 45Q: 3 clusters Score -1190225 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11542 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -1190229.375000 Penalty: 4694.554688 Iteration 46Q: 3 clusters Score -1190229 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11550 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -1190230.750000 Penalty: 4694.554688 Iteration 47Q: 3 clusters Score -1190231 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11557 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -1190232.500000 Penalty: 4694.554688 Iteration 48Q: 3 clusters Score -1190232 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11563 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -1190234.625000 Penalty: 4694.554688 Iteration 49Q: 3 clusters Score -1190235 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11568 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -1190237.125000 Penalty: 4694.554688 Iteration 50Q: 3 clusters Score -1190237 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11575 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -1190237.250000 Penalty: 4694.554688 Iteration 51Q: 3 clusters Score -1190237 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11581 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -1190239.375000 Penalty: 4694.554688 Iteration 52Q: 3 clusters Score -1190239 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11585 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -1190240.875000 Penalty: 4694.554688 Iteration 53Q: 3 clusters Score -1190241 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11588 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -1190244.000000 Penalty: 4694.554688 Iteration 54Q: 3 clusters Score -1190244 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11591 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -1190244.500000 Penalty: 4694.554688 Iteration 55Q: 3 clusters Score -1190244 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11593 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -1190245.250000 Penalty: 4694.554688 Iteration 56Q: 3 clusters Score -1190245 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11595 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -1190245.125000 Penalty: 4694.554688 Iteration 57Q: 3 clusters Score -1190245 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11596 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -1190247.125000 Penalty: 4694.554688 Iteration 58Q: 3 clusters Score -1190247 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11597 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -1190246.500000 Penalty: 4694.554688 Iteration 59Q: 3 clusters Score -1190246 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11597 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -1190246.500000 Penalty: 4694.554688 Iteration 60F: 3 clusters Score -1190246 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (597 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Entering Unmasked Estep Score: -49220.027344 Penalty: 1585.195435 Iteration 0F: 2 clusters Score -49220.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -47605.195312 Penalty: 3170.390869 Iteration 0F: 3 clusters Score -47605.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -47798.554688 Penalty: 3170.390869 Iteration 1F: 3 clusters Score -47798.55 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -47851.488281 Penalty: 3170.390869 Iteration 2Q: 3 clusters Score -47851.49 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -47875.019531 Penalty: 3170.390869 Iteration 3Q: 3 clusters Score -47875.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -47900.585938 Penalty: 3170.390869 Iteration 4Q: 3 clusters Score -47900.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -47921.929688 Penalty: 3170.390869 Iteration 5Q: 3 clusters Score -47921.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -47924.375000 Penalty: 3170.390869 Iteration 6Q: 3 clusters Score -47924.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -47930.773438 Penalty: 3170.390869 Iteration 7Q: 3 clusters Score -47930.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -47936.523438 Penalty: 3170.390869 Iteration 8Q: 3 clusters Score -47936.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -47936.523438 Penalty: 3170.390869 Iteration 9F: 3 clusters Score -47936.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4002 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Entering Unmasked Estep Score: -338784.093750 Penalty: 2057.048340 Iteration 0F: 2 clusters Score -338784.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -334842.343750 Penalty: 4114.096680 Iteration 0F: 3 clusters Score -334842.3 nChanged 1506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -335782.843750 Penalty: 4114.096680 Iteration 1F: 3 clusters Score -335782.8 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -336025.031250 Penalty: 4114.096680 Iteration 2F: 3 clusters Score -336025 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -336169.968750 Penalty: 4114.096680 Iteration 3F: 3 clusters Score -336170 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -336275.906250 Penalty: 4114.096680 Iteration 4Q: 3 clusters Score -336275.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -336368.656250 Penalty: 4114.096680 Iteration 5Q: 3 clusters Score -336368.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -336444.031250 Penalty: 4114.096680 Iteration 6Q: 3 clusters Score -336444 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -336491.468750 Penalty: 4114.096680 Iteration 7Q: 3 clusters Score -336491.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -336536.156250 Penalty: 4114.096680 Iteration 8Q: 3 clusters Score -336536.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -336596.031250 Penalty: 4114.096680 Iteration 9Q: 3 clusters Score -336596 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -336657.343750 Penalty: 4114.096680 Iteration 10Q: 3 clusters Score -336657.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -336706.906250 Penalty: 4114.096680 Iteration 11Q: 3 clusters Score -336706.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -336761.343750 Penalty: 4114.096680 Iteration 12Q: 3 clusters Score -336761.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -336811.843750 Penalty: 4114.096680 Iteration 13Q: 3 clusters Score -336811.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -336862.562500 Penalty: 4114.096680 Iteration 14Q: 3 clusters Score -336862.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -336916.875000 Penalty: 4114.096680 Iteration 15Q: 3 clusters Score -336916.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -336974.218750 Penalty: 4114.096680 Iteration 16Q: 3 clusters Score -336974.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -337033.843750 Penalty: 4114.096680 Iteration 17Q: 3 clusters Score -337033.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -337098.812500 Penalty: 4114.096680 Iteration 18Q: 3 clusters Score -337098.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -337155.312500 Penalty: 4114.096680 Iteration 19Q: 3 clusters Score -337155.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -337204.125000 Penalty: 4114.096680 Iteration 20F: 3 clusters Score -337204.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -337235.406250 Penalty: 4114.096680 Iteration 21Q: 3 clusters Score -337235.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -337260.750000 Penalty: 4114.096680 Iteration 22Q: 3 clusters Score -337260.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -337278.687500 Penalty: 4114.096680 Iteration 23Q: 3 clusters Score -337278.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -337298.562500 Penalty: 4114.096680 Iteration 24Q: 3 clusters Score -337298.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -337310.687500 Penalty: 4114.096680 Iteration 25Q: 3 clusters Score -337310.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -337320.218750 Penalty: 4114.096680 Iteration 26Q: 3 clusters Score -337320.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -337327.906250 Penalty: 4114.096680 Iteration 27Q: 3 clusters Score -337327.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -337334.562500 Penalty: 4114.096680 Iteration 28Q: 3 clusters Score -337334.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -337340.562500 Penalty: 4114.096680 Iteration 29Q: 3 clusters Score -337340.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -337346.468750 Penalty: 4114.096680 Iteration 30Q: 3 clusters Score -337346.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -337351.156250 Penalty: 4114.096680 Iteration 31Q: 3 clusters Score -337351.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -337353.625000 Penalty: 4114.096680 Iteration 32Q: 3 clusters Score -337353.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -337355.312500 Penalty: 4114.096680 Iteration 33Q: 3 clusters Score -337355.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -337357.906250 Penalty: 4114.096680 Iteration 34Q: 3 clusters Score -337357.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -337359.218750 Penalty: 4114.096680 Iteration 35Q: 3 clusters Score -337359.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -337359.968750 Penalty: 4114.096680 Iteration 36Q: 3 clusters Score -337360 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -337359.843750 Penalty: 4114.096680 Iteration 37Q: 3 clusters Score -337359.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -337360.500000 Penalty: 4114.096680 Iteration 38Q: 3 clusters Score -337360.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -337361.781250 Penalty: 4114.096680 Iteration 39Q: 3 clusters Score -337361.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -337362.468750 Penalty: 4114.096680 Iteration 40F: 3 clusters Score -337362.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -337361.968750 Penalty: 4114.096680 Iteration 41Q: 3 clusters Score -337362 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -337361.968750 Penalty: 4114.096680 Iteration 42F: 3 clusters Score -337362 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (12026 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12026 members Entering Unmasked Estep Score: -1105972.625000 Penalty: 2329.916748 Iteration 0F: 2 clusters Score -1105973 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5946 members Mstep: Class 2 contains 6080 members Entering Unmasked Estep Score: -1097005.000000 Penalty: 4659.833496 Iteration 0F: 3 clusters Score -1097005 nChanged 5136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 6350 members Entering Unmasked Estep Score: -1099679.875000 Penalty: 4659.833496 Iteration 1F: 3 clusters Score -1099680 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5527 members Mstep: Class 2 contains 6499 members Entering Unmasked Estep Score: -1100005.625000 Penalty: 4659.833496 Iteration 2F: 3 clusters Score -1100006 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -1100243.750000 Penalty: 4659.833496 Iteration 3Q: 3 clusters Score -1100244 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5152 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -1100439.875000 Penalty: 4659.833496 Iteration 4Q: 3 clusters Score -1100440 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 7152 members Entering Unmasked Estep Score: -1100625.875000 Penalty: 4659.833496 Iteration 5Q: 3 clusters Score -1100626 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 7478 members Entering Unmasked Estep Score: -1100837.750000 Penalty: 4659.833496 Iteration 6Q: 3 clusters Score -1100838 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 7853 members Entering Unmasked Estep Score: -1101064.500000 Penalty: 4659.833496 Iteration 7Q: 3 clusters Score -1101064 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 8279 members Entering Unmasked Estep Score: -1101341.625000 Penalty: 4659.833496 Iteration 8Q: 3 clusters Score -1101342 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 8754 members Entering Unmasked Estep Score: -1101641.250000 Penalty: 4659.833496 Iteration 9Q: 3 clusters Score -1101641 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 9255 members Entering Unmasked Estep Score: -1101981.750000 Penalty: 4659.833496 Iteration 10Q: 3 clusters Score -1101982 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 9714 members Entering Unmasked Estep Score: -1102306.625000 Penalty: 4659.833496 Iteration 11Q: 3 clusters Score -1102307 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 10143 members Entering Unmasked Estep Score: -1102625.625000 Penalty: 4659.833496 Iteration 12Q: 3 clusters Score -1102626 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 10522 members Entering Unmasked Estep Score: -1102917.000000 Penalty: 4659.833496 Iteration 13Q: 3 clusters Score -1102917 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 10835 members Entering Unmasked Estep Score: -1103162.625000 Penalty: 4659.833496 Iteration 14Q: 3 clusters Score -1103163 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 11072 members Entering Unmasked Estep Score: -1103353.125000 Penalty: 4659.833496 Iteration 15Q: 3 clusters Score -1103353 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 11231 members Entering Unmasked Estep Score: -1103481.000000 Penalty: 4659.833496 Iteration 16Q: 3 clusters Score -1103481 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 11343 members Entering Unmasked Estep Score: -1103580.250000 Penalty: 4659.833496 Iteration 17Q: 3 clusters Score -1103580 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 11430 members Entering Unmasked Estep Score: -1103659.500000 Penalty: 4659.833496 Iteration 18Q: 3 clusters Score -1103660 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 11498 members Entering Unmasked Estep Score: -1103729.500000 Penalty: 4659.833496 Iteration 19Q: 3 clusters Score -1103730 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 11541 members Entering Unmasked Estep Score: -1103777.500000 Penalty: 4659.833496 Iteration 20F: 3 clusters Score -1103778 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 11573 members Entering Unmasked Estep Score: -1103813.125000 Penalty: 4659.833496 Iteration 21Q: 3 clusters Score -1103813 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 11599 members Entering Unmasked Estep Score: -1103837.250000 Penalty: 4659.833496 Iteration 22Q: 3 clusters Score -1103837 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 11612 members Entering Unmasked Estep Score: -1103854.500000 Penalty: 4659.833496 Iteration 23Q: 3 clusters Score -1103854 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 11628 members Entering Unmasked Estep Score: -1103872.375000 Penalty: 4659.833496 Iteration 24Q: 3 clusters Score -1103872 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 11641 members Entering Unmasked Estep Score: -1103891.000000 Penalty: 4659.833496 Iteration 25Q: 3 clusters Score -1103891 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 11645 members Entering Unmasked Estep Score: -1103897.750000 Penalty: 4659.833496 Iteration 26Q: 3 clusters Score -1103898 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 11650 members Entering Unmasked Estep Score: -1103905.625000 Penalty: 4659.833496 Iteration 27Q: 3 clusters Score -1103906 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 11657 members Entering Unmasked Estep Score: -1103912.625000 Penalty: 4659.833496 Iteration 28Q: 3 clusters Score -1103913 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 11658 members Entering Unmasked Estep Score: -1103913.875000 Penalty: 4659.833496 Iteration 29Q: 3 clusters Score -1103914 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 11660 members Entering Unmasked Estep Score: -1103916.000000 Penalty: 4659.833496 Iteration 30Q: 3 clusters Score -1103916 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 11659 members Entering Unmasked Estep Score: -1103917.375000 Penalty: 4659.833496 Iteration 31Q: 3 clusters Score -1103917 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 11660 members Entering Unmasked Estep Score: -1103918.125000 Penalty: 4659.833496 Iteration 32Q: 3 clusters Score -1103918 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 11659 members Entering Unmasked Estep Score: -1103919.625000 Penalty: 4659.833496 Iteration 33Q: 3 clusters Score -1103920 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 11659 members Entering Unmasked Estep Score: -1103918.625000 Penalty: 4659.833496 Iteration 34Q: 3 clusters Score -1103919 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 11660 members Entering Unmasked Estep Score: -1103919.625000 Penalty: 4659.833496 Iteration 35Q: 3 clusters Score -1103920 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 11660 members Entering Unmasked Estep Score: -1103919.625000 Penalty: 4659.833496 Iteration 36F: 3 clusters Score -1103920 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11255 members Mstep: Class 4 contains 28994 members Mstep: Class 5 contains 11963 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7296 members Mstep: Class 8 contains 8764 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315209 members Mstep: Class 12 contains 8762 members Mstep: Class 13 contains 3691 members Mstep: Class 14 contains 401 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257166 members Mstep: Class 17 contains 65653 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 4002 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890704.000000 Penalty: 70623.078125 Iteration 159Q: 22 clusters Score -6.88907e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11255 members Mstep: Class 4 contains 28995 members Mstep: Class 5 contains 11959 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7295 members Mstep: Class 8 contains 8758 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315206 members Mstep: Class 12 contains 8767 members Mstep: Class 13 contains 3690 members Mstep: Class 14 contains 401 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257172 members Mstep: Class 17 contains 65655 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 4003 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890720.000000 Penalty: 70623.078125 Iteration 160F: 22 clusters Score -6.889072e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11255 members Mstep: Class 4 contains 28998 members Mstep: Class 5 contains 11954 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7294 members Mstep: Class 8 contains 8760 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315204 members Mstep: Class 12 contains 8770 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 401 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257175 members Mstep: Class 17 contains 65652 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 4004 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890704.000000 Penalty: 70623.078125 Iteration 161Q: 22 clusters Score -6.88907e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11255 members Mstep: Class 4 contains 28999 members Mstep: Class 5 contains 11950 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7294 members Mstep: Class 8 contains 8760 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315200 members Mstep: Class 12 contains 8774 members Mstep: Class 13 contains 3688 members Mstep: Class 14 contains 401 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257179 members Mstep: Class 17 contains 65652 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 4004 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890720.000000 Penalty: 70623.078125 Iteration 162Q: 22 clusters Score -6.889072e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11255 members Mstep: Class 4 contains 28998 members Mstep: Class 5 contains 11946 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7294 members Mstep: Class 8 contains 8759 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315196 members Mstep: Class 12 contains 8776 members Mstep: Class 13 contains 3688 members Mstep: Class 14 contains 401 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257187 members Mstep: Class 17 contains 65652 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 4004 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890744.000000 Penalty: 70623.078125 Iteration 163Q: 22 clusters Score -6.889074e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11255 members Mstep: Class 4 contains 28997 members Mstep: Class 5 contains 11943 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7294 members Mstep: Class 8 contains 8759 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315195 members Mstep: Class 12 contains 8775 members Mstep: Class 13 contains 3688 members Mstep: Class 14 contains 401 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257194 members Mstep: Class 17 contains 65651 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 4004 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890720.000000 Penalty: 70623.078125 Iteration 164Q: 22 clusters Score -6.889072e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11255 members Mstep: Class 4 contains 28997 members Mstep: Class 5 contains 11941 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7294 members Mstep: Class 8 contains 8759 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315194 members Mstep: Class 12 contains 8778 members Mstep: Class 13 contains 3688 members Mstep: Class 14 contains 401 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257198 members Mstep: Class 17 contains 65647 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 4004 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890720.000000 Penalty: 70623.078125 Iteration 165Q: 22 clusters Score -6.889072e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11255 members Mstep: Class 4 contains 28997 members Mstep: Class 5 contains 11941 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7294 members Mstep: Class 8 contains 8758 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315195 members Mstep: Class 12 contains 8781 members Mstep: Class 13 contains 3688 members Mstep: Class 14 contains 401 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257197 members Mstep: Class 17 contains 65646 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 4003 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890728.000000 Penalty: 70623.078125 Iteration 166Q: 22 clusters Score -6.889073e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11255 members Mstep: Class 4 contains 28997 members Mstep: Class 5 contains 11941 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7294 members Mstep: Class 8 contains 8753 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315196 members Mstep: Class 12 contains 8787 members Mstep: Class 13 contains 3689 members Mstep: Class 14 contains 401 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257197 members Mstep: Class 17 contains 65646 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 4000 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890736.000000 Penalty: 70623.078125 Iteration 167Q: 22 clusters Score -6.889074e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11255 members Mstep: Class 4 contains 28996 members Mstep: Class 5 contains 11941 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7294 members Mstep: Class 8 contains 8748 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315202 members Mstep: Class 12 contains 8787 members Mstep: Class 13 contains 3690 members Mstep: Class 14 contains 401 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257196 members Mstep: Class 17 contains 65647 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3999 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890728.000000 Penalty: 70623.078125 Iteration 168Q: 22 clusters Score -6.889073e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11255 members Mstep: Class 4 contains 28997 members Mstep: Class 5 contains 11941 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7295 members Mstep: Class 8 contains 8744 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315203 members Mstep: Class 12 contains 8788 members Mstep: Class 13 contains 3688 members Mstep: Class 14 contains 401 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257197 members Mstep: Class 17 contains 65648 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3999 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890728.000000 Penalty: 70623.078125 Iteration 169Q: 22 clusters Score -6.889073e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11255 members Mstep: Class 4 contains 28999 members Mstep: Class 5 contains 11941 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7297 members Mstep: Class 8 contains 8742 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315203 members Mstep: Class 12 contains 8788 members Mstep: Class 13 contains 3686 members Mstep: Class 14 contains 401 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257197 members Mstep: Class 17 contains 65648 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3999 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890720.000000 Penalty: 70623.078125 Iteration 170Q: 22 clusters Score -6.889072e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11255 members Mstep: Class 4 contains 29001 members Mstep: Class 5 contains 11941 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7298 members Mstep: Class 8 contains 8741 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315201 members Mstep: Class 12 contains 8788 members Mstep: Class 13 contains 3684 members Mstep: Class 14 contains 401 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257199 members Mstep: Class 17 contains 65648 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3999 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890728.000000 Penalty: 70623.078125 Iteration 171Q: 22 clusters Score -6.889073e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11255 members Mstep: Class 4 contains 29003 members Mstep: Class 5 contains 11941 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7298 members Mstep: Class 8 contains 8741 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315202 members Mstep: Class 12 contains 8788 members Mstep: Class 13 contains 3682 members Mstep: Class 14 contains 401 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257198 members Mstep: Class 17 contains 65648 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3999 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890728.000000 Penalty: 70623.078125 Iteration 172Q: 22 clusters Score -6.889073e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11255 members Mstep: Class 4 contains 29003 members Mstep: Class 5 contains 11941 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7298 members Mstep: Class 8 contains 8741 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315202 members Mstep: Class 12 contains 8788 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 401 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257199 members Mstep: Class 17 contains 65648 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3999 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890736.000000 Penalty: 70623.078125 Iteration 173Q: 22 clusters Score -6.889074e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11255 members Mstep: Class 4 contains 29003 members Mstep: Class 5 contains 11941 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7298 members Mstep: Class 8 contains 8741 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315203 members Mstep: Class 12 contains 8788 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 401 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257198 members Mstep: Class 17 contains 65648 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3999 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890736.000000 Penalty: 70623.078125 Iteration 174Q: 22 clusters Score -6.889074e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1296 members Mstep: Class 3 contains 11255 members Mstep: Class 4 contains 29003 members Mstep: Class 5 contains 11941 members Mstep: Class 6 contains 1420 members Mstep: Class 7 contains 7298 members Mstep: Class 8 contains 8741 members Mstep: Class 9 contains 9962 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 315203 members Mstep: Class 12 contains 8788 members Mstep: Class 13 contains 3681 members Mstep: Class 14 contains 401 members Mstep: Class 15 contains 7489 members Mstep: Class 16 contains 257198 members Mstep: Class 17 contains 65648 members Mstep: Class 18 contains 12898 members Mstep: Class 19 contains 597 members Mstep: Class 20 contains 3999 members Mstep: Class 21 contains 12026 members Entering Unmasked Estep ConsiderDeletion Score: -68890736.000000 Penalty: 70623.078125 Iteration 175F: 22 clusters Score -6.889074e+07 nChanged 0 Entering ConstructFrom: Score: -68890736.000000 Penalty: 70623.078125 Entering ConstructFrom: Trying to split cluster 1 (5322 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Entering Unmasked Estep Score: -495323.906250 Penalty: 2127.741943 Iteration 0F: 2 clusters Score -495323.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -490599.906250 Penalty: 4255.483887 Iteration 0F: 3 clusters Score -490599.9 nChanged 2035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -491721.906250 Penalty: 4255.483887 Iteration 1F: 3 clusters Score -491721.9 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -491923.500000 Penalty: 4255.483887 Iteration 2F: 3 clusters Score -491923.5 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -492052.125000 Penalty: 4255.483887 Iteration 3Q: 3 clusters Score -492052.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -492131.093750 Penalty: 4255.483887 Iteration 4Q: 3 clusters Score -492131.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -492216.906250 Penalty: 4255.483887 Iteration 5Q: 3 clusters Score -492216.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -492354.375000 Penalty: 4255.483887 Iteration 6Q: 3 clusters Score -492354.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -492488.250000 Penalty: 4255.483887 Iteration 7Q: 3 clusters Score -492488.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -492596.343750 Penalty: 4255.483887 Iteration 8Q: 3 clusters Score -492596.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -492694.687500 Penalty: 4255.483887 Iteration 9Q: 3 clusters Score -492694.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -492775.031250 Penalty: 4255.483887 Iteration 10Q: 3 clusters Score -492775 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -492875.156250 Penalty: 4255.483887 Iteration 11Q: 3 clusters Score -492875.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -492960.187500 Penalty: 4255.483887 Iteration 12Q: 3 clusters Score -492960.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -493039.812500 Penalty: 4255.483887 Iteration 13Q: 3 clusters Score -493039.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -493101.718750 Penalty: 4255.483887 Iteration 14Q: 3 clusters Score -493101.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -493154.187500 Penalty: 4255.483887 Iteration 15Q: 3 clusters Score -493154.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -493218.906250 Penalty: 4255.483887 Iteration 16Q: 3 clusters Score -493218.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -493285.250000 Penalty: 4255.483887 Iteration 17Q: 3 clusters Score -493285.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -493336.843750 Penalty: 4255.483887 Iteration 18Q: 3 clusters Score -493336.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -493393.625000 Penalty: 4255.483887 Iteration 19Q: 3 clusters Score -493393.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -493452.437500 Penalty: 4255.483887 Iteration 20F: 3 clusters Score -493452.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -493523.250000 Penalty: 4255.483887 Iteration 21Q: 3 clusters Score -493523.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -493576.343750 Penalty: 4255.483887 Iteration 22Q: 3 clusters Score -493576.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -493628.718750 Penalty: 4255.483887 Iteration 23Q: 3 clusters Score -493628.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -493675.593750 Penalty: 4255.483887 Iteration 24Q: 3 clusters Score -493675.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -493710.718750 Penalty: 4255.483887 Iteration 25Q: 3 clusters Score -493710.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -493742.031250 Penalty: 4255.483887 Iteration 26Q: 3 clusters Score -493742 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -493760.875000 Penalty: 4255.483887 Iteration 27Q: 3 clusters Score -493760.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -493771.968750 Penalty: 4255.483887 Iteration 28Q: 3 clusters Score -493772 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -493778.562500 Penalty: 4255.483887 Iteration 29Q: 3 clusters Score -493778.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -493785.375000 Penalty: 4255.483887 Iteration 30Q: 3 clusters Score -493785.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -493787.281250 Penalty: 4255.483887 Iteration 31Q: 3 clusters Score -493787.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -493796.812500 Penalty: 4255.483887 Iteration 32Q: 3 clusters Score -493796.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -493799.968750 Penalty: 4255.483887 Iteration 33Q: 3 clusters Score -493800 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -493802.125000 Penalty: 4255.483887 Iteration 34Q: 3 clusters Score -493802.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -493804.281250 Penalty: 4255.483887 Iteration 35Q: 3 clusters Score -493804.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -493804.343750 Penalty: 4255.483887 Iteration 36Q: 3 clusters Score -493804.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -493804.343750 Penalty: 4255.483887 Iteration 37F: 3 clusters Score -493804.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1296 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Entering Unmasked Estep Score: -106964.054688 Penalty: 1777.425415 Iteration 0F: 2 clusters Score -106964.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -104851.585938 Penalty: 3554.850830 Iteration 0F: 3 clusters Score -104851.6 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -105248.312500 Penalty: 3554.850830 Iteration 1F: 3 clusters Score -105248.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -105409.851562 Penalty: 3554.850830 Iteration 2F: 3 clusters Score -105409.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -105527.265625 Penalty: 3554.850830 Iteration 3F: 3 clusters Score -105527.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -105607.539062 Penalty: 3554.850830 Iteration 4Q: 3 clusters Score -105607.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -105677.820312 Penalty: 3554.850830 Iteration 5Q: 3 clusters Score -105677.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -105790.328125 Penalty: 3554.850830 Iteration 6Q: 3 clusters Score -105790.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -105987.132812 Penalty: 3554.850830 Iteration 7Q: 3 clusters Score -105987.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -106289.820312 Penalty: 3554.850830 Iteration 8F: 3 clusters Score -106289.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -106547.203125 Penalty: 3554.850830 Iteration 9F: 3 clusters Score -106547.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -106660.906250 Penalty: 3554.850830 Iteration 10Q: 3 clusters Score -106660.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -106708.203125 Penalty: 3554.850830 Iteration 11Q: 3 clusters Score -106708.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -106732.250000 Penalty: 3554.850830 Iteration 12Q: 3 clusters Score -106732.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -106751.429688 Penalty: 3554.850830 Iteration 13Q: 3 clusters Score -106751.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -106768.351562 Penalty: 3554.850830 Iteration 14Q: 3 clusters Score -106768.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -106796.007812 Penalty: 3554.850830 Iteration 15Q: 3 clusters Score -106796 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -106817.937500 Penalty: 3554.850830 Iteration 16Q: 3 clusters Score -106817.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -106831.632812 Penalty: 3554.850830 Iteration 17Q: 3 clusters Score -106831.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -106839.367188 Penalty: 3554.850830 Iteration 18Q: 3 clusters Score -106839.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -106843.929688 Penalty: 3554.850830 Iteration 19Q: 3 clusters Score -106843.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -106853.250000 Penalty: 3554.850830 Iteration 20F: 3 clusters Score -106853.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -106863.421875 Penalty: 3554.850830 Iteration 21Q: 3 clusters Score -106863.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -106866.695312 Penalty: 3554.850830 Iteration 22Q: 3 clusters Score -106866.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -106872.250000 Penalty: 3554.850830 Iteration 23Q: 3 clusters Score -106872.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -106877.054688 Penalty: 3554.850830 Iteration 24Q: 3 clusters Score -106877.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -106878.250000 Penalty: 3554.850830 Iteration 25Q: 3 clusters Score -106878.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -106879.710938 Penalty: 3554.850830 Iteration 26Q: 3 clusters Score -106879.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -106883.062500 Penalty: 3554.850830 Iteration 27Q: 3 clusters Score -106883.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -106883.062500 Penalty: 3554.850830 Iteration 28F: 3 clusters Score -106883.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (11255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11255 members Entering Unmasked Estep Score: -1042096.875000 Penalty: 2313.484863 Iteration 0F: 2 clusters Score -1042097 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 5714 members Entering Unmasked Estep Score: -1033647.500000 Penalty: 4626.969727 Iteration 0F: 3 clusters Score -1033648 nChanged 4743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -1036244.687500 Penalty: 4626.969727 Iteration 1F: 3 clusters Score -1036245 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -1036766.562500 Penalty: 4626.969727 Iteration 2F: 3 clusters Score -1036767 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -1037374.062500 Penalty: 4626.969727 Iteration 3F: 3 clusters Score -1037374 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 7364 members Entering Unmasked Estep Score: -1038065.687500 Penalty: 4626.969727 Iteration 4F: 3 clusters Score -1038066 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 8010 members Entering Unmasked Estep Score: -1038854.937500 Penalty: 4626.969727 Iteration 5F: 3 clusters Score -1038855 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 8672 members Entering Unmasked Estep Score: -1039574.687500 Penalty: 4626.969727 Iteration 6F: 3 clusters Score -1039575 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 9211 members Entering Unmasked Estep Score: -1040103.875000 Penalty: 4626.969727 Iteration 7F: 3 clusters Score -1040104 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 9611 members Entering Unmasked Estep Score: -1040450.812500 Penalty: 4626.969727 Iteration 8Q: 3 clusters Score -1040451 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 9869 members Entering Unmasked Estep Score: -1040663.562500 Penalty: 4626.969727 Iteration 9Q: 3 clusters Score -1040664 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 10043 members Entering Unmasked Estep Score: -1040796.625000 Penalty: 4626.969727 Iteration 10Q: 3 clusters Score -1040797 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 10165 members Entering Unmasked Estep Score: -1040875.500000 Penalty: 4626.969727 Iteration 11Q: 3 clusters Score -1040876 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 10243 members Entering Unmasked Estep Score: -1040921.875000 Penalty: 4626.969727 Iteration 12Q: 3 clusters Score -1040922 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 10296 members Entering Unmasked Estep Score: -1040951.750000 Penalty: 4626.969727 Iteration 13Q: 3 clusters Score -1040952 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 10336 members Entering Unmasked Estep Score: -1040976.562500 Penalty: 4626.969727 Iteration 14Q: 3 clusters Score -1040977 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 10371 members Entering Unmasked Estep Score: -1040994.812500 Penalty: 4626.969727 Iteration 15Q: 3 clusters Score -1040995 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 10394 members Entering Unmasked Estep Score: -1041005.125000 Penalty: 4626.969727 Iteration 16Q: 3 clusters Score -1041005 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 10414 members Entering Unmasked Estep Score: -1041013.875000 Penalty: 4626.969727 Iteration 17Q: 3 clusters Score -1041014 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 10432 members Entering Unmasked Estep Score: -1041021.250000 Penalty: 4626.969727 Iteration 18Q: 3 clusters Score -1041021 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 10442 members Entering Unmasked Estep Score: -1041027.687500 Penalty: 4626.969727 Iteration 19Q: 3 clusters Score -1041028 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 10452 members Entering Unmasked Estep Score: -1041031.812500 Penalty: 4626.969727 Iteration 20F: 3 clusters Score -1041032 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 10460 members Entering Unmasked Estep Score: -1041031.937500 Penalty: 4626.969727 Iteration 21Q: 3 clusters Score -1041032 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 10467 members Entering Unmasked Estep Score: -1041032.937500 Penalty: 4626.969727 Iteration 22Q: 3 clusters Score -1041033 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 10472 members Entering Unmasked Estep Score: -1041036.937500 Penalty: 4626.969727 Iteration 23Q: 3 clusters Score -1041037 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 10475 members Entering Unmasked Estep Score: -1041039.187500 Penalty: 4626.969727 Iteration 24Q: 3 clusters Score -1041039 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 10478 members Entering Unmasked Estep Score: -1041042.000000 Penalty: 4626.969727 Iteration 25Q: 3 clusters Score -1041042 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 10483 members Entering Unmasked Estep Score: -1041043.375000 Penalty: 4626.969727 Iteration 26Q: 3 clusters Score -1041043 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 10484 members Entering Unmasked Estep Score: -1041042.250000 Penalty: 4626.969727 Iteration 27Q: 3 clusters Score -1041042 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 10484 members Entering Unmasked Estep Score: -1041042.250000 Penalty: 4626.969727 Iteration 28F: 3 clusters Score -1041042 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (29003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29003 members Entering Unmasked Estep Score: -2578106.500000 Penalty: 2548.238281 Iteration 0F: 2 clusters Score -2578106 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14538 members Mstep: Class 2 contains 14465 members Entering Unmasked Estep Score: -2558174.500000 Penalty: 5096.476562 Iteration 0F: 3 clusters Score -2558174 nChanged 13075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14909 members Mstep: Class 2 contains 14094 members Entering Unmasked Estep Score: -2565219.250000 Penalty: 5096.476562 Iteration 1F: 3 clusters Score -2565219 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15062 members Mstep: Class 2 contains 13941 members Entering Unmasked Estep Score: -2565567.000000 Penalty: 5096.476562 Iteration 2Q: 3 clusters Score -2565567 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15283 members Mstep: Class 2 contains 13720 members Entering Unmasked Estep Score: -2565829.250000 Penalty: 5096.476562 Iteration 3Q: 3 clusters Score -2565829 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15621 members Mstep: Class 2 contains 13382 members Entering Unmasked Estep Score: -2566111.250000 Penalty: 5096.476562 Iteration 4Q: 3 clusters Score -2566111 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16073 members Mstep: Class 2 contains 12930 members Entering Unmasked Estep Score: -2566368.250000 Penalty: 5096.476562 Iteration 5Q: 3 clusters Score -2566368 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16620 members Mstep: Class 2 contains 12383 members Entering Unmasked Estep Score: -2566630.250000 Penalty: 5096.476562 Iteration 6Q: 3 clusters Score -2566630 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17339 members Mstep: Class 2 contains 11664 members Entering Unmasked Estep Score: -2566995.500000 Penalty: 5096.476562 Iteration 7Q: 3 clusters Score -2566996 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18275 members Mstep: Class 2 contains 10728 members Entering Unmasked Estep Score: -2567479.750000 Penalty: 5096.476562 Iteration 8Q: 3 clusters Score -2567480 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19511 members Mstep: Class 2 contains 9492 members Entering Unmasked Estep Score: -2568197.750000 Penalty: 5096.476562 Iteration 9Q: 3 clusters Score -2568198 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21051 members Mstep: Class 2 contains 7952 members Entering Unmasked Estep Score: -2569297.250000 Penalty: 5096.476562 Iteration 10F: 3 clusters Score -2569297 nChanged 1759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22778 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -2570745.750000 Penalty: 5096.476562 Iteration 11F: 3 clusters Score -2570746 nChanged 1722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24462 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -2572252.250000 Penalty: 5096.476562 Iteration 12F: 3 clusters Score -2572252 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25825 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -2573498.500000 Penalty: 5096.476562 Iteration 13Q: 3 clusters Score -2573498 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26762 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -2574326.000000 Penalty: 5096.476562 Iteration 14Q: 3 clusters Score -2574326 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27384 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -2574874.000000 Penalty: 5096.476562 Iteration 15Q: 3 clusters Score -2574874 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27736 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -2575188.000000 Penalty: 5096.476562 Iteration 16Q: 3 clusters Score -2575188 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27984 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -2575404.500000 Penalty: 5096.476562 Iteration 17Q: 3 clusters Score -2575404 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28139 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -2575529.750000 Penalty: 5096.476562 Iteration 18Q: 3 clusters Score -2575530 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28250 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -2575615.750000 Penalty: 5096.476562 Iteration 19Q: 3 clusters Score -2575616 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28320 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -2575682.750000 Penalty: 5096.476562 Iteration 20F: 3 clusters Score -2575683 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28383 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -2575738.750000 Penalty: 5096.476562 Iteration 21Q: 3 clusters Score -2575739 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28425 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -2575783.000000 Penalty: 5096.476562 Iteration 22Q: 3 clusters Score -2575783 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28458 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -2575825.250000 Penalty: 5096.476562 Iteration 23Q: 3 clusters Score -2575825 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28486 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -2575857.250000 Penalty: 5096.476562 Iteration 24Q: 3 clusters Score -2575857 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28496 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -2575873.750000 Penalty: 5096.476562 Iteration 25Q: 3 clusters Score -2575874 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28502 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -2575887.250000 Penalty: 5096.476562 Iteration 26Q: 3 clusters Score -2575887 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28503 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -2575896.000000 Penalty: 5096.476562 Iteration 27Q: 3 clusters Score -2575896 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28509 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -2575908.750000 Penalty: 5096.476562 Iteration 28Q: 3 clusters Score -2575909 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28513 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -2575917.000000 Penalty: 5096.476562 Iteration 29Q: 3 clusters Score -2575917 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28514 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -2575921.000000 Penalty: 5096.476562 Iteration 30Q: 3 clusters Score -2575921 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28520 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -2575928.500000 Penalty: 5096.476562 Iteration 31Q: 3 clusters Score -2575928 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28527 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -2575936.750000 Penalty: 5096.476562 Iteration 32Q: 3 clusters Score -2575937 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28534 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -2575943.750000 Penalty: 5096.476562 Iteration 33Q: 3 clusters Score -2575944 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28536 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -2575946.750000 Penalty: 5096.476562 Iteration 34Q: 3 clusters Score -2575947 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28538 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -2575949.500000 Penalty: 5096.476562 Iteration 35Q: 3 clusters Score -2575950 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28539 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -2575951.000000 Penalty: 5096.476562 Iteration 36Q: 3 clusters Score -2575951 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28539 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -2575950.500000 Penalty: 5096.476562 Iteration 37Q: 3 clusters Score -2575950 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28541 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -2575950.500000 Penalty: 5096.476562 Iteration 38Q: 3 clusters Score -2575950 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28541 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -2575951.750000 Penalty: 5096.476562 Iteration 39Q: 3 clusters Score -2575952 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28540 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -2575953.000000 Penalty: 5096.476562 Iteration 40F: 3 clusters Score -2575953 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (11941 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11941 members Entering Unmasked Estep Score: -1093428.500000 Penalty: 2328.157959 Iteration 0F: 2 clusters Score -1093428 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5972 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -1084519.625000 Penalty: 4656.315918 Iteration 0F: 3 clusters Score -1084520 nChanged 5068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 5889 members Entering Unmasked Estep Score: -1087117.500000 Penalty: 4656.315918 Iteration 1F: 3 clusters Score -1087118 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -1087382.625000 Penalty: 4656.315918 Iteration 2F: 3 clusters Score -1087383 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6335 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -1087632.625000 Penalty: 4656.315918 Iteration 3Q: 3 clusters Score -1087633 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6539 members Mstep: Class 2 contains 5402 members Entering Unmasked Estep Score: -1087868.500000 Penalty: 4656.315918 Iteration 4Q: 3 clusters Score -1087868 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6816 members Mstep: Class 2 contains 5125 members Entering Unmasked Estep Score: -1088154.750000 Penalty: 4656.315918 Iteration 5Q: 3 clusters Score -1088155 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7171 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -1088512.375000 Penalty: 4656.315918 Iteration 6Q: 3 clusters Score -1088512 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7604 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -1089008.375000 Penalty: 4656.315918 Iteration 7F: 3 clusters Score -1089008 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8088 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -1089609.375000 Penalty: 4656.315918 Iteration 8F: 3 clusters Score -1089609 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8514 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -1090160.625000 Penalty: 4656.315918 Iteration 9F: 3 clusters Score -1090161 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8850 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -1090631.875000 Penalty: 4656.315918 Iteration 10Q: 3 clusters Score -1090632 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9112 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -1090988.375000 Penalty: 4656.315918 Iteration 11Q: 3 clusters Score -1090988 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9301 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -1091289.375000 Penalty: 4656.315918 Iteration 12Q: 3 clusters Score -1091289 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9430 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1091494.250000 Penalty: 4656.315918 Iteration 13Q: 3 clusters Score -1091494 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9508 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -1091621.125000 Penalty: 4656.315918 Iteration 14Q: 3 clusters Score -1091621 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9574 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -1091687.375000 Penalty: 4656.315918 Iteration 15Q: 3 clusters Score -1091687 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9608 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -1091720.375000 Penalty: 4656.315918 Iteration 16Q: 3 clusters Score -1091720 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9636 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -1091748.750000 Penalty: 4656.315918 Iteration 17Q: 3 clusters Score -1091749 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9655 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -1091763.375000 Penalty: 4656.315918 Iteration 18Q: 3 clusters Score -1091763 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9664 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -1091772.500000 Penalty: 4656.315918 Iteration 19Q: 3 clusters Score -1091772 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9688 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -1091783.500000 Penalty: 4656.315918 Iteration 20F: 3 clusters Score -1091784 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9706 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -1091790.500000 Penalty: 4656.315918 Iteration 21Q: 3 clusters Score -1091790 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9726 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -1091800.500000 Penalty: 4656.315918 Iteration 22Q: 3 clusters Score -1091800 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9745 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -1091807.375000 Penalty: 4656.315918 Iteration 23Q: 3 clusters Score -1091807 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9761 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -1091811.875000 Penalty: 4656.315918 Iteration 24Q: 3 clusters Score -1091812 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9769 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -1091817.500000 Penalty: 4656.315918 Iteration 25Q: 3 clusters Score -1091818 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9777 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -1091820.625000 Penalty: 4656.315918 Iteration 26Q: 3 clusters Score -1091821 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9785 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -1091828.875000 Penalty: 4656.315918 Iteration 27Q: 3 clusters Score -1091829 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9785 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -1091829.750000 Penalty: 4656.315918 Iteration 28Q: 3 clusters Score -1091830 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9790 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -1091834.625000 Penalty: 4656.315918 Iteration 29Q: 3 clusters Score -1091835 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9791 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -1091836.750000 Penalty: 4656.315918 Iteration 30Q: 3 clusters Score -1091837 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9788 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -1091838.625000 Penalty: 4656.315918 Iteration 31Q: 3 clusters Score -1091839 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9784 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -1091836.125000 Penalty: 4656.315918 Iteration 32Q: 3 clusters Score -1091836 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9784 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -1091837.750000 Penalty: 4656.315918 Iteration 33Q: 3 clusters Score -1091838 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9785 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -1091837.375000 Penalty: 4656.315918 Iteration 34Q: 3 clusters Score -1091837 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9787 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -1091838.500000 Penalty: 4656.315918 Iteration 35Q: 3 clusters Score -1091838 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9787 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -1091838.500000 Penalty: 4656.315918 Iteration 36F: 3 clusters Score -1091838 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Entering Unmasked Estep Score: -120321.500000 Penalty: 1800.086304 Iteration 0F: 2 clusters Score -120321.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -118076.375000 Penalty: 3600.172607 Iteration 0F: 3 clusters Score -118076.4 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -118431.265625 Penalty: 3600.172607 Iteration 1F: 3 clusters Score -118431.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -118525.148438 Penalty: 3600.172607 Iteration 2F: 3 clusters Score -118525.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -118563.539062 Penalty: 3600.172607 Iteration 3Q: 3 clusters Score -118563.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -118587.054688 Penalty: 3600.172607 Iteration 4Q: 3 clusters Score -118587.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -118604.562500 Penalty: 3600.172607 Iteration 5Q: 3 clusters Score -118604.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -118619.281250 Penalty: 3600.172607 Iteration 6Q: 3 clusters Score -118619.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -118628.593750 Penalty: 3600.172607 Iteration 7Q: 3 clusters Score -118628.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -118633.765625 Penalty: 3600.172607 Iteration 8Q: 3 clusters Score -118633.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -118636.273438 Penalty: 3600.172607 Iteration 9Q: 3 clusters Score -118636.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -118638.921875 Penalty: 3600.172607 Iteration 10Q: 3 clusters Score -118638.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -118640.226562 Penalty: 3600.172607 Iteration 11Q: 3 clusters Score -118640.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -118643.023438 Penalty: 3600.172607 Iteration 12Q: 3 clusters Score -118643 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -118645.328125 Penalty: 3600.172607 Iteration 13Q: 3 clusters Score -118645.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -118647.867188 Penalty: 3600.172607 Iteration 14Q: 3 clusters Score -118647.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -118651.570312 Penalty: 3600.172607 Iteration 15Q: 3 clusters Score -118651.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -118659.328125 Penalty: 3600.172607 Iteration 16Q: 3 clusters Score -118659.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -118664.445312 Penalty: 3600.172607 Iteration 17Q: 3 clusters Score -118664.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -118668.390625 Penalty: 3600.172607 Iteration 18Q: 3 clusters Score -118668.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -118670.421875 Penalty: 3600.172607 Iteration 19Q: 3 clusters Score -118670.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -118670.421875 Penalty: 3600.172607 Iteration 20F: 3 clusters Score -118670.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Entering Unmasked Estep Score: -658875.875000 Penalty: 2206.048096 Iteration 0F: 2 clusters Score -658875.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -653027.875000 Penalty: 4412.096191 Iteration 0F: 3 clusters Score -653027.9 nChanged 2913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -654634.687500 Penalty: 4412.096191 Iteration 1F: 3 clusters Score -654634.7 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -654927.312500 Penalty: 4412.096191 Iteration 2F: 3 clusters Score -654927.3 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -655164.750000 Penalty: 4412.096191 Iteration 3F: 3 clusters Score -655164.8 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -655341.937500 Penalty: 4412.096191 Iteration 4Q: 3 clusters Score -655341.9 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 4633 members Entering Unmasked Estep Score: -655482.062500 Penalty: 4412.096191 Iteration 5Q: 3 clusters Score -655482.1 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -655579.750000 Penalty: 4412.096191 Iteration 6Q: 3 clusters Score -655579.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -655671.187500 Penalty: 4412.096191 Iteration 7Q: 3 clusters Score -655671.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -655761.875000 Penalty: 4412.096191 Iteration 8Q: 3 clusters Score -655761.9 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -655882.375000 Penalty: 4412.096191 Iteration 9Q: 3 clusters Score -655882.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 5372 members Entering Unmasked Estep Score: -656015.875000 Penalty: 4412.096191 Iteration 10Q: 3 clusters Score -656015.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -656127.562500 Penalty: 4412.096191 Iteration 11Q: 3 clusters Score -656127.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -656207.937500 Penalty: 4412.096191 Iteration 12Q: 3 clusters Score -656207.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 5817 members Entering Unmasked Estep Score: -656287.687500 Penalty: 4412.096191 Iteration 13Q: 3 clusters Score -656287.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -656373.937500 Penalty: 4412.096191 Iteration 14Q: 3 clusters Score -656373.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -656454.875000 Penalty: 4412.096191 Iteration 15Q: 3 clusters Score -656454.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 6173 members Entering Unmasked Estep Score: -656523.500000 Penalty: 4412.096191 Iteration 16Q: 3 clusters Score -656523.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 6254 members Entering Unmasked Estep Score: -656574.187500 Penalty: 4412.096191 Iteration 17Q: 3 clusters Score -656574.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 6313 members Entering Unmasked Estep Score: -656610.625000 Penalty: 4412.096191 Iteration 18Q: 3 clusters Score -656610.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 6369 members Entering Unmasked Estep Score: -656644.812500 Penalty: 4412.096191 Iteration 19Q: 3 clusters Score -656644.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -656678.000000 Penalty: 4412.096191 Iteration 20F: 3 clusters Score -656678 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -656703.937500 Penalty: 4412.096191 Iteration 21Q: 3 clusters Score -656703.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -656731.937500 Penalty: 4412.096191 Iteration 22Q: 3 clusters Score -656731.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 6541 members Entering Unmasked Estep Score: -656759.562500 Penalty: 4412.096191 Iteration 23Q: 3 clusters Score -656759.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 6574 members Entering Unmasked Estep Score: -656780.812500 Penalty: 4412.096191 Iteration 24Q: 3 clusters Score -656780.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 6603 members Entering Unmasked Estep Score: -656797.312500 Penalty: 4412.096191 Iteration 25Q: 3 clusters Score -656797.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 6623 members Entering Unmasked Estep Score: -656814.250000 Penalty: 4412.096191 Iteration 26Q: 3 clusters Score -656814.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 6645 members Entering Unmasked Estep Score: -656830.750000 Penalty: 4412.096191 Iteration 27Q: 3 clusters Score -656830.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 6660 members Entering Unmasked Estep Score: -656839.750000 Penalty: 4412.096191 Iteration 28Q: 3 clusters Score -656839.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -656851.000000 Penalty: 4412.096191 Iteration 29Q: 3 clusters Score -656851 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 6684 members Entering Unmasked Estep Score: -656864.375000 Penalty: 4412.096191 Iteration 30Q: 3 clusters Score -656864.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -656871.500000 Penalty: 4412.096191 Iteration 31Q: 3 clusters Score -656871.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -656876.062500 Penalty: 4412.096191 Iteration 32Q: 3 clusters Score -656876.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 6710 members Entering Unmasked Estep Score: -656881.562500 Penalty: 4412.096191 Iteration 33Q: 3 clusters Score -656881.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -656884.500000 Penalty: 4412.096191 Iteration 34Q: 3 clusters Score -656884.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -656887.375000 Penalty: 4412.096191 Iteration 35Q: 3 clusters Score -656887.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -656888.250000 Penalty: 4412.096191 Iteration 36Q: 3 clusters Score -656888.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -656892.500000 Penalty: 4412.096191 Iteration 37Q: 3 clusters Score -656892.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 6732 members Entering Unmasked Estep Score: -656896.000000 Penalty: 4412.096191 Iteration 38Q: 3 clusters Score -656896 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 6735 members Entering Unmasked Estep Score: -656900.500000 Penalty: 4412.096191 Iteration 39Q: 3 clusters Score -656900.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 6742 members Entering Unmasked Estep Score: -656906.500000 Penalty: 4412.096191 Iteration 40F: 3 clusters Score -656906.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -656909.500000 Penalty: 4412.096191 Iteration 41Q: 3 clusters Score -656909.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 6751 members Entering Unmasked Estep Score: -656912.937500 Penalty: 4412.096191 Iteration 42Q: 3 clusters Score -656912.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -656916.312500 Penalty: 4412.096191 Iteration 43Q: 3 clusters Score -656916.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -656918.750000 Penalty: 4412.096191 Iteration 44Q: 3 clusters Score -656918.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 6763 members Entering Unmasked Estep Score: -656918.812500 Penalty: 4412.096191 Iteration 45Q: 3 clusters Score -656918.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 6763 members Entering Unmasked Estep Score: -656918.812500 Penalty: 4412.096191 Iteration 46F: 3 clusters Score -656918.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (8741 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8741 members Entering Unmasked Estep Score: -715312.875000 Penalty: 2250.793457 Iteration 0F: 2 clusters Score -715312.9 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 4394 members Entering Unmasked Estep Score: -708517.375000 Penalty: 4501.586914 Iteration 0F: 3 clusters Score -708517.4 nChanged 3558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -710566.187500 Penalty: 4501.586914 Iteration 1F: 3 clusters Score -710566.2 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -711022.687500 Penalty: 4501.586914 Iteration 2F: 3 clusters Score -711022.7 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -711316.062500 Penalty: 4501.586914 Iteration 3F: 3 clusters Score -711316.1 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -711534.437500 Penalty: 4501.586914 Iteration 4Q: 3 clusters Score -711534.4 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -711688.500000 Penalty: 4501.586914 Iteration 5Q: 3 clusters Score -711688.5 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -711831.000000 Penalty: 4501.586914 Iteration 6Q: 3 clusters Score -711831 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -711984.312500 Penalty: 4501.586914 Iteration 7Q: 3 clusters Score -711984.3 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -712132.062500 Penalty: 4501.586914 Iteration 8Q: 3 clusters Score -712132.1 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -712257.812500 Penalty: 4501.586914 Iteration 9Q: 3 clusters Score -712257.8 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -712377.875000 Penalty: 4501.586914 Iteration 10Q: 3 clusters Score -712377.9 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -712511.812500 Penalty: 4501.586914 Iteration 11Q: 3 clusters Score -712511.8 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -712641.875000 Penalty: 4501.586914 Iteration 12Q: 3 clusters Score -712641.9 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5442 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -712768.062500 Penalty: 4501.586914 Iteration 13Q: 3 clusters Score -712768.1 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -712875.562500 Penalty: 4501.586914 Iteration 14Q: 3 clusters Score -712875.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -712987.437500 Penalty: 4501.586914 Iteration 15Q: 3 clusters Score -712987.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5785 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -713094.812500 Penalty: 4501.586914 Iteration 16Q: 3 clusters Score -713094.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -713193.125000 Penalty: 4501.586914 Iteration 17Q: 3 clusters Score -713193.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -713253.375000 Penalty: 4501.586914 Iteration 18Q: 3 clusters Score -713253.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -713298.312500 Penalty: 4501.586914 Iteration 19Q: 3 clusters Score -713298.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -713332.625000 Penalty: 4501.586914 Iteration 20F: 3 clusters Score -713332.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -713368.750000 Penalty: 4501.586914 Iteration 21Q: 3 clusters Score -713368.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6145 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -713394.750000 Penalty: 4501.586914 Iteration 22Q: 3 clusters Score -713394.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -713415.562500 Penalty: 4501.586914 Iteration 23Q: 3 clusters Score -713415.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -713429.562500 Penalty: 4501.586914 Iteration 24Q: 3 clusters Score -713429.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6210 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -713440.000000 Penalty: 4501.586914 Iteration 25Q: 3 clusters Score -713440 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6216 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -713445.750000 Penalty: 4501.586914 Iteration 26Q: 3 clusters Score -713445.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6230 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -713449.750000 Penalty: 4501.586914 Iteration 27Q: 3 clusters Score -713449.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -713453.875000 Penalty: 4501.586914 Iteration 28Q: 3 clusters Score -713453.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -713456.750000 Penalty: 4501.586914 Iteration 29Q: 3 clusters Score -713456.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6248 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -713458.812500 Penalty: 4501.586914 Iteration 30Q: 3 clusters Score -713458.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6250 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -713460.875000 Penalty: 4501.586914 Iteration 31Q: 3 clusters Score -713460.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6250 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -713462.937500 Penalty: 4501.586914 Iteration 32Q: 3 clusters Score -713462.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6252 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -713462.062500 Penalty: 4501.586914 Iteration 33Q: 3 clusters Score -713462.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -713460.687500 Penalty: 4501.586914 Iteration 34Q: 3 clusters Score -713460.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6254 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -713461.312500 Penalty: 4501.586914 Iteration 35Q: 3 clusters Score -713461.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6256 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -713464.875000 Penalty: 4501.586914 Iteration 36Q: 3 clusters Score -713464.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6252 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -713466.625000 Penalty: 4501.586914 Iteration 37Q: 3 clusters Score -713466.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6252 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -713469.750000 Penalty: 4501.586914 Iteration 38Q: 3 clusters Score -713469.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6258 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -713470.312500 Penalty: 4501.586914 Iteration 39Q: 3 clusters Score -713470.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6261 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -713469.625000 Penalty: 4501.586914 Iteration 40F: 3 clusters Score -713469.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -713473.062500 Penalty: 4501.586914 Iteration 41Q: 3 clusters Score -713473.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6272 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -713473.312500 Penalty: 4501.586914 Iteration 42Q: 3 clusters Score -713473.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6272 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -713475.187500 Penalty: 4501.586914 Iteration 43Q: 3 clusters Score -713475.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -713476.562500 Penalty: 4501.586914 Iteration 44Q: 3 clusters Score -713476.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -713477.125000 Penalty: 4501.586914 Iteration 45Q: 3 clusters Score -713477.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6272 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -713477.375000 Penalty: 4501.586914 Iteration 46Q: 3 clusters Score -713477.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6272 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -713481.062500 Penalty: 4501.586914 Iteration 47Q: 3 clusters Score -713481.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6274 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -713478.312500 Penalty: 4501.586914 Iteration 48Q: 3 clusters Score -713478.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6277 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -713477.250000 Penalty: 4501.586914 Iteration 49Q: 3 clusters Score -713477.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -713478.375000 Penalty: 4501.586914 Iteration 50Q: 3 clusters Score -713478.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -713478.375000 Penalty: 4501.586914 Iteration 51F: 3 clusters Score -713478.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9962 members Entering Unmasked Estep Score: -921697.875000 Penalty: 2283.220215 Iteration 0F: 2 clusters Score -921697.9 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 5028 members Entering Unmasked Estep Score: -914058.187500 Penalty: 4566.440430 Iteration 0F: 3 clusters Score -914058.2 nChanged 4108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -916264.187500 Penalty: 4566.440430 Iteration 1F: 3 clusters Score -916264.2 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -916541.875000 Penalty: 4566.440430 Iteration 2F: 3 clusters Score -916541.9 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -916786.000000 Penalty: 4566.440430 Iteration 3Q: 3 clusters Score -916786 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -917035.937500 Penalty: 4566.440430 Iteration 4Q: 3 clusters Score -917035.9 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -917304.062500 Penalty: 4566.440430 Iteration 5Q: 3 clusters Score -917304.1 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -917703.875000 Penalty: 4566.440430 Iteration 6F: 3 clusters Score -917703.9 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 6610 members Entering Unmasked Estep Score: -918272.687500 Penalty: 4566.440430 Iteration 7F: 3 clusters Score -918272.7 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 7079 members Entering Unmasked Estep Score: -918856.375000 Penalty: 4566.440430 Iteration 8F: 3 clusters Score -918856.4 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 7582 members Entering Unmasked Estep Score: -919373.500000 Penalty: 4566.440430 Iteration 9F: 3 clusters Score -919373.5 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 8026 members Entering Unmasked Estep Score: -919790.312500 Penalty: 4566.440430 Iteration 10F: 3 clusters Score -919790.3 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 8382 members Entering Unmasked Estep Score: -920121.000000 Penalty: 4566.440430 Iteration 11Q: 3 clusters Score -920121 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 8628 members Entering Unmasked Estep Score: -920331.687500 Penalty: 4566.440430 Iteration 12Q: 3 clusters Score -920331.7 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 8800 members Entering Unmasked Estep Score: -920465.937500 Penalty: 4566.440430 Iteration 13Q: 3 clusters Score -920465.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 8929 members Entering Unmasked Estep Score: -920563.562500 Penalty: 4566.440430 Iteration 14Q: 3 clusters Score -920563.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 9010 members Entering Unmasked Estep Score: -920624.937500 Penalty: 4566.440430 Iteration 15Q: 3 clusters Score -920624.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 9062 members Entering Unmasked Estep Score: -920657.937500 Penalty: 4566.440430 Iteration 16Q: 3 clusters Score -920657.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 9105 members Entering Unmasked Estep Score: -920679.062500 Penalty: 4566.440430 Iteration 17Q: 3 clusters Score -920679.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 9137 members Entering Unmasked Estep Score: -920697.000000 Penalty: 4566.440430 Iteration 18Q: 3 clusters Score -920697 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 9159 members Entering Unmasked Estep Score: -920706.125000 Penalty: 4566.440430 Iteration 19Q: 3 clusters Score -920706.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 9172 members Entering Unmasked Estep Score: -920714.750000 Penalty: 4566.440430 Iteration 20F: 3 clusters Score -920714.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 9184 members Entering Unmasked Estep Score: -920720.687500 Penalty: 4566.440430 Iteration 21Q: 3 clusters Score -920720.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 9191 members Entering Unmasked Estep Score: -920724.187500 Penalty: 4566.440430 Iteration 22Q: 3 clusters Score -920724.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 9195 members Entering Unmasked Estep Score: -920725.687500 Penalty: 4566.440430 Iteration 23Q: 3 clusters Score -920725.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 9198 members Entering Unmasked Estep Score: -920727.750000 Penalty: 4566.440430 Iteration 24Q: 3 clusters Score -920727.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 9201 members Entering Unmasked Estep Score: -920730.812500 Penalty: 4566.440430 Iteration 25Q: 3 clusters Score -920730.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 9204 members Entering Unmasked Estep Score: -920730.562500 Penalty: 4566.440430 Iteration 26Q: 3 clusters Score -920730.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 9205 members Entering Unmasked Estep Score: -920731.000000 Penalty: 4566.440430 Iteration 27Q: 3 clusters Score -920731 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 9205 members Entering Unmasked Estep Score: -920731.000000 Penalty: 4566.440430 Iteration 28F: 3 clusters Score -920731 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Entering Unmasked Estep Score: -61034.882812 Penalty: 1629.231323 Iteration 0F: 2 clusters Score -61034.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -59312.339844 Penalty: 3258.462646 Iteration 0F: 3 clusters Score -59312.34 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -59519.023438 Penalty: 3258.462646 Iteration 1F: 3 clusters Score -59519.02 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -59566.664062 Penalty: 3258.462646 Iteration 2Q: 3 clusters Score -59566.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -59583.152344 Penalty: 3258.462646 Iteration 3Q: 3 clusters Score -59583.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -59596.160156 Penalty: 3258.462646 Iteration 4Q: 3 clusters Score -59596.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -59604.523438 Penalty: 3258.462646 Iteration 5Q: 3 clusters Score -59604.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -59611.777344 Penalty: 3258.462646 Iteration 6Q: 3 clusters Score -59611.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -59618.789062 Penalty: 3258.462646 Iteration 7Q: 3 clusters Score -59618.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -59623.183594 Penalty: 3258.462646 Iteration 8Q: 3 clusters Score -59623.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -59623.183594 Penalty: 3258.462646 Iteration 9F: 3 clusters Score -59623.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (315203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315203 members Entering Unmasked Estep Score: -28728194.000000 Penalty: 3139.921143 Iteration 0F: 2 clusters Score -2.872819e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157683 members Mstep: Class 2 contains 157520 members Entering Unmasked Estep Score: -28517410.000000 Penalty: 6279.842285 Iteration 0F: 3 clusters Score -2.851741e+07 nChanged 152650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164699 members Mstep: Class 2 contains 150504 members Entering Unmasked Estep Score: -28609758.000000 Penalty: 6279.842285 Iteration 1F: 3 clusters Score -2.860976e+07 nChanged 12585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169796 members Mstep: Class 2 contains 145407 members Entering Unmasked Estep Score: -28614288.000000 Penalty: 6279.842285 Iteration 2Q: 3 clusters Score -2.861429e+07 nChanged 15959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177827 members Mstep: Class 2 contains 137376 members Entering Unmasked Estep Score: -28621494.000000 Penalty: 6279.842285 Iteration 3F: 3 clusters Score -2.862149e+07 nChanged 19295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189124 members Mstep: Class 2 contains 126079 members Entering Unmasked Estep Score: -28631478.000000 Penalty: 6279.842285 Iteration 4F: 3 clusters Score -2.863148e+07 nChanged 21292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203566 members Mstep: Class 2 contains 111637 members Entering Unmasked Estep Score: -28643616.000000 Penalty: 6279.842285 Iteration 5F: 3 clusters Score -2.864362e+07 nChanged 21171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220019 members Mstep: Class 2 contains 95184 members Entering Unmasked Estep Score: -28656406.000000 Penalty: 6279.842285 Iteration 6F: 3 clusters Score -2.865641e+07 nChanged 19481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236994 members Mstep: Class 2 contains 78209 members Entering Unmasked Estep Score: -28669104.000000 Penalty: 6279.842285 Iteration 7F: 3 clusters Score -2.86691e+07 nChanged 17283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253255 members Mstep: Class 2 contains 61948 members Entering Unmasked Estep Score: -28681358.000000 Penalty: 6279.842285 Iteration 8F: 3 clusters Score -2.868136e+07 nChanged 15121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268034 members Mstep: Class 2 contains 47169 members Entering Unmasked Estep Score: -28693394.000000 Penalty: 6279.842285 Iteration 9Q: 3 clusters Score -2.869339e+07 nChanged 12720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280650 members Mstep: Class 2 contains 34553 members Entering Unmasked Estep Score: -28703486.000000 Penalty: 6279.842285 Iteration 10Q: 3 clusters Score -2.870349e+07 nChanged 9950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290556 members Mstep: Class 2 contains 24647 members Entering Unmasked Estep Score: -28711908.000000 Penalty: 6279.842285 Iteration 11Q: 3 clusters Score -2.871191e+07 nChanged 6862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297364 members Mstep: Class 2 contains 17839 members Entering Unmasked Estep Score: -28718754.000000 Penalty: 6279.842285 Iteration 12Q: 3 clusters Score -2.871875e+07 nChanged 4138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301368 members Mstep: Class 2 contains 13835 members Entering Unmasked Estep Score: -28722736.000000 Penalty: 6279.842285 Iteration 13Q: 3 clusters Score -2.872274e+07 nChanged 2482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303660 members Mstep: Class 2 contains 11543 members Entering Unmasked Estep Score: -28724986.000000 Penalty: 6279.842285 Iteration 14Q: 3 clusters Score -2.872499e+07 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305179 members Mstep: Class 2 contains 10024 members Entering Unmasked Estep Score: -28726066.000000 Penalty: 6279.842285 Iteration 15Q: 3 clusters Score -2.872607e+07 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306266 members Mstep: Class 2 contains 8937 members Entering Unmasked Estep Score: -28726718.000000 Penalty: 6279.842285 Iteration 16Q: 3 clusters Score -2.872672e+07 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307066 members Mstep: Class 2 contains 8137 members Entering Unmasked Estep Score: -28727026.000000 Penalty: 6279.842285 Iteration 17Q: 3 clusters Score -2.872703e+07 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307663 members Mstep: Class 2 contains 7540 members Entering Unmasked Estep Score: -28727076.000000 Penalty: 6279.842285 Iteration 18Q: 3 clusters Score -2.872708e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308112 members Mstep: Class 2 contains 7091 members Entering Unmasked Estep Score: -28727128.000000 Penalty: 6279.842285 Iteration 19Q: 3 clusters Score -2.872713e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308514 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -28727190.000000 Penalty: 6279.842285 Iteration 20F: 3 clusters Score -2.872719e+07 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308852 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -28727280.000000 Penalty: 6279.842285 Iteration 21Q: 3 clusters Score -2.872728e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309136 members Mstep: Class 2 contains 6067 members Entering Unmasked Estep Score: -28727290.000000 Penalty: 6279.842285 Iteration 22Q: 3 clusters Score -2.872729e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309393 members Mstep: Class 2 contains 5810 members Entering Unmasked Estep Score: -28727344.000000 Penalty: 6279.842285 Iteration 23Q: 3 clusters Score -2.872734e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309599 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -28727374.000000 Penalty: 6279.842285 Iteration 24Q: 3 clusters Score -2.872737e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309770 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -28727378.000000 Penalty: 6279.842285 Iteration 25Q: 3 clusters Score -2.872738e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309943 members Mstep: Class 2 contains 5260 members Entering Unmasked Estep Score: -28727430.000000 Penalty: 6279.842285 Iteration 26Q: 3 clusters Score -2.872743e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310074 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -28727464.000000 Penalty: 6279.842285 Iteration 27Q: 3 clusters Score -2.872746e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310180 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -28727508.000000 Penalty: 6279.842285 Iteration 28Q: 3 clusters Score -2.872751e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310260 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -28727516.000000 Penalty: 6279.842285 Iteration 29Q: 3 clusters Score -2.872752e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310345 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -28727492.000000 Penalty: 6279.842285 Iteration 30Q: 3 clusters Score -2.872749e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310410 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -28727548.000000 Penalty: 6279.842285 Iteration 31Q: 3 clusters Score -2.872755e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310471 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -28727532.000000 Penalty: 6279.842285 Iteration 32Q: 3 clusters Score -2.872753e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310535 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -28727474.000000 Penalty: 6279.842285 Iteration 33Q: 3 clusters Score -2.872747e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310595 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -28727478.000000 Penalty: 6279.842285 Iteration 34Q: 3 clusters Score -2.872748e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310656 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -28727514.000000 Penalty: 6279.842285 Iteration 35Q: 3 clusters Score -2.872751e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310703 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -28727514.000000 Penalty: 6279.842285 Iteration 36Q: 3 clusters Score -2.872751e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310755 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -28727470.000000 Penalty: 6279.842285 Iteration 37Q: 3 clusters Score -2.872747e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310804 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -28727488.000000 Penalty: 6279.842285 Iteration 38Q: 3 clusters Score -2.872749e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310854 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -28727470.000000 Penalty: 6279.842285 Iteration 39Q: 3 clusters Score -2.872747e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310903 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -28727456.000000 Penalty: 6279.842285 Iteration 40F: 3 clusters Score -2.872746e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310939 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -28727460.000000 Penalty: 6279.842285 Iteration 41Q: 3 clusters Score -2.872746e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310970 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -28727462.000000 Penalty: 6279.842285 Iteration 42Q: 3 clusters Score -2.872746e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311002 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -28727402.000000 Penalty: 6279.842285 Iteration 43Q: 3 clusters Score -2.87274e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311030 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -28727392.000000 Penalty: 6279.842285 Iteration 44Q: 3 clusters Score -2.872739e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311067 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -28727370.000000 Penalty: 6279.842285 Iteration 45Q: 3 clusters Score -2.872737e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311102 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -28727372.000000 Penalty: 6279.842285 Iteration 46Q: 3 clusters Score -2.872737e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311137 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -28727366.000000 Penalty: 6279.842285 Iteration 47Q: 3 clusters Score -2.872737e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311165 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -28727378.000000 Penalty: 6279.842285 Iteration 48Q: 3 clusters Score -2.872738e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311180 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -28727380.000000 Penalty: 6279.842285 Iteration 49Q: 3 clusters Score -2.872738e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311204 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -28727394.000000 Penalty: 6279.842285 Iteration 50Q: 3 clusters Score -2.872739e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311216 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -28727418.000000 Penalty: 6279.842285 Iteration 51Q: 3 clusters Score -2.872742e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311224 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -28727416.000000 Penalty: 6279.842285 Iteration 52Q: 3 clusters Score -2.872742e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311244 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -28727424.000000 Penalty: 6279.842285 Iteration 53Q: 3 clusters Score -2.872742e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311255 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -28727408.000000 Penalty: 6279.842285 Iteration 54Q: 3 clusters Score -2.872741e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311262 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -28727412.000000 Penalty: 6279.842285 Iteration 55Q: 3 clusters Score -2.872741e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311271 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -28727410.000000 Penalty: 6279.842285 Iteration 56Q: 3 clusters Score -2.872741e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311283 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -28727402.000000 Penalty: 6279.842285 Iteration 57Q: 3 clusters Score -2.87274e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311295 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -28727406.000000 Penalty: 6279.842285 Iteration 58Q: 3 clusters Score -2.872741e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311301 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -28727388.000000 Penalty: 6279.842285 Iteration 59Q: 3 clusters Score -2.872739e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311306 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -28727384.000000 Penalty: 6279.842285 Iteration 60F: 3 clusters Score -2.872738e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311310 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -28727396.000000 Penalty: 6279.842285 Iteration 61Q: 3 clusters Score -2.87274e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311322 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -28727388.000000 Penalty: 6279.842285 Iteration 62Q: 3 clusters Score -2.872739e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311329 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -28727382.000000 Penalty: 6279.842285 Iteration 63Q: 3 clusters Score -2.872738e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311333 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -28727390.000000 Penalty: 6279.842285 Iteration 64Q: 3 clusters Score -2.872739e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311338 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -28727418.000000 Penalty: 6279.842285 Iteration 65Q: 3 clusters Score -2.872742e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311344 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -28727416.000000 Penalty: 6279.842285 Iteration 66Q: 3 clusters Score -2.872742e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311349 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -28727412.000000 Penalty: 6279.842285 Iteration 67Q: 3 clusters Score -2.872741e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311350 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -28727414.000000 Penalty: 6279.842285 Iteration 68Q: 3 clusters Score -2.872741e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311350 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -28727398.000000 Penalty: 6279.842285 Iteration 69Q: 3 clusters Score -2.87274e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311352 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -28727398.000000 Penalty: 6279.842285 Iteration 70Q: 3 clusters Score -2.87274e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311355 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -28727390.000000 Penalty: 6279.842285 Iteration 71Q: 3 clusters Score -2.872739e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311355 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -28727406.000000 Penalty: 6279.842285 Iteration 72Q: 3 clusters Score -2.872741e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311356 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -28727404.000000 Penalty: 6279.842285 Iteration 73Q: 3 clusters Score -2.87274e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311357 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -28727408.000000 Penalty: 6279.842285 Iteration 74Q: 3 clusters Score -2.872741e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311358 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -28727410.000000 Penalty: 6279.842285 Iteration 75Q: 3 clusters Score -2.872741e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311358 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -28727410.000000 Penalty: 6279.842285 Iteration 76F: 3 clusters Score -2.872741e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (8788 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8788 members Entering Unmasked Estep Score: -748324.125000 Penalty: 2252.123291 Iteration 0F: 2 clusters Score -748324.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -741372.000000 Penalty: 4504.246582 Iteration 0F: 3 clusters Score -741372 nChanged 3630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -743441.437500 Penalty: 4504.246582 Iteration 1F: 3 clusters Score -743441.4 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -743763.312500 Penalty: 4504.246582 Iteration 2F: 3 clusters Score -743763.3 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 5221 members Entering Unmasked Estep Score: -744021.250000 Penalty: 4504.246582 Iteration 3F: 3 clusters Score -744021.2 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -744243.000000 Penalty: 4504.246582 Iteration 4Q: 3 clusters Score -744243 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -744467.187500 Penalty: 4504.246582 Iteration 5Q: 3 clusters Score -744467.2 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 6025 members Entering Unmasked Estep Score: -744712.625000 Penalty: 4504.246582 Iteration 6Q: 3 clusters Score -744712.6 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 6326 members Entering Unmasked Estep Score: -744984.125000 Penalty: 4504.246582 Iteration 7Q: 3 clusters Score -744984.1 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -745275.187500 Penalty: 4504.246582 Iteration 8Q: 3 clusters Score -745275.2 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -745542.437500 Penalty: 4504.246582 Iteration 9Q: 3 clusters Score -745542.4 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 7167 members Entering Unmasked Estep Score: -745754.812500 Penalty: 4504.246582 Iteration 10Q: 3 clusters Score -745754.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 7382 members Entering Unmasked Estep Score: -745927.687500 Penalty: 4504.246582 Iteration 11Q: 3 clusters Score -745927.7 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 7560 members Entering Unmasked Estep Score: -746087.062500 Penalty: 4504.246582 Iteration 12Q: 3 clusters Score -746087.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 7694 members Entering Unmasked Estep Score: -746205.125000 Penalty: 4504.246582 Iteration 13Q: 3 clusters Score -746205.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 7792 members Entering Unmasked Estep Score: -746284.187500 Penalty: 4504.246582 Iteration 14Q: 3 clusters Score -746284.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 7846 members Entering Unmasked Estep Score: -746324.375000 Penalty: 4504.246582 Iteration 15Q: 3 clusters Score -746324.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 7885 members Entering Unmasked Estep Score: -746354.000000 Penalty: 4504.246582 Iteration 16Q: 3 clusters Score -746354 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 7916 members Entering Unmasked Estep Score: -746380.812500 Penalty: 4504.246582 Iteration 17Q: 3 clusters Score -746380.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 7948 members Entering Unmasked Estep Score: -746397.062500 Penalty: 4504.246582 Iteration 18Q: 3 clusters Score -746397.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 7975 members Entering Unmasked Estep Score: -746416.375000 Penalty: 4504.246582 Iteration 19Q: 3 clusters Score -746416.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 8004 members Entering Unmasked Estep Score: -746432.687500 Penalty: 4504.246582 Iteration 20F: 3 clusters Score -746432.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 8021 members Entering Unmasked Estep Score: -746447.875000 Penalty: 4504.246582 Iteration 21Q: 3 clusters Score -746447.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 8038 members Entering Unmasked Estep Score: -746455.375000 Penalty: 4504.246582 Iteration 22Q: 3 clusters Score -746455.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 8045 members Entering Unmasked Estep Score: -746459.125000 Penalty: 4504.246582 Iteration 23Q: 3 clusters Score -746459.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 8046 members Entering Unmasked Estep Score: -746460.500000 Penalty: 4504.246582 Iteration 24Q: 3 clusters Score -746460.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 8050 members Entering Unmasked Estep Score: -746463.562500 Penalty: 4504.246582 Iteration 25Q: 3 clusters Score -746463.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 8051 members Entering Unmasked Estep Score: -746463.125000 Penalty: 4504.246582 Iteration 26Q: 3 clusters Score -746463.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 8054 members Entering Unmasked Estep Score: -746465.500000 Penalty: 4504.246582 Iteration 27Q: 3 clusters Score -746465.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 8058 members Entering Unmasked Estep Score: -746467.812500 Penalty: 4504.246582 Iteration 28Q: 3 clusters Score -746467.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 8065 members Entering Unmasked Estep Score: -746472.312500 Penalty: 4504.246582 Iteration 29Q: 3 clusters Score -746472.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 8072 members Entering Unmasked Estep Score: -746474.812500 Penalty: 4504.246582 Iteration 30Q: 3 clusters Score -746474.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 8080 members Entering Unmasked Estep Score: -746477.187500 Penalty: 4504.246582 Iteration 31Q: 3 clusters Score -746477.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 8085 members Entering Unmasked Estep Score: -746480.875000 Penalty: 4504.246582 Iteration 32Q: 3 clusters Score -746480.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 8089 members Entering Unmasked Estep Score: -746481.062500 Penalty: 4504.246582 Iteration 33Q: 3 clusters Score -746481.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 8094 members Entering Unmasked Estep Score: -746481.562500 Penalty: 4504.246582 Iteration 34Q: 3 clusters Score -746481.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -746482.125000 Penalty: 4504.246582 Iteration 35Q: 3 clusters Score -746482.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 8098 members Entering Unmasked Estep Score: -746485.187500 Penalty: 4504.246582 Iteration 36Q: 3 clusters Score -746485.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 8101 members Entering Unmasked Estep Score: -746488.125000 Penalty: 4504.246582 Iteration 37Q: 3 clusters Score -746488.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 8104 members Entering Unmasked Estep Score: -746490.812500 Penalty: 4504.246582 Iteration 38Q: 3 clusters Score -746490.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 8107 members Entering Unmasked Estep Score: -746494.312500 Penalty: 4504.246582 Iteration 39Q: 3 clusters Score -746494.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 8111 members Entering Unmasked Estep Score: -746495.687500 Penalty: 4504.246582 Iteration 40F: 3 clusters Score -746495.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 8114 members Entering Unmasked Estep Score: -746501.500000 Penalty: 4504.246582 Iteration 41Q: 3 clusters Score -746501.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 8116 members Entering Unmasked Estep Score: -746502.000000 Penalty: 4504.246582 Iteration 42Q: 3 clusters Score -746502 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 8121 members Entering Unmasked Estep Score: -746503.437500 Penalty: 4504.246582 Iteration 43Q: 3 clusters Score -746503.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 8125 members Entering Unmasked Estep Score: -746505.875000 Penalty: 4504.246582 Iteration 44Q: 3 clusters Score -746505.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 8129 members Entering Unmasked Estep Score: -746508.125000 Penalty: 4504.246582 Iteration 45Q: 3 clusters Score -746508.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 8133 members Entering Unmasked Estep Score: -746507.937500 Penalty: 4504.246582 Iteration 46Q: 3 clusters Score -746507.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 8135 members Entering Unmasked Estep Score: -746509.625000 Penalty: 4504.246582 Iteration 47Q: 3 clusters Score -746509.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 8135 members Entering Unmasked Estep Score: -746509.625000 Penalty: 4504.246582 Iteration 48F: 3 clusters Score -746509.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3681 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Entering Unmasked Estep Score: -310980.031250 Penalty: 2036.312988 Iteration 0F: 2 clusters Score -310980 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -307276.093750 Penalty: 4072.625977 Iteration 0F: 3 clusters Score -307276.1 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -308059.687500 Penalty: 4072.625977 Iteration 1F: 3 clusters Score -308059.7 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -308248.500000 Penalty: 4072.625977 Iteration 2F: 3 clusters Score -308248.5 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -308365.781250 Penalty: 4072.625977 Iteration 3Q: 3 clusters Score -308365.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -308452.531250 Penalty: 4072.625977 Iteration 4Q: 3 clusters Score -308452.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -308528.562500 Penalty: 4072.625977 Iteration 5Q: 3 clusters Score -308528.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -308589.125000 Penalty: 4072.625977 Iteration 6Q: 3 clusters Score -308589.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -308637.781250 Penalty: 4072.625977 Iteration 7Q: 3 clusters Score -308637.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -308683.781250 Penalty: 4072.625977 Iteration 8Q: 3 clusters Score -308683.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -308724.406250 Penalty: 4072.625977 Iteration 9Q: 3 clusters Score -308724.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -308750.468750 Penalty: 4072.625977 Iteration 10Q: 3 clusters Score -308750.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -308775.312500 Penalty: 4072.625977 Iteration 11Q: 3 clusters Score -308775.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -308793.250000 Penalty: 4072.625977 Iteration 12Q: 3 clusters Score -308793.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -308806.531250 Penalty: 4072.625977 Iteration 13Q: 3 clusters Score -308806.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -308819.093750 Penalty: 4072.625977 Iteration 14Q: 3 clusters Score -308819.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -308826.875000 Penalty: 4072.625977 Iteration 15Q: 3 clusters Score -308826.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -308838.156250 Penalty: 4072.625977 Iteration 16Q: 3 clusters Score -308838.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -308848.000000 Penalty: 4072.625977 Iteration 17Q: 3 clusters Score -308848 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -308856.843750 Penalty: 4072.625977 Iteration 18Q: 3 clusters Score -308856.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -308859.937500 Penalty: 4072.625977 Iteration 19Q: 3 clusters Score -308859.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -308861.718750 Penalty: 4072.625977 Iteration 20F: 3 clusters Score -308861.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -308862.625000 Penalty: 4072.625977 Iteration 21Q: 3 clusters Score -308862.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -308866.000000 Penalty: 4072.625977 Iteration 22Q: 3 clusters Score -308866 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -308869.343750 Penalty: 4072.625977 Iteration 23Q: 3 clusters Score -308869.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -308872.406250 Penalty: 4072.625977 Iteration 24Q: 3 clusters Score -308872.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -308876.906250 Penalty: 4072.625977 Iteration 25Q: 3 clusters Score -308876.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -308879.406250 Penalty: 4072.625977 Iteration 26Q: 3 clusters Score -308879.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -308880.968750 Penalty: 4072.625977 Iteration 27Q: 3 clusters Score -308881 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -308882.312500 Penalty: 4072.625977 Iteration 28Q: 3 clusters Score -308882.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -308883.562500 Penalty: 4072.625977 Iteration 29Q: 3 clusters Score -308883.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -308884.000000 Penalty: 4072.625977 Iteration 30Q: 3 clusters Score -308884 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -308884.718750 Penalty: 4072.625977 Iteration 31Q: 3 clusters Score -308884.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -308884.750000 Penalty: 4072.625977 Iteration 32Q: 3 clusters Score -308884.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -308886.125000 Penalty: 4072.625977 Iteration 33Q: 3 clusters Score -308886.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -308886.125000 Penalty: 4072.625977 Iteration 34F: 3 clusters Score -308886.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -25282.414062 Penalty: 1486.502441 Iteration 0F: 2 clusters Score -25282.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -23945.181641 Penalty: 2973.004883 Iteration 0F: 3 clusters Score -23945.18 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -24106.751953 Penalty: 2973.004883 Iteration 1F: 3 clusters Score -24106.75 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -24198.589844 Penalty: 2973.004883 Iteration 2F: 3 clusters Score -24198.59 nChanged 15 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: -24246.207031 Penalty: 2973.004883 Iteration 3Q: 3 clusters Score -24246.21 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -24292.089844 Penalty: 2973.004883 Iteration 4Q: 3 clusters Score -24292.09 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -24379.017578 Penalty: 2973.004883 Iteration 5F: 3 clusters Score -24379.02 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -24452.117188 Penalty: 2973.004883 Iteration 6Q: 3 clusters Score -24452.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -24545.365234 Penalty: 2973.004883 Iteration 7Q: 3 clusters Score -24545.37 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -24667.464844 Penalty: 2973.004883 Iteration 8Q: 3 clusters Score -24667.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -24760.669922 Penalty: 2973.004883 Iteration 9Q: 3 clusters Score -24760.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -24854.107422 Penalty: 2973.004883 Iteration 10Q: 3 clusters Score -24854.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -24981.353516 Penalty: 2973.004883 Iteration 11Q: 3 clusters Score -24981.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -25015.271484 Penalty: 2973.004883 Iteration 12Q: 3 clusters Score -25015.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -25034.107422 Penalty: 2973.004883 Iteration 13Q: 3 clusters Score -25034.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -25042.250000 Penalty: 2973.004883 Iteration 14Q: 3 clusters Score -25042.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -25046.669922 Penalty: 2973.004883 Iteration 15Q: 3 clusters Score -25046.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -25064.541016 Penalty: 2973.004883 Iteration 16F: 3 clusters Score -25064.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -25120.021484 Penalty: 2973.004883 Iteration 17Q: 3 clusters Score -25120.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -25161.458984 Penalty: 2973.004883 Iteration 18Q: 3 clusters Score -25161.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -25228.357422 Penalty: 2973.004883 Iteration 19Q: 3 clusters Score -25228.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -25233.330078 Penalty: 2973.004883 Iteration 20F: 3 clusters Score -25233.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -25237.330078 Penalty: 2973.004883 Iteration 21Q: 3 clusters Score -25237.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -25238.781250 Penalty: 2973.004883 Iteration 22Q: 3 clusters Score -25238.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -25238.781250 Penalty: 2973.004883 Iteration 23F: 3 clusters Score -25238.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (7489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7489 members Entering Unmasked Estep Score: -686514.000000 Penalty: 2212.455078 Iteration 0F: 2 clusters Score -686514 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -680434.375000 Penalty: 4424.910156 Iteration 0F: 3 clusters Score -680434.4 nChanged 3036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -682025.000000 Penalty: 4424.910156 Iteration 1F: 3 clusters Score -682025 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -682316.437500 Penalty: 4424.910156 Iteration 2F: 3 clusters Score -682316.4 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -682535.875000 Penalty: 4424.910156 Iteration 3F: 3 clusters Score -682535.9 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -682744.250000 Penalty: 4424.910156 Iteration 4Q: 3 clusters Score -682744.2 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -682961.062500 Penalty: 4424.910156 Iteration 5Q: 3 clusters Score -682961.1 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -683215.062500 Penalty: 4424.910156 Iteration 6Q: 3 clusters Score -683215.1 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -683555.687500 Penalty: 4424.910156 Iteration 7F: 3 clusters Score -683555.7 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -683988.250000 Penalty: 4424.910156 Iteration 8F: 3 clusters Score -683988.2 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -684453.500000 Penalty: 4424.910156 Iteration 9F: 3 clusters Score -684453.5 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -684851.187500 Penalty: 4424.910156 Iteration 10F: 3 clusters Score -684851.2 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -685144.500000 Penalty: 4424.910156 Iteration 11Q: 3 clusters Score -685144.5 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -685293.250000 Penalty: 4424.910156 Iteration 12Q: 3 clusters Score -685293.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6129 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -685384.437500 Penalty: 4424.910156 Iteration 13Q: 3 clusters Score -685384.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -685435.687500 Penalty: 4424.910156 Iteration 14Q: 3 clusters Score -685435.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -685467.125000 Penalty: 4424.910156 Iteration 15Q: 3 clusters Score -685467.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -685487.750000 Penalty: 4424.910156 Iteration 16Q: 3 clusters Score -685487.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -685509.437500 Penalty: 4424.910156 Iteration 17Q: 3 clusters Score -685509.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -685519.562500 Penalty: 4424.910156 Iteration 18Q: 3 clusters Score -685519.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6375 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -685528.062500 Penalty: 4424.910156 Iteration 19Q: 3 clusters Score -685528.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -685532.437500 Penalty: 4424.910156 Iteration 20F: 3 clusters Score -685532.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6396 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -685534.562500 Penalty: 4424.910156 Iteration 21Q: 3 clusters Score -685534.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -685537.500000 Penalty: 4424.910156 Iteration 22Q: 3 clusters Score -685537.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -685539.687500 Penalty: 4424.910156 Iteration 23Q: 3 clusters Score -685539.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -685541.312500 Penalty: 4424.910156 Iteration 24Q: 3 clusters Score -685541.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -685542.000000 Penalty: 4424.910156 Iteration 25Q: 3 clusters Score -685542 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6428 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -685546.937500 Penalty: 4424.910156 Iteration 26Q: 3 clusters Score -685546.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -685550.375000 Penalty: 4424.910156 Iteration 27Q: 3 clusters Score -685550.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -685551.000000 Penalty: 4424.910156 Iteration 28Q: 3 clusters Score -685551 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -685551.500000 Penalty: 4424.910156 Iteration 29Q: 3 clusters Score -685551.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -685552.312500 Penalty: 4424.910156 Iteration 30Q: 3 clusters Score -685552.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -685552.750000 Penalty: 4424.910156 Iteration 31Q: 3 clusters Score -685552.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -685552.750000 Penalty: 4424.910156 Iteration 32F: 3 clusters Score -685552.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (257198 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257198 members Entering Unmasked Estep Score: -23331596.000000 Penalty: 3089.485107 Iteration 0F: 2 clusters Score -2.33316e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128582 members Mstep: Class 2 contains 128616 members Entering Unmasked Estep Score: -23158950.000000 Penalty: 6178.970215 Iteration 0F: 3 clusters Score -2.315895e+07 nChanged 124366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128302 members Mstep: Class 2 contains 128896 members Entering Unmasked Estep Score: -23232360.000000 Penalty: 6178.970215 Iteration 1F: 3 clusters Score -2.323236e+07 nChanged 6603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128025 members Mstep: Class 2 contains 129173 members Entering Unmasked Estep Score: -23233590.000000 Penalty: 6178.970215 Iteration 2Q: 3 clusters Score -2.323359e+07 nChanged 7049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127550 members Mstep: Class 2 contains 129648 members Entering Unmasked Estep Score: -23235186.000000 Penalty: 6178.970215 Iteration 3Q: 3 clusters Score -2.323519e+07 nChanged 7686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126794 members Mstep: Class 2 contains 130404 members Entering Unmasked Estep Score: -23237058.000000 Penalty: 6178.970215 Iteration 4Q: 3 clusters Score -2.323706e+07 nChanged 8473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125445 members Mstep: Class 2 contains 131753 members Entering Unmasked Estep Score: -23239588.000000 Penalty: 6178.970215 Iteration 5Q: 3 clusters Score -2.323959e+07 nChanged 9369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123448 members Mstep: Class 2 contains 133750 members Entering Unmasked Estep Score: -23242770.000000 Penalty: 6178.970215 Iteration 6Q: 3 clusters Score -2.324277e+07 nChanged 10669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120715 members Mstep: Class 2 contains 136483 members Entering Unmasked Estep Score: -23246990.000000 Penalty: 6178.970215 Iteration 7Q: 3 clusters Score -2.324699e+07 nChanged 12301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117268 members Mstep: Class 2 contains 139930 members Entering Unmasked Estep Score: -23253172.000000 Penalty: 6178.970215 Iteration 8Q: 3 clusters Score -2.325317e+07 nChanged 14076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113370 members Mstep: Class 2 contains 143828 members Entering Unmasked Estep Score: -23261976.000000 Penalty: 6178.970215 Iteration 9F: 3 clusters Score -2.326198e+07 nChanged 15148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109622 members Mstep: Class 2 contains 147576 members Entering Unmasked Estep Score: -23272358.000000 Penalty: 6178.970215 Iteration 10F: 3 clusters Score -2.327236e+07 nChanged 14051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106545 members Mstep: Class 2 contains 150653 members Entering Unmasked Estep Score: -23280526.000000 Penalty: 6178.970215 Iteration 11F: 3 clusters Score -2.328053e+07 nChanged 10349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103834 members Mstep: Class 2 contains 153364 members Entering Unmasked Estep Score: -23284314.000000 Penalty: 6178.970215 Iteration 12Q: 3 clusters Score -2.328431e+07 nChanged 6160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101154 members Mstep: Class 2 contains 156044 members Entering Unmasked Estep Score: -23285624.000000 Penalty: 6178.970215 Iteration 13Q: 3 clusters Score -2.328562e+07 nChanged 3715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98273 members Mstep: Class 2 contains 158925 members Entering Unmasked Estep Score: -23286314.000000 Penalty: 6178.970215 Iteration 14Q: 3 clusters Score -2.328631e+07 nChanged 3178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95215 members Mstep: Class 2 contains 161983 members Entering Unmasked Estep Score: -23286792.000000 Penalty: 6178.970215 Iteration 15Q: 3 clusters Score -2.328679e+07 nChanged 3258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91987 members Mstep: Class 2 contains 165211 members Entering Unmasked Estep Score: -23287458.000000 Penalty: 6178.970215 Iteration 16Q: 3 clusters Score -2.328746e+07 nChanged 3538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88451 members Mstep: Class 2 contains 168747 members Entering Unmasked Estep Score: -23288264.000000 Penalty: 6178.970215 Iteration 17Q: 3 clusters Score -2.328826e+07 nChanged 3840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84611 members Mstep: Class 2 contains 172587 members Entering Unmasked Estep Score: -23289094.000000 Penalty: 6178.970215 Iteration 18Q: 3 clusters Score -2.328909e+07 nChanged 4113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80498 members Mstep: Class 2 contains 176700 members Entering Unmasked Estep Score: -23290002.000000 Penalty: 6178.970215 Iteration 19Q: 3 clusters Score -2.329e+07 nChanged 4344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76154 members Mstep: Class 2 contains 181044 members Entering Unmasked Estep Score: -23291156.000000 Penalty: 6178.970215 Iteration 20F: 3 clusters Score -2.329116e+07 nChanged 4568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71586 members Mstep: Class 2 contains 185612 members Entering Unmasked Estep Score: -23292392.000000 Penalty: 6178.970215 Iteration 21Q: 3 clusters Score -2.329239e+07 nChanged 4834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66752 members Mstep: Class 2 contains 190446 members Entering Unmasked Estep Score: -23293782.000000 Penalty: 6178.970215 Iteration 22Q: 3 clusters Score -2.329378e+07 nChanged 5120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61632 members Mstep: Class 2 contains 195566 members Entering Unmasked Estep Score: -23295796.000000 Penalty: 6178.970215 Iteration 23Q: 3 clusters Score -2.32958e+07 nChanged 5200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56432 members Mstep: Class 2 contains 200766 members Entering Unmasked Estep Score: -23297632.000000 Penalty: 6178.970215 Iteration 24Q: 3 clusters Score -2.329763e+07 nChanged 5418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51014 members Mstep: Class 2 contains 206184 members Entering Unmasked Estep Score: -23299634.000000 Penalty: 6178.970215 Iteration 25Q: 3 clusters Score -2.329963e+07 nChanged 5607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45407 members Mstep: Class 2 contains 211791 members Entering Unmasked Estep Score: -23302242.000000 Penalty: 6178.970215 Iteration 26Q: 3 clusters Score -2.330224e+07 nChanged 5678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39729 members Mstep: Class 2 contains 217469 members Entering Unmasked Estep Score: -23305044.000000 Penalty: 6178.970215 Iteration 27Q: 3 clusters Score -2.330504e+07 nChanged 5654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34075 members Mstep: Class 2 contains 223123 members Entering Unmasked Estep Score: -23307732.000000 Penalty: 6178.970215 Iteration 28Q: 3 clusters Score -2.330773e+07 nChanged 5404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28671 members Mstep: Class 2 contains 228527 members Entering Unmasked Estep Score: -23310556.000000 Penalty: 6178.970215 Iteration 29Q: 3 clusters Score -2.331056e+07 nChanged 5068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23603 members Mstep: Class 2 contains 233595 members Entering Unmasked Estep Score: -23313484.000000 Penalty: 6178.970215 Iteration 30Q: 3 clusters Score -2.331348e+07 nChanged 4688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18915 members Mstep: Class 2 contains 238283 members Entering Unmasked Estep Score: -23316462.000000 Penalty: 6178.970215 Iteration 31Q: 3 clusters Score -2.331646e+07 nChanged 4116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14799 members Mstep: Class 2 contains 242399 members Entering Unmasked Estep Score: -23319092.000000 Penalty: 6178.970215 Iteration 32Q: 3 clusters Score -2.331909e+07 nChanged 3409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11390 members Mstep: Class 2 contains 245808 members Entering Unmasked Estep Score: -23321296.000000 Penalty: 6178.970215 Iteration 33Q: 3 clusters Score -2.33213e+07 nChanged 2861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8529 members Mstep: Class 2 contains 248669 members Entering Unmasked Estep Score: -23323120.000000 Penalty: 6178.970215 Iteration 34Q: 3 clusters Score -2.332312e+07 nChanged 2315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Mstep: Class 2 contains 250984 members Entering Unmasked Estep Score: -23324812.000000 Penalty: 6178.970215 Iteration 35Q: 3 clusters Score -2.332481e+07 nChanged 1839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 252821 members Entering Unmasked Estep Score: -23326094.000000 Penalty: 6178.970215 Iteration 36Q: 3 clusters Score -2.332609e+07 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 254223 members Entering Unmasked Estep Score: -23327192.000000 Penalty: 6178.970215 Iteration 37Q: 3 clusters Score -2.332719e+07 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 255181 members Entering Unmasked Estep Score: -23327942.000000 Penalty: 6178.970215 Iteration 38Q: 3 clusters Score -2.332794e+07 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 255760 members Entering Unmasked Estep Score: -23328392.000000 Penalty: 6178.970215 Iteration 39Q: 3 clusters Score -2.332839e+07 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 256111 members Entering Unmasked Estep Score: -23328642.000000 Penalty: 6178.970215 Iteration 40F: 3 clusters Score -2.332864e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 256299 members Entering Unmasked Estep Score: -23328756.000000 Penalty: 6178.970215 Iteration 41Q: 3 clusters Score -2.332876e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 256416 members Entering Unmasked Estep Score: -23328844.000000 Penalty: 6178.970215 Iteration 42Q: 3 clusters Score -2.332884e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 256471 members Entering Unmasked Estep Score: -23328888.000000 Penalty: 6178.970215 Iteration 43Q: 3 clusters Score -2.332889e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 256512 members Entering Unmasked Estep Score: -23328966.000000 Penalty: 6178.970215 Iteration 44Q: 3 clusters Score -2.332897e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 256544 members Entering Unmasked Estep Score: -23329004.000000 Penalty: 6178.970215 Iteration 45Q: 3 clusters Score -2.3329e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 256560 members Entering Unmasked Estep Score: -23329022.000000 Penalty: 6178.970215 Iteration 46Q: 3 clusters Score -2.332902e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 256576 members Entering Unmasked Estep Score: -23329016.000000 Penalty: 6178.970215 Iteration 47Q: 3 clusters Score -2.332902e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 256590 members Entering Unmasked Estep Score: -23329036.000000 Penalty: 6178.970215 Iteration 48Q: 3 clusters Score -2.332904e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 256602 members Entering Unmasked Estep Score: -23329044.000000 Penalty: 6178.970215 Iteration 49Q: 3 clusters Score -2.332904e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 256612 members Entering Unmasked Estep Score: -23329068.000000 Penalty: 6178.970215 Iteration 50Q: 3 clusters Score -2.332907e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 256619 members Entering Unmasked Estep Score: -23329068.000000 Penalty: 6178.970215 Iteration 51Q: 3 clusters Score -2.332907e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 256631 members Entering Unmasked Estep Score: -23329078.000000 Penalty: 6178.970215 Iteration 52Q: 3 clusters Score -2.332908e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 256634 members Entering Unmasked Estep Score: -23329096.000000 Penalty: 6178.970215 Iteration 53Q: 3 clusters Score -2.33291e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 256635 members Entering Unmasked Estep Score: -23329088.000000 Penalty: 6178.970215 Iteration 54Q: 3 clusters Score -2.332909e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 256639 members Entering Unmasked Estep Score: -23329094.000000 Penalty: 6178.970215 Iteration 55Q: 3 clusters Score -2.332909e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 256641 members Entering Unmasked Estep Score: -23329094.000000 Penalty: 6178.970215 Iteration 56Q: 3 clusters Score -2.332909e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 256641 members Entering Unmasked Estep Score: -23329106.000000 Penalty: 6178.970215 Iteration 57Q: 3 clusters Score -2.332911e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 256641 members Entering Unmasked Estep Score: -23329092.000000 Penalty: 6178.970215 Iteration 58Q: 3 clusters Score -2.332909e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 256642 members Entering Unmasked Estep Score: -23329112.000000 Penalty: 6178.970215 Iteration 59Q: 3 clusters Score -2.332911e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 256645 members Entering Unmasked Estep Score: -23329112.000000 Penalty: 6178.970215 Iteration 60F: 3 clusters Score -2.332911e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 256648 members Entering Unmasked Estep Score: -23329130.000000 Penalty: 6178.970215 Iteration 61Q: 3 clusters Score -2.332913e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 256649 members Entering Unmasked Estep Score: -23329140.000000 Penalty: 6178.970215 Iteration 62Q: 3 clusters Score -2.332914e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 256651 members Entering Unmasked Estep Score: -23329168.000000 Penalty: 6178.970215 Iteration 63Q: 3 clusters Score -2.332917e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 256656 members Entering Unmasked Estep Score: -23329166.000000 Penalty: 6178.970215 Iteration 64Q: 3 clusters Score -2.332917e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 256655 members Entering Unmasked Estep Score: -23329164.000000 Penalty: 6178.970215 Iteration 65Q: 3 clusters Score -2.332916e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 256656 members Entering Unmasked Estep Score: -23329166.000000 Penalty: 6178.970215 Iteration 66Q: 3 clusters Score -2.332917e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 256657 members Entering Unmasked Estep Score: -23329172.000000 Penalty: 6178.970215 Iteration 67Q: 3 clusters Score -2.332917e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 256659 members Entering Unmasked Estep Score: -23329188.000000 Penalty: 6178.970215 Iteration 68Q: 3 clusters Score -2.332919e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 256662 members Entering Unmasked Estep Score: -23329176.000000 Penalty: 6178.970215 Iteration 69Q: 3 clusters Score -2.332918e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 256662 members Entering Unmasked Estep Score: -23329180.000000 Penalty: 6178.970215 Iteration 70Q: 3 clusters Score -2.332918e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 256662 members Entering Unmasked Estep Score: -23329178.000000 Penalty: 6178.970215 Iteration 71Q: 3 clusters Score -2.332918e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 256661 members Entering Unmasked Estep Score: -23329188.000000 Penalty: 6178.970215 Iteration 72Q: 3 clusters Score -2.332919e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 256660 members Entering Unmasked Estep Score: -23329182.000000 Penalty: 6178.970215 Iteration 73Q: 3 clusters Score -2.332918e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 256659 members Entering Unmasked Estep Score: -23329174.000000 Penalty: 6178.970215 Iteration 74Q: 3 clusters Score -2.332917e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 256659 members Entering Unmasked Estep Score: -23329174.000000 Penalty: 6178.970215 Iteration 75F: 3 clusters Score -2.332917e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (65648 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65648 members Entering Unmasked Estep Score: -5917622.000000 Penalty: 2750.831299 Iteration 0F: 2 clusters Score -5917622 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32944 members Mstep: Class 2 contains 32704 members Entering Unmasked Estep Score: -5873576.500000 Penalty: 5501.662598 Iteration 0F: 3 clusters Score -5873576 nChanged 30676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34500 members Mstep: Class 2 contains 31148 members Entering Unmasked Estep Score: -5890540.500000 Penalty: 5501.662598 Iteration 1F: 3 clusters Score -5890540 nChanged 2390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35440 members Mstep: Class 2 contains 30208 members Entering Unmasked Estep Score: -5891133.500000 Penalty: 5501.662598 Iteration 2Q: 3 clusters Score -5891134 nChanged 2600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36906 members Mstep: Class 2 contains 28742 members Entering Unmasked Estep Score: -5891963.000000 Penalty: 5501.662598 Iteration 3Q: 3 clusters Score -5891963 nChanged 3048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39086 members Mstep: Class 2 contains 26562 members Entering Unmasked Estep Score: -5893283.500000 Penalty: 5501.662598 Iteration 4Q: 3 clusters Score -5893284 nChanged 3827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42279 members Mstep: Class 2 contains 23369 members Entering Unmasked Estep Score: -5895380.500000 Penalty: 5501.662598 Iteration 5F: 3 clusters Score -5895380 nChanged 4758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46619 members Mstep: Class 2 contains 19029 members Entering Unmasked Estep Score: -5898785.000000 Penalty: 5501.662598 Iteration 6F: 3 clusters Score -5898785 nChanged 5276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51597 members Mstep: Class 2 contains 14051 members Entering Unmasked Estep Score: -5903187.500000 Penalty: 5501.662598 Iteration 7F: 3 clusters Score -5903188 nChanged 5014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56447 members Mstep: Class 2 contains 9201 members Entering Unmasked Estep Score: -5907760.000000 Penalty: 5501.662598 Iteration 8F: 3 clusters Score -5907760 nChanged 3851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60202 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -5911254.000000 Penalty: 5501.662598 Iteration 9F: 3 clusters Score -5911254 nChanged 2400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62538 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -5913327.500000 Penalty: 5501.662598 Iteration 10Q: 3 clusters Score -5913328 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63810 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -5914381.000000 Penalty: 5501.662598 Iteration 11Q: 3 clusters Score -5914381 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64417 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -5914796.000000 Penalty: 5501.662598 Iteration 12Q: 3 clusters Score -5914796 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64709 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -5915036.000000 Penalty: 5501.662598 Iteration 13Q: 3 clusters Score -5915036 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64856 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -5915154.000000 Penalty: 5501.662598 Iteration 14Q: 3 clusters Score -5915154 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64940 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -5915218.000000 Penalty: 5501.662598 Iteration 15Q: 3 clusters Score -5915218 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64996 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -5915263.000000 Penalty: 5501.662598 Iteration 16Q: 3 clusters Score -5915263 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65026 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -5915275.500000 Penalty: 5501.662598 Iteration 17Q: 3 clusters Score -5915276 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65049 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -5915295.000000 Penalty: 5501.662598 Iteration 18Q: 3 clusters Score -5915295 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65060 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -5915293.500000 Penalty: 5501.662598 Iteration 19Q: 3 clusters Score -5915294 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65073 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -5915309.500000 Penalty: 5501.662598 Iteration 20F: 3 clusters Score -5915310 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65082 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -5915322.000000 Penalty: 5501.662598 Iteration 21Q: 3 clusters Score -5915322 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65092 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -5915340.500000 Penalty: 5501.662598 Iteration 22Q: 3 clusters Score -5915340 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65099 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -5915337.000000 Penalty: 5501.662598 Iteration 23Q: 3 clusters Score -5915337 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65110 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -5915349.500000 Penalty: 5501.662598 Iteration 24Q: 3 clusters Score -5915350 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65114 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -5915355.000000 Penalty: 5501.662598 Iteration 25Q: 3 clusters Score -5915355 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65120 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -5915351.500000 Penalty: 5501.662598 Iteration 26Q: 3 clusters Score -5915352 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65124 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -5915362.500000 Penalty: 5501.662598 Iteration 27Q: 3 clusters Score -5915362 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65129 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -5915368.000000 Penalty: 5501.662598 Iteration 28Q: 3 clusters Score -5915368 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65131 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -5915365.500000 Penalty: 5501.662598 Iteration 29Q: 3 clusters Score -5915366 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65131 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -5915371.500000 Penalty: 5501.662598 Iteration 30Q: 3 clusters Score -5915372 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65131 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -5915371.500000 Penalty: 5501.662598 Iteration 31F: 3 clusters Score -5915372 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12898 members Entering Unmasked Estep Score: -1192280.625000 Penalty: 2347.277344 Iteration 0F: 2 clusters Score -1192281 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6392 members Mstep: Class 2 contains 6506 members Entering Unmasked Estep Score: -1182842.250000 Penalty: 4694.554688 Iteration 0F: 3 clusters Score -1182842 nChanged 5418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -1185713.750000 Penalty: 4694.554688 Iteration 1F: 3 clusters Score -1185714 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6115 members Mstep: Class 2 contains 6783 members Entering Unmasked Estep Score: -1186067.875000 Penalty: 4694.554688 Iteration 2F: 3 clusters Score -1186068 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6000 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -1186349.500000 Penalty: 4694.554688 Iteration 3Q: 3 clusters Score -1186350 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 7046 members Entering Unmasked Estep Score: -1186615.250000 Penalty: 4694.554688 Iteration 4Q: 3 clusters Score -1186615 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 7249 members Entering Unmasked Estep Score: -1186892.375000 Penalty: 4694.554688 Iteration 5Q: 3 clusters Score -1186892 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 7461 members Entering Unmasked Estep Score: -1187157.750000 Penalty: 4694.554688 Iteration 6Q: 3 clusters Score -1187158 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -1187425.500000 Penalty: 4694.554688 Iteration 7Q: 3 clusters Score -1187426 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -1187649.625000 Penalty: 4694.554688 Iteration 8Q: 3 clusters Score -1187650 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 8207 members Entering Unmasked Estep Score: -1187876.875000 Penalty: 4694.554688 Iteration 9Q: 3 clusters Score -1187877 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 8514 members Entering Unmasked Estep Score: -1188124.250000 Penalty: 4694.554688 Iteration 10Q: 3 clusters Score -1188124 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 8829 members Entering Unmasked Estep Score: -1188367.750000 Penalty: 4694.554688 Iteration 11Q: 3 clusters Score -1188368 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 9136 members Entering Unmasked Estep Score: -1188578.375000 Penalty: 4694.554688 Iteration 12Q: 3 clusters Score -1188578 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 9428 members Entering Unmasked Estep Score: -1188765.375000 Penalty: 4694.554688 Iteration 13Q: 3 clusters Score -1188765 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 9715 members Entering Unmasked Estep Score: -1188940.500000 Penalty: 4694.554688 Iteration 14Q: 3 clusters Score -1188940 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 9983 members Entering Unmasked Estep Score: -1189079.125000 Penalty: 4694.554688 Iteration 15Q: 3 clusters Score -1189079 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 10229 members Entering Unmasked Estep Score: -1189221.000000 Penalty: 4694.554688 Iteration 16Q: 3 clusters Score -1189221 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 10485 members Entering Unmasked Estep Score: -1189371.250000 Penalty: 4694.554688 Iteration 17Q: 3 clusters Score -1189371 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 10718 members Entering Unmasked Estep Score: -1189505.125000 Penalty: 4694.554688 Iteration 18Q: 3 clusters Score -1189505 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 10927 members Entering Unmasked Estep Score: -1189618.375000 Penalty: 4694.554688 Iteration 19Q: 3 clusters Score -1189618 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 11110 members Entering Unmasked Estep Score: -1189717.750000 Penalty: 4694.554688 Iteration 20F: 3 clusters Score -1189718 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 11259 members Entering Unmasked Estep Score: -1189792.000000 Penalty: 4694.554688 Iteration 21Q: 3 clusters Score -1189792 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 11389 members Entering Unmasked Estep Score: -1189854.750000 Penalty: 4694.554688 Iteration 22Q: 3 clusters Score -1189855 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 11484 members Entering Unmasked Estep Score: -1189907.500000 Penalty: 4694.554688 Iteration 23Q: 3 clusters Score -1189908 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 11563 members Entering Unmasked Estep Score: -1189953.125000 Penalty: 4694.554688 Iteration 24Q: 3 clusters Score -1189953 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -1189995.750000 Penalty: 4694.554688 Iteration 25Q: 3 clusters Score -1189996 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 11710 members Entering Unmasked Estep Score: -1190031.125000 Penalty: 4694.554688 Iteration 26Q: 3 clusters Score -1190031 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 11771 members Entering Unmasked Estep Score: -1190061.500000 Penalty: 4694.554688 Iteration 27Q: 3 clusters Score -1190062 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 11818 members Entering Unmasked Estep Score: -1190086.250000 Penalty: 4694.554688 Iteration 28Q: 3 clusters Score -1190086 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 11849 members Entering Unmasked Estep Score: -1190099.375000 Penalty: 4694.554688 Iteration 29Q: 3 clusters Score -1190099 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 11883 members Entering Unmasked Estep Score: -1190116.750000 Penalty: 4694.554688 Iteration 30Q: 3 clusters Score -1190117 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 11905 members Entering Unmasked Estep Score: -1190127.250000 Penalty: 4694.554688 Iteration 31Q: 3 clusters Score -1190127 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 11927 members Entering Unmasked Estep Score: -1190135.500000 Penalty: 4694.554688 Iteration 32Q: 3 clusters Score -1190136 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 11942 members Entering Unmasked Estep Score: -1190141.250000 Penalty: 4694.554688 Iteration 33Q: 3 clusters Score -1190141 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 11959 members Entering Unmasked Estep Score: -1190150.875000 Penalty: 4694.554688 Iteration 34Q: 3 clusters Score -1190151 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 11972 members Entering Unmasked Estep Score: -1190158.250000 Penalty: 4694.554688 Iteration 35Q: 3 clusters Score -1190158 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 11987 members Entering Unmasked Estep Score: -1190169.250000 Penalty: 4694.554688 Iteration 36Q: 3 clusters Score -1190169 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 12004 members Entering Unmasked Estep Score: -1190177.500000 Penalty: 4694.554688 Iteration 37Q: 3 clusters Score -1190178 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 12014 members Entering Unmasked Estep Score: -1190181.125000 Penalty: 4694.554688 Iteration 38Q: 3 clusters Score -1190181 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 12022 members Entering Unmasked Estep Score: -1190183.375000 Penalty: 4694.554688 Iteration 39Q: 3 clusters Score -1190183 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 12032 members Entering Unmasked Estep Score: -1190189.000000 Penalty: 4694.554688 Iteration 40F: 3 clusters Score -1190189 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 12040 members Entering Unmasked Estep Score: -1190193.500000 Penalty: 4694.554688 Iteration 41Q: 3 clusters Score -1190194 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 12052 members Entering Unmasked Estep Score: -1190201.000000 Penalty: 4694.554688 Iteration 42Q: 3 clusters Score -1190201 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 12063 members Entering Unmasked Estep Score: -1190213.125000 Penalty: 4694.554688 Iteration 43Q: 3 clusters Score -1190213 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 12078 members Entering Unmasked Estep Score: -1190220.125000 Penalty: 4694.554688 Iteration 44Q: 3 clusters Score -1190220 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 12094 members Entering Unmasked Estep Score: -1190229.875000 Penalty: 4694.554688 Iteration 45Q: 3 clusters Score -1190230 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 12103 members Entering Unmasked Estep Score: -1190236.125000 Penalty: 4694.554688 Iteration 46Q: 3 clusters Score -1190236 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 12108 members Entering Unmasked Estep Score: -1190237.875000 Penalty: 4694.554688 Iteration 47Q: 3 clusters Score -1190238 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 12114 members Entering Unmasked Estep Score: -1190239.875000 Penalty: 4694.554688 Iteration 48Q: 3 clusters Score -1190240 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 12117 members Entering Unmasked Estep Score: -1190241.375000 Penalty: 4694.554688 Iteration 49Q: 3 clusters Score -1190241 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 12118 members Entering Unmasked Estep Score: -1190242.625000 Penalty: 4694.554688 Iteration 50Q: 3 clusters Score -1190243 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 12121 members Entering Unmasked Estep Score: -1190244.000000 Penalty: 4694.554688 Iteration 51Q: 3 clusters Score -1190244 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 12122 members Entering Unmasked Estep Score: -1190243.000000 Penalty: 4694.554688 Iteration 52Q: 3 clusters Score -1190243 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 12122 members Entering Unmasked Estep Score: -1190243.000000 Penalty: 4694.554688 Iteration 53F: 3 clusters Score -1190243 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (597 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Entering Unmasked Estep Score: -49220.027344 Penalty: 1585.195435 Iteration 0F: 2 clusters Score -49220.03 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 302 members Entering Unmasked Estep Score: -47641.199219 Penalty: 3170.390869 Iteration 0F: 3 clusters Score -47641.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -47859.957031 Penalty: 3170.390869 Iteration 1F: 3 clusters Score -47859.96 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -47956.535156 Penalty: 3170.390869 Iteration 2F: 3 clusters Score -47956.54 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -48009.746094 Penalty: 3170.390869 Iteration 3Q: 3 clusters Score -48009.75 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -48032.246094 Penalty: 3170.390869 Iteration 4Q: 3 clusters Score -48032.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -48041.398438 Penalty: 3170.390869 Iteration 5Q: 3 clusters Score -48041.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -48047.406250 Penalty: 3170.390869 Iteration 6Q: 3 clusters Score -48047.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -48050.773438 Penalty: 3170.390869 Iteration 7Q: 3 clusters Score -48050.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -48068.226562 Penalty: 3170.390869 Iteration 8Q: 3 clusters Score -48068.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -48070.960938 Penalty: 3170.390869 Iteration 9Q: 3 clusters Score -48070.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -48074.679688 Penalty: 3170.390869 Iteration 10Q: 3 clusters Score -48074.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -48074.679688 Penalty: 3170.390869 Iteration 11F: 3 clusters Score -48074.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3999 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Entering Unmasked Estep Score: -338558.000000 Penalty: 2056.862305 Iteration 0F: 2 clusters Score -338558 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -334621.031250 Penalty: 4113.724609 Iteration 0F: 3 clusters Score -334621 nChanged 1471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -335586.781250 Penalty: 4113.724609 Iteration 1F: 3 clusters Score -335586.8 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -335853.937500 Penalty: 4113.724609 Iteration 2F: 3 clusters Score -335853.9 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -336052.687500 Penalty: 4113.724609 Iteration 3F: 3 clusters Score -336052.7 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -336247.218750 Penalty: 4113.724609 Iteration 4F: 3 clusters Score -336247.2 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -336427.187500 Penalty: 4113.724609 Iteration 5Q: 3 clusters Score -336427.2 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -336604.750000 Penalty: 4113.724609 Iteration 6Q: 3 clusters Score -336604.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -336734.437500 Penalty: 4113.724609 Iteration 7Q: 3 clusters Score -336734.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -336844.312500 Penalty: 4113.724609 Iteration 8Q: 3 clusters Score -336844.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -336974.875000 Penalty: 4113.724609 Iteration 9Q: 3 clusters Score -336974.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -337105.125000 Penalty: 4113.724609 Iteration 10Q: 3 clusters Score -337105.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -337190.468750 Penalty: 4113.724609 Iteration 11Q: 3 clusters Score -337190.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -337245.500000 Penalty: 4113.724609 Iteration 12Q: 3 clusters Score -337245.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -337295.718750 Penalty: 4113.724609 Iteration 13Q: 3 clusters Score -337295.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -337334.468750 Penalty: 4113.724609 Iteration 14Q: 3 clusters Score -337334.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -337374.750000 Penalty: 4113.724609 Iteration 15Q: 3 clusters Score -337374.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -337418.875000 Penalty: 4113.724609 Iteration 16Q: 3 clusters Score -337418.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -337453.250000 Penalty: 4113.724609 Iteration 17Q: 3 clusters Score -337453.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -337475.218750 Penalty: 4113.724609 Iteration 18Q: 3 clusters Score -337475.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -337494.125000 Penalty: 4113.724609 Iteration 19Q: 3 clusters Score -337494.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -337511.250000 Penalty: 4113.724609 Iteration 20F: 3 clusters Score -337511.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -337523.937500 Penalty: 4113.724609 Iteration 21Q: 3 clusters Score -337523.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -337534.593750 Penalty: 4113.724609 Iteration 22Q: 3 clusters Score -337534.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -337539.343750 Penalty: 4113.724609 Iteration 23Q: 3 clusters Score -337539.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -337541.250000 Penalty: 4113.724609 Iteration 24Q: 3 clusters Score -337541.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -337541.687500 Penalty: 4113.724609 Iteration 25Q: 3 clusters Score -337541.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -337542.656250 Penalty: 4113.724609 Iteration 26Q: 3 clusters Score -337542.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -337542.062500 Penalty: 4113.724609 Iteration 27Q: 3 clusters Score -337542.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -337542.062500 Penalty: 4113.724609 Iteration 28F: 3 clusters Score -337542.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (12026 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12026 members Entering Unmasked Estep Score: -1105972.625000 Penalty: 2329.916748 Iteration 0F: 2 clusters Score -1105973 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -1097005.000000 Penalty: 4659.833496 Iteration 0F: 3 clusters Score -1097005 nChanged 5107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -1099687.000000 Penalty: 4659.833496 Iteration 1F: 3 clusters Score -1099687 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6360 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -1100079.000000 Penalty: 4659.833496 Iteration 2F: 3 clusters Score -1100079 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6551 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -1100396.500000 Penalty: 4659.833496 Iteration 3F: 3 clusters Score -1100396 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6811 members Mstep: Class 2 contains 5215 members Entering Unmasked Estep Score: -1100682.000000 Penalty: 4659.833496 Iteration 4F: 3 clusters Score -1100682 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -1100943.750000 Penalty: 4659.833496 Iteration 5Q: 3 clusters Score -1100944 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7397 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -1101218.750000 Penalty: 4659.833496 Iteration 6Q: 3 clusters Score -1101219 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7747 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -1101515.750000 Penalty: 4659.833496 Iteration 7Q: 3 clusters Score -1101516 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8160 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -1101807.500000 Penalty: 4659.833496 Iteration 8Q: 3 clusters Score -1101808 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -1102095.125000 Penalty: 4659.833496 Iteration 9Q: 3 clusters Score -1102095 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8965 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -1102368.500000 Penalty: 4659.833496 Iteration 10Q: 3 clusters Score -1102368 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9322 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -1102586.750000 Penalty: 4659.833496 Iteration 11Q: 3 clusters Score -1102587 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9637 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -1102766.500000 Penalty: 4659.833496 Iteration 12Q: 3 clusters Score -1102766 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9900 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1102927.000000 Penalty: 4659.833496 Iteration 13Q: 3 clusters Score -1102927 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10141 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -1103062.000000 Penalty: 4659.833496 Iteration 14Q: 3 clusters Score -1103062 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10332 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -1103165.875000 Penalty: 4659.833496 Iteration 15Q: 3 clusters Score -1103166 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10504 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -1103257.500000 Penalty: 4659.833496 Iteration 16Q: 3 clusters Score -1103258 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10650 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -1103338.875000 Penalty: 4659.833496 Iteration 17Q: 3 clusters Score -1103339 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10786 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -1103418.375000 Penalty: 4659.833496 Iteration 18Q: 3 clusters Score -1103418 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10911 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -1103499.750000 Penalty: 4659.833496 Iteration 19Q: 3 clusters Score -1103500 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11019 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -1103567.500000 Penalty: 4659.833496 Iteration 20F: 3 clusters Score -1103568 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11129 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -1103634.125000 Penalty: 4659.833496 Iteration 21Q: 3 clusters Score -1103634 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11223 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -1103696.875000 Penalty: 4659.833496 Iteration 22Q: 3 clusters Score -1103697 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11295 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -1103740.875000 Penalty: 4659.833496 Iteration 23Q: 3 clusters Score -1103741 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11347 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -1103781.250000 Penalty: 4659.833496 Iteration 24Q: 3 clusters Score -1103781 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11400 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -1103817.625000 Penalty: 4659.833496 Iteration 25Q: 3 clusters Score -1103818 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11439 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -1103842.125000 Penalty: 4659.833496 Iteration 26Q: 3 clusters Score -1103842 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11465 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -1103859.625000 Penalty: 4659.833496 Iteration 27Q: 3 clusters Score -1103860 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11491 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -1103886.500000 Penalty: 4659.833496 Iteration 28Q: 3 clusters Score -1103886 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11516 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -1103909.375000 Penalty: 4659.833496 Iteration 29Q: 3 clusters Score -1103909 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11534 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -1103925.875000 Penalty: 4659.833496 Iteration 30Q: 3 clusters Score -1103926 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11548 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -1103937.875000 Penalty: 4659.833496 Iteration 31Q: 3 clusters Score -1103938 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11554 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -1103945.875000 Penalty: 4659.833496 Iteration 32Q: 3 clusters Score -1103946 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11559 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -1103950.250000 Penalty: 4659.833496 Iteration 33Q: 3 clusters Score -1103950 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11564 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -1103952.625000 Penalty: 4659.833496 Iteration 34Q: 3 clusters Score -1103953 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11568 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -1103954.750000 Penalty: 4659.833496 Iteration 35Q: 3 clusters Score -1103955 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11576 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1103960.375000 Penalty: 4659.833496 Iteration 36Q: 3 clusters Score -1103960 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11582 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -1103967.000000 Penalty: 4659.833496 Iteration 37Q: 3 clusters Score -1103967 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11582 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -1103965.375000 Penalty: 4659.833496 Iteration 38Q: 3 clusters Score -1103965 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11582 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -1103965.375000 Penalty: 4659.833496 Iteration 39F: 3 clusters Score -1103965 nChanged 0 --- Evaluating fit on full set of 2324722 points --- Entering Unmasked Estep Score: -207460016.000000 Penalty: 76344.648438 22->22 Clusters: Score -207460016.000000, best is -207497792.000000 Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 774907 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35337 members Mstep: Class 2 contains 35304 members Mstep: Class 3 contains 35045 members Mstep: Class 4 contains 35413 members Mstep: Class 5 contains 35009 members Mstep: Class 6 contains 35393 members Mstep: Class 7 contains 35220 members Mstep: Class 8 contains 35456 members Mstep: Class 9 contains 35395 members Mstep: Class 10 contains 35169 members Mstep: Class 11 contains 34990 members Mstep: Class 12 contains 35060 members Mstep: Class 13 contains 35364 members Mstep: Class 14 contains 35078 members Mstep: Class 15 contains 34869 members Mstep: Class 16 contains 35464 members Mstep: Class 17 contains 34979 members Mstep: Class 18 contains 35103 members Mstep: Class 19 contains 35386 members Mstep: Class 20 contains 35007 members Mstep: Class 21 contains 35205 members Mstep: Class 22 contains 35661 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 637.127258 but Gain 3363.000000 Score: -65603656.000000 Penalty: 70623.078125 Iteration 0F: 22 clusters Score -6.560366e+07 nChanged 736334 Entering Unmasked Mstep Mstep: Class 0 contains 2168 members Mstep: Class 1 contains 8774 members Mstep: Class 3 contains 49045 members Mstep: Class 4 contains 17976 members Mstep: Class 5 contains 23191 members Mstep: Class 6 contains 34184 members Mstep: Class 7 contains 8103 members Mstep: Class 8 contains 46663 members Mstep: Class 9 contains 48018 members Mstep: Class 10 contains 16159 members Mstep: Class 11 contains 36712 members Mstep: Class 12 contains 41805 members Mstep: Class 13 contains 17051 members Mstep: Class 14 contains 61576 members Mstep: Class 15 contains 117685 members Mstep: Class 16 contains 14319 members Mstep: Class 17 contains 71165 members Mstep: Class 18 contains 27274 members Mstep: Class 19 contains 31022 members Mstep: Class 20 contains 36089 members Mstep: Class 21 contains 44814 members Mstep: Class 22 contains 21114 members Entering Unmasked Estep ConsiderDeletion Score: -67479640.000000 Penalty: 70623.078125 Iteration 1F: 22 clusters Score -6.747964e+07 nChanged 270504 Entering Unmasked Mstep Mstep: Class 0 contains 1353 members Mstep: Class 1 contains 5347 members Mstep: Class 3 contains 57093 members Mstep: Class 4 contains 12878 members Mstep: Class 5 contains 28550 members Mstep: Class 6 contains 31364 members Mstep: Class 7 contains 6649 members Mstep: Class 8 contains 43545 members Mstep: Class 9 contains 51801 members Mstep: Class 10 contains 9187 members Mstep: Class 11 contains 29827 members Mstep: Class 12 contains 32216 members Mstep: Class 13 contains 11417 members Mstep: Class 14 contains 68442 members Mstep: Class 15 contains 159584 members Mstep: Class 16 contains 10014 members Mstep: Class 17 contains 73939 members Mstep: Class 18 contains 24857 members Mstep: Class 19 contains 33996 members Mstep: Class 20 contains 34744 members Mstep: Class 21 contains 35879 members Mstep: Class 22 contains 12225 members Entering Unmasked Estep ConsiderDeletion Score: -67991672.000000 Penalty: 70623.078125 Iteration 2F: 22 clusters Score -6.799167e+07 nChanged 196240 Entering Unmasked Mstep Mstep: Class 0 contains 362 members Mstep: Class 1 contains 2422 members Mstep: Class 3 contains 61182 members Mstep: Class 4 contains 8049 members Mstep: Class 5 contains 39531 members Mstep: Class 6 contains 31223 members Mstep: Class 7 contains 6666 members Mstep: Class 8 contains 38530 members Mstep: Class 9 contains 50821 members Mstep: Class 10 contains 6019 members Mstep: Class 11 contains 27784 members Mstep: Class 12 contains 24386 members Mstep: Class 13 contains 7191 members Mstep: Class 14 contains 65476 members Mstep: Class 15 contains 199908 members Mstep: Class 16 contains 5956 members Mstep: Class 17 contains 80843 members Mstep: Class 18 contains 19790 members Mstep: Class 19 contains 36047 members Mstep: Class 20 contains 29763 members Mstep: Class 21 contains 25946 members Mstep: Class 22 contains 7012 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 3344.878906 but Gain 3363.007812 Score: -68258224.000000 Penalty: 67260.070312 Iteration 3F: 21 clusters Score -6.825822e+07 nChanged 146399 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 1707 members Mstep: Class 3 contains 61289 members Mstep: Class 4 contains 4649 members Mstep: Class 5 contains 48914 members Mstep: Class 6 contains 29405 members Mstep: Class 7 contains 7875 members Mstep: Class 8 contains 31179 members Mstep: Class 9 contains 48760 members Mstep: Class 10 contains 5270 members Mstep: Class 11 contains 24911 members Mstep: Class 12 contains 19389 members Mstep: Class 13 contains 2772 members Mstep: Class 14 contains 57015 members Mstep: Class 15 contains 242241 members Mstep: Class 17 contains 91967 members Mstep: Class 18 contains 14168 members Mstep: Class 19 contains 37037 members Mstep: Class 20 contains 23380 members Mstep: Class 21 contains 17861 members Mstep: Class 22 contains 4946 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 2533.534912 but Gain 3363.003906 Score: -68403704.000000 Penalty: 63897.066406 Iteration 4F: 20 clusters Score -6.84037e+07 nChanged 118780 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 1488 members Mstep: Class 3 contains 57771 members Mstep: Class 5 contains 57219 members Mstep: Class 6 contains 26333 members Mstep: Class 7 contains 9412 members Mstep: Class 8 contains 22468 members Mstep: Class 9 contains 45597 members Mstep: Class 10 contains 5618 members Mstep: Class 11 contains 19826 members Mstep: Class 12 contains 15978 members Mstep: Class 13 contains 1597 members Mstep: Class 14 contains 44044 members Mstep: Class 15 contains 286620 members Mstep: Class 17 contains 103526 members Mstep: Class 18 contains 8988 members Mstep: Class 19 contains 36506 members Mstep: Class 20 contains 16494 members Mstep: Class 21 contains 11573 members Mstep: Class 22 contains 3700 members Entering Unmasked Estep ConsiderDeletion Score: -68516232.000000 Penalty: 63897.066406 Iteration 5F: 20 clusters Score -6.851623e+07 nChanged 99869 Entering Unmasked Mstep Mstep: Class 0 contains 147 members Mstep: Class 1 contains 1402 members Mstep: Class 3 contains 52602 members Mstep: Class 5 contains 63600 members Mstep: Class 6 contains 23816 members Mstep: Class 7 contains 10350 members Mstep: Class 8 contains 14229 members Mstep: Class 9 contains 39802 members Mstep: Class 10 contains 6096 members Mstep: Class 11 contains 14116 members Mstep: Class 12 contains 13571 members Mstep: Class 13 contains 1361 members Mstep: Class 14 contains 30444 members Mstep: Class 15 contains 330746 members Mstep: Class 17 contains 113667 members Mstep: Class 18 contains 5025 members Mstep: Class 19 contains 33736 members Mstep: Class 20 contains 10444 members Mstep: Class 21 contains 6951 members Mstep: Class 22 contains 2802 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 3103.323242 but Gain 3363.003906 Score: -68607024.000000 Penalty: 60534.062500 Iteration 6F: 19 clusters Score -6.860702e+07 nChanged 83709 Entering Unmasked Mstep Mstep: Class 0 contains 148 members Mstep: Class 1 contains 1378 members Mstep: Class 3 contains 47650 members Mstep: Class 5 contains 68152 members Mstep: Class 6 contains 22110 members Mstep: Class 7 contains 10831 members Mstep: Class 8 contains 8462 members Mstep: Class 9 contains 32739 members Mstep: Class 10 contains 6578 members Mstep: Class 11 contains 9162 members Mstep: Class 12 contains 12445 members Mstep: Class 13 contains 1312 members Mstep: Class 14 contains 20352 members Mstep: Class 15 contains 369374 members Mstep: Class 17 contains 122147 members Mstep: Class 19 contains 29567 members Mstep: Class 20 contains 6269 members Mstep: Class 21 contains 4006 members Mstep: Class 22 contains 2225 members Entering Unmasked Estep ConsiderDeletion Score: -68680000.000000 Penalty: 60534.062500 Iteration 7F: 19 clusters Score -6.868e+07 nChanged 59550 Entering Unmasked Mstep Mstep: Class 0 contains 144 members Mstep: Class 1 contains 1374 members Mstep: Class 3 contains 42552 members Mstep: Class 5 contains 70596 members Mstep: Class 6 contains 21068 members Mstep: Class 7 contains 10902 members Mstep: Class 8 contains 5004 members Mstep: Class 9 contains 24895 members Mstep: Class 10 contains 6722 members Mstep: Class 11 contains 5653 members Mstep: Class 12 contains 12168 members Mstep: Class 13 contains 1298 members Mstep: Class 14 contains 15066 members Mstep: Class 15 contains 395537 members Mstep: Class 17 contains 129033 members Mstep: Class 19 contains 25070 members Mstep: Class 20 contains 3538 members Mstep: Class 21 contains 2486 members Mstep: Class 22 contains 1801 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 2531.869385 but Gain 3363.000000 Score: -68724544.000000 Penalty: 57171.062500 Iteration 8F: 18 clusters Score -6.872454e+07 nChanged 44126 Entering Unmasked Mstep Mstep: Class 0 contains 137 members Mstep: Class 1 contains 1370 members Mstep: Class 3 contains 37877 members Mstep: Class 5 contains 72247 members Mstep: Class 6 contains 20637 members Mstep: Class 7 contains 10913 members Mstep: Class 8 contains 3291 members Mstep: Class 9 contains 19025 members Mstep: Class 10 contains 6728 members Mstep: Class 11 contains 3566 members Mstep: Class 12 contains 12227 members Mstep: Class 13 contains 1293 members Mstep: Class 14 contains 13872 members Mstep: Class 15 contains 413147 members Mstep: Class 17 contains 134045 members Mstep: Class 19 contains 21147 members Mstep: Class 21 contains 1903 members Mstep: Class 22 contains 1482 members Entering Unmasked Estep ConsiderDeletion Score: -68752952.000000 Penalty: 57171.062500 Iteration 9F: 18 clusters Score -6.875295e+07 nChanged 29776 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 1370 members Mstep: Class 3 contains 33730 members Mstep: Class 5 contains 73021 members Mstep: Class 6 contains 20537 members Mstep: Class 7 contains 10975 members Mstep: Class 8 contains 2484 members Mstep: Class 9 contains 14568 members Mstep: Class 10 contains 6532 members Mstep: Class 11 contains 2462 members Mstep: Class 12 contains 12275 members Mstep: Class 13 contains 1292 members Mstep: Class 14 contains 13968 members Mstep: Class 15 contains 423044 members Mstep: Class 17 contains 137821 members Mstep: Class 19 contains 17669 members Mstep: Class 21 contains 1736 members Mstep: Class 22 contains 1294 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 3127.989990 but Gain 3363.003906 Score: -68766712.000000 Penalty: 53808.058594 Iteration 10Q: 17 clusters Score -6.876671e+07 nChanged 23989 Entering Unmasked Mstep Mstep: Class 0 contains 124 members Mstep: Class 1 contains 1368 members Mstep: Class 3 contains 30273 members Mstep: Class 5 contains 73620 members Mstep: Class 6 contains 21439 members Mstep: Class 7 contains 11125 members Mstep: Class 8 contains 2062 members Mstep: Class 9 contains 11773 members Mstep: Class 10 contains 6549 members Mstep: Class 12 contains 12287 members Mstep: Class 13 contains 1292 members Mstep: Class 14 contains 14308 members Mstep: Class 15 contains 429098 members Mstep: Class 17 contains 141957 members Mstep: Class 19 contains 14720 members Mstep: Class 21 contains 1720 members Mstep: Class 22 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -68779264.000000 Penalty: 53808.058594 Iteration 11Q: 17 clusters Score -6.877926e+07 nChanged 17277 Entering Unmasked Mstep Mstep: Class 0 contains 124 members Mstep: Class 1 contains 1367 members Mstep: Class 3 contains 27495 members Mstep: Class 5 contains 74074 members Mstep: Class 6 contains 21549 members Mstep: Class 7 contains 11314 members Mstep: Class 8 contains 1843 members Mstep: Class 9 contains 10103 members Mstep: Class 10 contains 6467 members Mstep: Class 12 contains 12320 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14626 members Mstep: Class 15 contains 432415 members Mstep: Class 17 contains 144654 members Mstep: Class 19 contains 12324 members Mstep: Class 21 contains 1778 members Mstep: Class 22 contains 1164 members Entering Unmasked Estep ConsiderDeletion Score: -68785656.000000 Penalty: 53808.058594 Iteration 12Q: 17 clusters Score -6.878566e+07 nChanged 14147 Entering Unmasked Mstep Mstep: Class 0 contains 124 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 25285 members Mstep: Class 5 contains 74340 members Mstep: Class 6 contains 21721 members Mstep: Class 7 contains 11536 members Mstep: Class 8 contains 1748 members Mstep: Class 9 contains 9196 members Mstep: Class 10 contains 6565 members Mstep: Class 12 contains 12368 members Mstep: Class 13 contains 1289 members Mstep: Class 14 contains 14936 members Mstep: Class 15 contains 433575 members Mstep: Class 17 contains 147496 members Mstep: Class 19 contains 10382 members Mstep: Class 21 contains 1841 members Mstep: Class 22 contains 1139 members Entering Unmasked Estep ConsiderDeletion Score: -68790480.000000 Penalty: 53808.058594 Iteration 13Q: 17 clusters Score -6.879048e+07 nChanged 12160 Entering Unmasked Mstep Mstep: Class 0 contains 124 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 23508 members Mstep: Class 5 contains 74329 members Mstep: Class 6 contains 21949 members Mstep: Class 7 contains 11830 members Mstep: Class 8 contains 1725 members Mstep: Class 9 contains 8751 members Mstep: Class 10 contains 6763 members Mstep: Class 12 contains 12433 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15219 members Mstep: Class 15 contains 433261 members Mstep: Class 17 contains 150366 members Mstep: Class 19 contains 8958 members Mstep: Class 21 contains 1902 members Mstep: Class 22 contains 1133 members Entering Unmasked Estep ConsiderDeletion Score: -68794744.000000 Penalty: 53808.058594 Iteration 14Q: 17 clusters Score -6.879474e+07 nChanged 10995 Entering Unmasked Mstep Mstep: Class 0 contains 124 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 22112 members Mstep: Class 5 contains 74015 members Mstep: Class 6 contains 22209 members Mstep: Class 7 contains 12213 members Mstep: Class 8 contains 1803 members Mstep: Class 9 contains 8513 members Mstep: Class 10 contains 7139 members Mstep: Class 12 contains 12501 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15424 members Mstep: Class 15 contains 432007 members Mstep: Class 17 contains 153180 members Mstep: Class 19 contains 7936 members Mstep: Class 21 contains 1940 members Mstep: Class 22 contains 1135 members Entering Unmasked Estep ConsiderDeletion Score: -68799976.000000 Penalty: 53808.058594 Iteration 15Q: 17 clusters Score -6.879998e+07 nChanged 10476 Entering Unmasked Mstep Mstep: Class 0 contains 125 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 20970 members Mstep: Class 5 contains 73345 members Mstep: Class 6 contains 22484 members Mstep: Class 7 contains 12754 members Mstep: Class 8 contains 1895 members Mstep: Class 9 contains 8425 members Mstep: Class 10 contains 7684 members Mstep: Class 12 contains 12545 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15629 members Mstep: Class 15 contains 429774 members Mstep: Class 17 contains 156058 members Mstep: Class 19 contains 7449 members Mstep: Class 21 contains 1970 members Mstep: Class 22 contains 1144 members Entering Unmasked Estep ConsiderDeletion Score: -68805288.000000 Penalty: 53808.058594 Iteration 16Q: 17 clusters Score -6.880529e+07 nChanged 9955 Entering Unmasked Mstep Mstep: Class 0 contains 127 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 20030 members Mstep: Class 5 contains 72375 members Mstep: Class 6 contains 22803 members Mstep: Class 7 contains 13342 members Mstep: Class 8 contains 1913 members Mstep: Class 9 contains 8437 members Mstep: Class 10 contains 8377 members Mstep: Class 12 contains 12591 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15792 members Mstep: Class 15 contains 426743 members Mstep: Class 17 contains 158957 members Mstep: Class 19 contains 7614 members Mstep: Class 21 contains 2006 members Mstep: Class 22 contains 1144 members Entering Unmasked Estep ConsiderDeletion Score: -68809576.000000 Penalty: 53808.058594 Iteration 17Q: 17 clusters Score -6.880958e+07 nChanged 9495 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 19282 members Mstep: Class 5 contains 71436 members Mstep: Class 6 contains 23140 members Mstep: Class 7 contains 13979 members Mstep: Class 8 contains 1840 members Mstep: Class 9 contains 8462 members Mstep: Class 10 contains 9295 members Mstep: Class 12 contains 12632 members Mstep: Class 13 contains 1291 members Mstep: Class 14 contains 15939 members Mstep: Class 15 contains 423109 members Mstep: Class 17 contains 161883 members Mstep: Class 19 contains 7936 members Mstep: Class 21 contains 2036 members Mstep: Class 22 contains 1151 members Entering Unmasked Estep ConsiderDeletion Score: -68813512.000000 Penalty: 53808.058594 Iteration 18Q: 17 clusters Score -6.881351e+07 nChanged 9227 Entering Unmasked Mstep Mstep: Class 0 contains 137 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 18689 members Mstep: Class 5 contains 70632 members Mstep: Class 6 contains 23505 members Mstep: Class 7 contains 14663 members Mstep: Class 8 contains 1755 members Mstep: Class 9 contains 8544 members Mstep: Class 10 contains 10402 members Mstep: Class 12 contains 12652 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 16107 members Mstep: Class 15 contains 418946 members Mstep: Class 17 contains 164838 members Mstep: Class 19 contains 8165 members Mstep: Class 21 contains 2055 members Mstep: Class 22 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -68817800.000000 Penalty: 53808.058594 Iteration 19Q: 17 clusters Score -6.88178e+07 nChanged 9274 Entering Unmasked Mstep Mstep: Class 0 contains 134 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 18184 members Mstep: Class 5 contains 70043 members Mstep: Class 6 contains 23866 members Mstep: Class 7 contains 15320 members Mstep: Class 8 contains 1706 members Mstep: Class 9 contains 8620 members Mstep: Class 10 contains 11740 members Mstep: Class 12 contains 12689 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 16313 members Mstep: Class 15 contains 414255 members Mstep: Class 17 contains 167839 members Mstep: Class 19 contains 8292 members Mstep: Class 21 contains 2081 members Mstep: Class 22 contains 1169 members Entering Unmasked Estep ConsiderDeletion Score: -68822920.000000 Penalty: 53808.058594 Iteration 20F: 17 clusters Score -6.882292e+07 nChanged 9512 Entering Unmasked Mstep Mstep: Class 0 contains 124 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 17782 members Mstep: Class 5 contains 69538 members Mstep: Class 6 contains 24261 members Mstep: Class 7 contains 15870 members Mstep: Class 8 contains 1694 members Mstep: Class 9 contains 8956 members Mstep: Class 10 contains 12902 members Mstep: Class 12 contains 12724 members Mstep: Class 13 contains 1289 members Mstep: Class 14 contains 16567 members Mstep: Class 15 contains 409252 members Mstep: Class 17 contains 170868 members Mstep: Class 19 contains 8431 members Mstep: Class 21 contains 2111 members Mstep: Class 22 contains 1172 members Entering Unmasked Estep ConsiderDeletion Score: -68830592.000000 Penalty: 53808.058594 Iteration 21Q: 17 clusters Score -6.883059e+07 nChanged 10515 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 17509 members Mstep: Class 5 contains 69233 members Mstep: Class 6 contains 24677 members Mstep: Class 7 contains 16357 members Mstep: Class 8 contains 1642 members Mstep: Class 9 contains 9281 members Mstep: Class 10 contains 13928 members Mstep: Class 12 contains 12815 members Mstep: Class 13 contains 1289 members Mstep: Class 14 contains 16829 members Mstep: Class 15 contains 403921 members Mstep: Class 17 contains 174116 members Mstep: Class 19 contains 8520 members Mstep: Class 21 contains 2122 members Mstep: Class 22 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -68838056.000000 Penalty: 53808.058594 Iteration 22Q: 17 clusters Score -6.883806e+07 nChanged 10643 Entering Unmasked Mstep Mstep: Class 0 contains 121 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 17290 members Mstep: Class 5 contains 69037 members Mstep: Class 6 contains 25173 members Mstep: Class 7 contains 16746 members Mstep: Class 8 contains 1529 members Mstep: Class 9 contains 9706 members Mstep: Class 10 contains 14605 members Mstep: Class 12 contains 12907 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 17079 members Mstep: Class 15 contains 398452 members Mstep: Class 17 contains 177707 members Mstep: Class 19 contains 8559 members Mstep: Class 21 contains 2143 members Mstep: Class 22 contains 1197 members Entering Unmasked Estep ConsiderDeletion Score: -68844696.000000 Penalty: 53808.058594 Iteration 23Q: 17 clusters Score -6.88447e+07 nChanged 10347 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 17152 members Mstep: Class 5 contains 68922 members Mstep: Class 6 contains 25696 members Mstep: Class 7 contains 17085 members Mstep: Class 8 contains 1442 members Mstep: Class 9 contains 10164 members Mstep: Class 10 contains 14854 members Mstep: Class 12 contains 12978 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 17407 members Mstep: Class 15 contains 392859 members Mstep: Class 17 contains 181662 members Mstep: Class 19 contains 8546 members Mstep: Class 21 contains 2162 members Mstep: Class 22 contains 1202 members Entering Unmasked Estep ConsiderDeletion Score: -68850200.000000 Penalty: 53808.058594 Iteration 24Q: 17 clusters Score -6.88502e+07 nChanged 10038 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 17126 members Mstep: Class 5 contains 68787 members Mstep: Class 6 contains 26196 members Mstep: Class 7 contains 17376 members Mstep: Class 8 contains 1380 members Mstep: Class 9 contains 10660 members Mstep: Class 10 contains 14773 members Mstep: Class 12 contains 13057 members Mstep: Class 13 contains 1291 members Mstep: Class 14 contains 17709 members Mstep: Class 15 contains 387197 members Mstep: Class 17 contains 186013 members Mstep: Class 19 contains 8476 members Mstep: Class 21 contains 2179 members Mstep: Class 22 contains 1201 members Entering Unmasked Estep ConsiderDeletion Score: -68855152.000000 Penalty: 53808.058594 Iteration 25Q: 17 clusters Score -6.885515e+07 nChanged 9278 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 17184 members Mstep: Class 5 contains 68587 members Mstep: Class 6 contains 26618 members Mstep: Class 7 contains 17541 members Mstep: Class 8 contains 1308 members Mstep: Class 9 contains 11133 members Mstep: Class 10 contains 14532 members Mstep: Class 12 contains 13146 members Mstep: Class 13 contains 1291 members Mstep: Class 14 contains 18008 members Mstep: Class 15 contains 381732 members Mstep: Class 17 contains 190552 members Mstep: Class 19 contains 8405 members Mstep: Class 21 contains 2195 members Mstep: Class 22 contains 1189 members Entering Unmasked Estep ConsiderDeletion Score: -68859128.000000 Penalty: 53808.058594 Iteration 26Q: 17 clusters Score -6.885913e+07 nChanged 8722 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 17274 members Mstep: Class 5 contains 68402 members Mstep: Class 6 contains 27009 members Mstep: Class 7 contains 17637 members Mstep: Class 8 contains 1239 members Mstep: Class 9 contains 11562 members Mstep: Class 10 contains 14283 members Mstep: Class 12 contains 13257 members Mstep: Class 13 contains 1291 members Mstep: Class 14 contains 18266 members Mstep: Class 15 contains 376407 members Mstep: Class 17 contains 195073 members Mstep: Class 19 contains 8316 members Mstep: Class 21 contains 2211 members Mstep: Class 22 contains 1194 members Entering Unmasked Estep ConsiderDeletion Score: -68861904.000000 Penalty: 53808.058594 Iteration 27Q: 17 clusters Score -6.88619e+07 nChanged 7994 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 17436 members Mstep: Class 5 contains 68263 members Mstep: Class 6 contains 27349 members Mstep: Class 7 contains 17661 members Mstep: Class 8 contains 1161 members Mstep: Class 9 contains 12015 members Mstep: Class 10 contains 14074 members Mstep: Class 12 contains 13381 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 18519 members Mstep: Class 15 contains 371285 members Mstep: Class 17 contains 199374 members Mstep: Class 19 contains 8210 members Mstep: Class 21 contains 2219 members Mstep: Class 22 contains 1184 members Entering Unmasked Estep ConsiderDeletion Score: -68864192.000000 Penalty: 53808.058594 Iteration 28Q: 17 clusters Score -6.886419e+07 nChanged 7352 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 17587 members Mstep: Class 5 contains 68167 members Mstep: Class 6 contains 27664 members Mstep: Class 7 contains 17614 members Mstep: Class 8 contains 1103 members Mstep: Class 9 contains 12434 members Mstep: Class 10 contains 13935 members Mstep: Class 12 contains 13498 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 18720 members Mstep: Class 15 contains 366379 members Mstep: Class 17 contains 203488 members Mstep: Class 19 contains 8130 members Mstep: Class 21 contains 2229 members Mstep: Class 22 contains 1183 members Entering Unmasked Estep ConsiderDeletion Score: -68866408.000000 Penalty: 53808.058594 Iteration 29Q: 17 clusters Score -6.886641e+07 nChanged 6719 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 17754 members Mstep: Class 5 contains 68108 members Mstep: Class 6 contains 27962 members Mstep: Class 7 contains 17502 members Mstep: Class 8 contains 1037 members Mstep: Class 9 contains 12835 members Mstep: Class 10 contains 13807 members Mstep: Class 12 contains 13613 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 18855 members Mstep: Class 15 contains 361757 members Mstep: Class 17 contains 207413 members Mstep: Class 19 contains 8069 members Mstep: Class 21 contains 2246 members Mstep: Class 22 contains 1173 members Entering Unmasked Estep ConsiderDeletion Score: -68867688.000000 Penalty: 53808.058594 Iteration 30Q: 17 clusters Score -6.886769e+07 nChanged 6083 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 17872 members Mstep: Class 5 contains 68070 members Mstep: Class 6 contains 28214 members Mstep: Class 7 contains 17374 members Mstep: Class 8 contains 992 members Mstep: Class 9 contains 13209 members Mstep: Class 10 contains 13726 members Mstep: Class 12 contains 13686 members Mstep: Class 13 contains 1289 members Mstep: Class 14 contains 18901 members Mstep: Class 15 contains 357566 members Mstep: Class 17 contains 211090 members Mstep: Class 19 contains 8007 members Mstep: Class 21 contains 2264 members Mstep: Class 22 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -68868736.000000 Penalty: 53808.058594 Iteration 31Q: 17 clusters Score -6.886874e+07 nChanged 5576 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 18026 members Mstep: Class 5 contains 68039 members Mstep: Class 6 contains 28434 members Mstep: Class 7 contains 17198 members Mstep: Class 8 contains 967 members Mstep: Class 9 contains 13548 members Mstep: Class 10 contains 13620 members Mstep: Class 12 contains 13725 members Mstep: Class 13 contains 1289 members Mstep: Class 14 contains 18920 members Mstep: Class 15 contains 353745 members Mstep: Class 17 contains 214531 members Mstep: Class 19 contains 7962 members Mstep: Class 21 contains 2264 members Mstep: Class 22 contains 1153 members Entering Unmasked Estep ConsiderDeletion Score: -68869944.000000 Penalty: 53808.058594 Iteration 32Q: 17 clusters Score -6.886994e+07 nChanged 5017 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 18145 members Mstep: Class 5 contains 68010 members Mstep: Class 6 contains 28649 members Mstep: Class 7 contains 16992 members Mstep: Class 8 contains 948 members Mstep: Class 9 contains 13837 members Mstep: Class 10 contains 13511 members Mstep: Class 12 contains 13758 members Mstep: Class 13 contains 1289 members Mstep: Class 14 contains 18866 members Mstep: Class 15 contains 350370 members Mstep: Class 17 contains 217714 members Mstep: Class 19 contains 7923 members Mstep: Class 21 contains 2278 members Mstep: Class 22 contains 1131 members Entering Unmasked Estep ConsiderDeletion Score: -68870616.000000 Penalty: 53808.058594 Iteration 33Q: 17 clusters Score -6.887062e+07 nChanged 4620 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 18271 members Mstep: Class 5 contains 68017 members Mstep: Class 6 contains 28833 members Mstep: Class 7 contains 16744 members Mstep: Class 8 contains 935 members Mstep: Class 9 contains 14079 members Mstep: Class 10 contains 13427 members Mstep: Class 12 contains 13782 members Mstep: Class 13 contains 1289 members Mstep: Class 14 contains 18760 members Mstep: Class 15 contains 347233 members Mstep: Class 17 contains 220734 members Mstep: Class 19 contains 7904 members Mstep: Class 21 contains 2295 members Mstep: Class 22 contains 1118 members Entering Unmasked Estep ConsiderDeletion Score: -68871304.000000 Penalty: 53808.058594 Iteration 34Q: 17 clusters Score -6.88713e+07 nChanged 4061 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 18352 members Mstep: Class 5 contains 68016 members Mstep: Class 6 contains 28996 members Mstep: Class 7 contains 16518 members Mstep: Class 8 contains 925 members Mstep: Class 9 contains 14287 members Mstep: Class 10 contains 13376 members Mstep: Class 12 contains 13795 members Mstep: Class 13 contains 1288 members Mstep: Class 14 contains 18620 members Mstep: Class 15 contains 344532 members Mstep: Class 17 contains 223406 members Mstep: Class 19 contains 7901 members Mstep: Class 21 contains 2302 members Mstep: Class 22 contains 1107 members Entering Unmasked Estep ConsiderDeletion Score: -68871936.000000 Penalty: 53808.058594 Iteration 35Q: 17 clusters Score -6.887194e+07 nChanged 3727 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 18450 members Mstep: Class 5 contains 68004 members Mstep: Class 6 contains 29150 members Mstep: Class 7 contains 16277 members Mstep: Class 8 contains 918 members Mstep: Class 9 contains 14479 members Mstep: Class 10 contains 13331 members Mstep: Class 12 contains 13803 members Mstep: Class 13 contains 1288 members Mstep: Class 14 contains 18475 members Mstep: Class 15 contains 342034 members Mstep: Class 17 contains 225902 members Mstep: Class 19 contains 7905 members Mstep: Class 21 contains 2306 members Mstep: Class 22 contains 1099 members Entering Unmasked Estep ConsiderDeletion Score: -68872184.000000 Penalty: 53808.058594 Iteration 36Q: 17 clusters Score -6.887218e+07 nChanged 3363 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 18500 members Mstep: Class 5 contains 68012 members Mstep: Class 6 contains 29293 members Mstep: Class 7 contains 16049 members Mstep: Class 8 contains 910 members Mstep: Class 9 contains 14674 members Mstep: Class 10 contains 13288 members Mstep: Class 12 contains 13796 members Mstep: Class 13 contains 1288 members Mstep: Class 14 contains 18333 members Mstep: Class 15 contains 339796 members Mstep: Class 17 contains 228157 members Mstep: Class 19 contains 7905 members Mstep: Class 21 contains 2322 members Mstep: Class 22 contains 1098 members Entering Unmasked Estep ConsiderDeletion Score: -68872752.000000 Penalty: 53808.058594 Iteration 37Q: 17 clusters Score -6.887275e+07 nChanged 3098 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 18575 members Mstep: Class 5 contains 68025 members Mstep: Class 6 contains 29432 members Mstep: Class 7 contains 15785 members Mstep: Class 8 contains 903 members Mstep: Class 9 contains 14855 members Mstep: Class 10 contains 13248 members Mstep: Class 12 contains 13807 members Mstep: Class 13 contains 1288 members Mstep: Class 14 contains 18192 members Mstep: Class 15 contains 337814 members Mstep: Class 17 contains 230171 members Mstep: Class 19 contains 7909 members Mstep: Class 21 contains 2324 members Mstep: Class 22 contains 1093 members Entering Unmasked Estep ConsiderDeletion Score: -68873048.000000 Penalty: 53808.058594 Iteration 38Q: 17 clusters Score -6.887305e+07 nChanged 2821 Entering ConstructFrom: Score: -68873048.000000 Penalty: 53808.058594 Entering ConstructFrom: Trying to split cluster 1 (1366 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Entering Unmasked Estep Score: -113032.187500 Penalty: 1790.471313 Iteration 0F: 2 clusters Score -113032.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -110876.625000 Penalty: 3580.942627 Iteration 0F: 3 clusters Score -110876.6 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -111330.070312 Penalty: 3580.942627 Iteration 1F: 3 clusters Score -111330.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -111575.796875 Penalty: 3580.942627 Iteration 2F: 3 clusters Score -111575.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -111840.523438 Penalty: 3580.942627 Iteration 3F: 3 clusters Score -111840.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -112020.804688 Penalty: 3580.942627 Iteration 4F: 3 clusters Score -112020.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -112193.585938 Penalty: 3580.942627 Iteration 5Q: 3 clusters Score -112193.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -112313.820312 Penalty: 3580.942627 Iteration 6Q: 3 clusters Score -112313.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -112382.367188 Penalty: 3580.942627 Iteration 7Q: 3 clusters Score -112382.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -112432.437500 Penalty: 3580.942627 Iteration 8Q: 3 clusters Score -112432.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -112447.601562 Penalty: 3580.942627 Iteration 9Q: 3 clusters Score -112447.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -112456.343750 Penalty: 3580.942627 Iteration 10Q: 3 clusters Score -112456.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -112462.281250 Penalty: 3580.942627 Iteration 11Q: 3 clusters Score -112462.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -112464.453125 Penalty: 3580.942627 Iteration 12Q: 3 clusters Score -112464.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -112465.468750 Penalty: 3580.942627 Iteration 13Q: 3 clusters Score -112465.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -112469.453125 Penalty: 3580.942627 Iteration 14Q: 3 clusters Score -112469.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -112469.453125 Penalty: 3580.942627 Iteration 15F: 3 clusters Score -112469.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (18645 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18645 members Entering Unmasked Estep Score: -1719063.625000 Penalty: 2438.666504 Iteration 0F: 2 clusters Score -1719064 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9225 members Mstep: Class 2 contains 9420 members Entering Unmasked Estep Score: -1705901.125000 Penalty: 4877.333008 Iteration 0F: 3 clusters Score -1705901 nChanged 8249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8924 members Mstep: Class 2 contains 9721 members Entering Unmasked Estep Score: -1710300.000000 Penalty: 4877.333008 Iteration 1F: 3 clusters Score -1710300 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8823 members Mstep: Class 2 contains 9822 members Entering Unmasked Estep Score: -1710776.625000 Penalty: 4877.333008 Iteration 2F: 3 clusters Score -1710777 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8761 members Mstep: Class 2 contains 9884 members Entering Unmasked Estep Score: -1711285.500000 Penalty: 4877.333008 Iteration 3F: 3 clusters Score -1711286 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8719 members Mstep: Class 2 contains 9926 members Entering Unmasked Estep Score: -1711739.750000 Penalty: 4877.333008 Iteration 4Q: 3 clusters Score -1711740 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8782 members Mstep: Class 2 contains 9863 members Entering Unmasked Estep Score: -1712114.875000 Penalty: 4877.333008 Iteration 5Q: 3 clusters Score -1712115 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8917 members Mstep: Class 2 contains 9728 members Entering Unmasked Estep Score: -1712430.125000 Penalty: 4877.333008 Iteration 6Q: 3 clusters Score -1712430 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9096 members Mstep: Class 2 contains 9549 members Entering Unmasked Estep Score: -1712741.000000 Penalty: 4877.333008 Iteration 7Q: 3 clusters Score -1712741 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9307 members Mstep: Class 2 contains 9338 members Entering Unmasked Estep Score: -1713038.500000 Penalty: 4877.333008 Iteration 8Q: 3 clusters Score -1713038 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9548 members Mstep: Class 2 contains 9097 members Entering Unmasked Estep Score: -1713299.375000 Penalty: 4877.333008 Iteration 9Q: 3 clusters Score -1713299 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9792 members Mstep: Class 2 contains 8853 members Entering Unmasked Estep Score: -1713524.250000 Penalty: 4877.333008 Iteration 10Q: 3 clusters Score -1713524 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10022 members Mstep: Class 2 contains 8623 members Entering Unmasked Estep Score: -1713714.000000 Penalty: 4877.333008 Iteration 11Q: 3 clusters Score -1713714 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10293 members Mstep: Class 2 contains 8352 members Entering Unmasked Estep Score: -1713900.750000 Penalty: 4877.333008 Iteration 12Q: 3 clusters Score -1713901 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10625 members Mstep: Class 2 contains 8020 members Entering Unmasked Estep Score: -1714083.750000 Penalty: 4877.333008 Iteration 13Q: 3 clusters Score -1714084 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10953 members Mstep: Class 2 contains 7692 members Entering Unmasked Estep Score: -1714246.000000 Penalty: 4877.333008 Iteration 14Q: 3 clusters Score -1714246 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11309 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -1714396.750000 Penalty: 4877.333008 Iteration 15Q: 3 clusters Score -1714397 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11685 members Mstep: Class 2 contains 6960 members Entering Unmasked Estep Score: -1714553.875000 Penalty: 4877.333008 Iteration 16Q: 3 clusters Score -1714554 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12088 members Mstep: Class 2 contains 6557 members Entering Unmasked Estep Score: -1714736.875000 Penalty: 4877.333008 Iteration 17Q: 3 clusters Score -1714737 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12537 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -1714944.750000 Penalty: 4877.333008 Iteration 18Q: 3 clusters Score -1714945 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13033 members Mstep: Class 2 contains 5612 members Entering Unmasked Estep Score: -1715194.750000 Penalty: 4877.333008 Iteration 19Q: 3 clusters Score -1715195 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13547 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -1715454.750000 Penalty: 4877.333008 Iteration 20F: 3 clusters Score -1715455 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14062 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -1715745.500000 Penalty: 4877.333008 Iteration 21Q: 3 clusters Score -1715746 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14604 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -1716086.625000 Penalty: 4877.333008 Iteration 22Q: 3 clusters Score -1716087 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15147 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -1716423.875000 Penalty: 4877.333008 Iteration 23Q: 3 clusters Score -1716424 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15651 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -1716735.500000 Penalty: 4877.333008 Iteration 24Q: 3 clusters Score -1716736 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16139 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -1717064.250000 Penalty: 4877.333008 Iteration 25Q: 3 clusters Score -1717064 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16558 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -1717354.000000 Penalty: 4877.333008 Iteration 26Q: 3 clusters Score -1717354 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16885 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -1717575.125000 Penalty: 4877.333008 Iteration 27Q: 3 clusters Score -1717575 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17119 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -1717715.750000 Penalty: 4877.333008 Iteration 28Q: 3 clusters Score -1717716 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17277 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -1717818.125000 Penalty: 4877.333008 Iteration 29Q: 3 clusters Score -1717818 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17403 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -1717893.000000 Penalty: 4877.333008 Iteration 30Q: 3 clusters Score -1717893 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17509 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -1717958.125000 Penalty: 4877.333008 Iteration 31Q: 3 clusters Score -1717958 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17582 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -1718003.750000 Penalty: 4877.333008 Iteration 32Q: 3 clusters Score -1718004 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17641 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -1718029.875000 Penalty: 4877.333008 Iteration 33Q: 3 clusters Score -1718030 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17685 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -1718058.750000 Penalty: 4877.333008 Iteration 34Q: 3 clusters Score -1718059 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17720 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -1718079.250000 Penalty: 4877.333008 Iteration 35Q: 3 clusters Score -1718079 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17749 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -1718100.250000 Penalty: 4877.333008 Iteration 36Q: 3 clusters Score -1718100 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17783 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -1718119.500000 Penalty: 4877.333008 Iteration 37Q: 3 clusters Score -1718120 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17808 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1718139.000000 Penalty: 4877.333008 Iteration 38Q: 3 clusters Score -1718139 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17832 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -1718148.000000 Penalty: 4877.333008 Iteration 39Q: 3 clusters Score -1718148 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17847 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1718156.375000 Penalty: 4877.333008 Iteration 40F: 3 clusters Score -1718156 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17860 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -1718164.625000 Penalty: 4877.333008 Iteration 41Q: 3 clusters Score -1718165 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17870 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -1718167.750000 Penalty: 4877.333008 Iteration 42Q: 3 clusters Score -1718168 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17880 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -1718172.125000 Penalty: 4877.333008 Iteration 43Q: 3 clusters Score -1718172 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17887 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -1718179.625000 Penalty: 4877.333008 Iteration 44Q: 3 clusters Score -1718180 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17891 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -1718185.750000 Penalty: 4877.333008 Iteration 45Q: 3 clusters Score -1718186 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17894 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -1718189.375000 Penalty: 4877.333008 Iteration 46Q: 3 clusters Score -1718189 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17897 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -1718184.625000 Penalty: 4877.333008 Iteration 47Q: 3 clusters Score -1718185 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17900 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -1718191.125000 Penalty: 4877.333008 Iteration 48Q: 3 clusters Score -1718191 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17903 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -1718192.500000 Penalty: 4877.333008 Iteration 49Q: 3 clusters Score -1718192 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17907 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -1718194.000000 Penalty: 4877.333008 Iteration 50Q: 3 clusters Score -1718194 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17909 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -1718197.875000 Penalty: 4877.333008 Iteration 51Q: 3 clusters Score -1718198 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17910 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -1718198.750000 Penalty: 4877.333008 Iteration 52Q: 3 clusters Score -1718199 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17910 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -1718198.750000 Penalty: 4877.333008 Iteration 53F: 3 clusters Score -1718199 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (68033 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68033 members Entering Unmasked Estep Score: -6119476.000000 Penalty: 2759.681641 Iteration 0F: 2 clusters Score -6119476 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34113 members Mstep: Class 2 contains 33920 members Entering Unmasked Estep Score: -6073732.500000 Penalty: 5519.363281 Iteration 0F: 3 clusters Score -6073732 nChanged 31819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35372 members Mstep: Class 2 contains 32661 members Entering Unmasked Estep Score: -6091596.000000 Penalty: 5519.363281 Iteration 1F: 3 clusters Score -6091596 nChanged 2658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36058 members Mstep: Class 2 contains 31975 members Entering Unmasked Estep Score: -6092348.000000 Penalty: 5519.363281 Iteration 2Q: 3 clusters Score -6092348 nChanged 2600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37068 members Mstep: Class 2 contains 30965 members Entering Unmasked Estep Score: -6093203.000000 Penalty: 5519.363281 Iteration 3Q: 3 clusters Score -6093203 nChanged 2662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38492 members Mstep: Class 2 contains 29541 members Entering Unmasked Estep Score: -6094175.000000 Penalty: 5519.363281 Iteration 4Q: 3 clusters Score -6094175 nChanged 2952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40536 members Mstep: Class 2 contains 27497 members Entering Unmasked Estep Score: -6095483.000000 Penalty: 5519.363281 Iteration 5Q: 3 clusters Score -6095483 nChanged 3447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43329 members Mstep: Class 2 contains 24704 members Entering Unmasked Estep Score: -6097293.500000 Penalty: 5519.363281 Iteration 6F: 3 clusters Score -6097294 nChanged 4070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47103 members Mstep: Class 2 contains 20930 members Entering Unmasked Estep Score: -6099909.500000 Penalty: 5519.363281 Iteration 7F: 3 clusters Score -6099910 nChanged 4957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51884 members Mstep: Class 2 contains 16149 members Entering Unmasked Estep Score: -6103789.000000 Penalty: 5519.363281 Iteration 8F: 3 clusters Score -6103789 nChanged 5293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57047 members Mstep: Class 2 contains 10986 members Entering Unmasked Estep Score: -6108479.500000 Penalty: 5519.363281 Iteration 9F: 3 clusters Score -6108480 nChanged 4573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61538 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -6112768.000000 Penalty: 5519.363281 Iteration 10F: 3 clusters Score -6112768 nChanged 3026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64494 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -6115439.500000 Penalty: 5519.363281 Iteration 11Q: 3 clusters Score -6115440 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65947 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -6116549.000000 Penalty: 5519.363281 Iteration 12Q: 3 clusters Score -6116549 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66587 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -6117016.000000 Penalty: 5519.363281 Iteration 13Q: 3 clusters Score -6117016 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66894 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -6117244.500000 Penalty: 5519.363281 Iteration 14Q: 3 clusters Score -6117244 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67047 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -6117377.000000 Penalty: 5519.363281 Iteration 15Q: 3 clusters Score -6117377 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67120 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -6117442.500000 Penalty: 5519.363281 Iteration 16Q: 3 clusters Score -6117442 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67165 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -6117480.000000 Penalty: 5519.363281 Iteration 17Q: 3 clusters Score -6117480 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67185 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -6117514.000000 Penalty: 5519.363281 Iteration 18Q: 3 clusters Score -6117514 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67202 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -6117525.500000 Penalty: 5519.363281 Iteration 19Q: 3 clusters Score -6117526 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67216 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -6117544.500000 Penalty: 5519.363281 Iteration 20F: 3 clusters Score -6117544 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67224 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -6117564.000000 Penalty: 5519.363281 Iteration 21Q: 3 clusters Score -6117564 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67230 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -6117560.500000 Penalty: 5519.363281 Iteration 22Q: 3 clusters Score -6117560 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67234 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -6117567.000000 Penalty: 5519.363281 Iteration 23Q: 3 clusters Score -6117567 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67233 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -6117564.500000 Penalty: 5519.363281 Iteration 24Q: 3 clusters Score -6117564 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67238 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -6117585.500000 Penalty: 5519.363281 Iteration 25Q: 3 clusters Score -6117586 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67240 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -6117585.500000 Penalty: 5519.363281 Iteration 26Q: 3 clusters Score -6117586 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67239 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -6117590.500000 Penalty: 5519.363281 Iteration 27Q: 3 clusters Score -6117590 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67236 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -6117590.500000 Penalty: 5519.363281 Iteration 28Q: 3 clusters Score -6117590 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67232 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -6117597.000000 Penalty: 5519.363281 Iteration 29Q: 3 clusters Score -6117597 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67237 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -6117594.000000 Penalty: 5519.363281 Iteration 30Q: 3 clusters Score -6117594 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67237 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -6117593.500000 Penalty: 5519.363281 Iteration 31Q: 3 clusters Score -6117594 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67237 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -6117593.500000 Penalty: 5519.363281 Iteration 32F: 3 clusters Score -6117594 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (29566 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29566 members Entering Unmasked Estep Score: -2585245.000000 Penalty: 2553.006348 Iteration 0F: 2 clusters Score -2585245 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14759 members Mstep: Class 2 contains 14807 members Entering Unmasked Estep Score: -2564881.250000 Penalty: 5106.012695 Iteration 0F: 3 clusters Score -2564881 nChanged 13291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14804 members Mstep: Class 2 contains 14762 members Entering Unmasked Estep Score: -2572005.250000 Penalty: 5106.012695 Iteration 1F: 3 clusters Score -2572005 nChanged 1472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14988 members Mstep: Class 2 contains 14578 members Entering Unmasked Estep Score: -2572629.500000 Penalty: 5106.012695 Iteration 2Q: 3 clusters Score -2572630 nChanged 1567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15341 members Mstep: Class 2 contains 14225 members Entering Unmasked Estep Score: -2573715.500000 Penalty: 5106.012695 Iteration 3F: 3 clusters Score -2573716 nChanged 2090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16027 members Mstep: Class 2 contains 13539 members Entering Unmasked Estep Score: -2575649.000000 Penalty: 5106.012695 Iteration 4F: 3 clusters Score -2575649 nChanged 2652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17209 members Mstep: Class 2 contains 12357 members Entering Unmasked Estep Score: -2578081.250000 Penalty: 5106.012695 Iteration 5F: 3 clusters Score -2578081 nChanged 2811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18742 members Mstep: Class 2 contains 10824 members Entering Unmasked Estep Score: -2580442.750000 Penalty: 5106.012695 Iteration 6F: 3 clusters Score -2580443 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20162 members Mstep: Class 2 contains 9404 members Entering Unmasked Estep Score: -2582080.500000 Penalty: 5106.012695 Iteration 7F: 3 clusters Score -2582080 nChanged 1573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21211 members Mstep: Class 2 contains 8355 members Entering Unmasked Estep Score: -2582953.750000 Penalty: 5106.012695 Iteration 8F: 3 clusters Score -2582954 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21976 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -2583406.750000 Penalty: 5106.012695 Iteration 9Q: 3 clusters Score -2583407 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22590 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -2583711.250000 Penalty: 5106.012695 Iteration 10Q: 3 clusters Score -2583711 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23107 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -2583929.750000 Penalty: 5106.012695 Iteration 11Q: 3 clusters Score -2583930 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23548 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -2584086.250000 Penalty: 5106.012695 Iteration 12Q: 3 clusters Score -2584086 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23931 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -2584214.500000 Penalty: 5106.012695 Iteration 13Q: 3 clusters Score -2584214 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24248 members Mstep: Class 2 contains 5318 members Entering Unmasked Estep Score: -2584323.250000 Penalty: 5106.012695 Iteration 14Q: 3 clusters Score -2584323 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24521 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -2584390.250000 Penalty: 5106.012695 Iteration 15Q: 3 clusters Score -2584390 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24782 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -2584457.250000 Penalty: 5106.012695 Iteration 16Q: 3 clusters Score -2584457 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25006 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -2584517.750000 Penalty: 5106.012695 Iteration 17Q: 3 clusters Score -2584518 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25234 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -2584576.250000 Penalty: 5106.012695 Iteration 18Q: 3 clusters Score -2584576 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25443 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -2584625.250000 Penalty: 5106.012695 Iteration 19Q: 3 clusters Score -2584625 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25632 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -2584675.000000 Penalty: 5106.012695 Iteration 20F: 3 clusters Score -2584675 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25806 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -2584718.250000 Penalty: 5106.012695 Iteration 21Q: 3 clusters Score -2584718 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25988 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -2584774.000000 Penalty: 5106.012695 Iteration 22Q: 3 clusters Score -2584774 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26177 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -2584842.000000 Penalty: 5106.012695 Iteration 23Q: 3 clusters Score -2584842 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26385 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -2584918.500000 Penalty: 5106.012695 Iteration 24Q: 3 clusters Score -2584918 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26588 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -2584999.250000 Penalty: 5106.012695 Iteration 25Q: 3 clusters Score -2584999 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26827 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -2585114.500000 Penalty: 5106.012695 Iteration 26Q: 3 clusters Score -2585114 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27055 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -2585221.250000 Penalty: 5106.012695 Iteration 27Q: 3 clusters Score -2585221 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27253 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -2585328.000000 Penalty: 5106.012695 Iteration 28Q: 3 clusters Score -2585328 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27410 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -2585393.250000 Penalty: 5106.012695 Iteration 29Q: 3 clusters Score -2585393 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27534 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -2585446.000000 Penalty: 5106.012695 Iteration 30Q: 3 clusters Score -2585446 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27645 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -2585496.000000 Penalty: 5106.012695 Iteration 31Q: 3 clusters Score -2585496 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27748 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -2585548.250000 Penalty: 5106.012695 Iteration 32Q: 3 clusters Score -2585548 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27824 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -2585578.500000 Penalty: 5106.012695 Iteration 33Q: 3 clusters Score -2585578 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27874 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -2585615.750000 Penalty: 5106.012695 Iteration 34Q: 3 clusters Score -2585616 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27923 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -2585651.000000 Penalty: 5106.012695 Iteration 35Q: 3 clusters Score -2585651 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27963 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -2585666.500000 Penalty: 5106.012695 Iteration 36Q: 3 clusters Score -2585666 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27985 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -2585682.500000 Penalty: 5106.012695 Iteration 37Q: 3 clusters Score -2585682 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28012 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -2585708.500000 Penalty: 5106.012695 Iteration 38Q: 3 clusters Score -2585708 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28029 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -2585712.500000 Penalty: 5106.012695 Iteration 39Q: 3 clusters Score -2585712 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28045 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -2585721.500000 Penalty: 5106.012695 Iteration 40F: 3 clusters Score -2585722 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28052 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -2585724.500000 Penalty: 5106.012695 Iteration 41Q: 3 clusters Score -2585724 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28061 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -2585726.000000 Penalty: 5106.012695 Iteration 42Q: 3 clusters Score -2585726 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28067 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -2585730.500000 Penalty: 5106.012695 Iteration 43Q: 3 clusters Score -2585730 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28074 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -2585731.000000 Penalty: 5106.012695 Iteration 44Q: 3 clusters Score -2585731 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28076 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -2585736.500000 Penalty: 5106.012695 Iteration 45Q: 3 clusters Score -2585736 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28081 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -2585734.750000 Penalty: 5106.012695 Iteration 46Q: 3 clusters Score -2585735 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28084 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -2585738.750000 Penalty: 5106.012695 Iteration 47Q: 3 clusters Score -2585739 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28091 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -2585739.000000 Penalty: 5106.012695 Iteration 48Q: 3 clusters Score -2585739 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28095 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -2585736.750000 Penalty: 5106.012695 Iteration 49Q: 3 clusters Score -2585737 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28093 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -2585737.500000 Penalty: 5106.012695 Iteration 50Q: 3 clusters Score -2585738 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28094 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -2585738.000000 Penalty: 5106.012695 Iteration 51Q: 3 clusters Score -2585738 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28096 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -2585737.750000 Penalty: 5106.012695 Iteration 52Q: 3 clusters Score -2585738 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28095 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -2585736.000000 Penalty: 5106.012695 Iteration 53Q: 3 clusters Score -2585736 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28096 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -2585743.000000 Penalty: 5106.012695 Iteration 54Q: 3 clusters Score -2585743 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28097 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -2585746.250000 Penalty: 5106.012695 Iteration 55Q: 3 clusters Score -2585746 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28099 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -2585747.750000 Penalty: 5106.012695 Iteration 56Q: 3 clusters Score -2585748 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28099 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -2585747.750000 Penalty: 5106.012695 Iteration 57F: 3 clusters Score -2585748 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1467 members Mstep: Class 3 contains 18645 members Mstep: Class 5 contains 68033 members Mstep: Class 6 contains 28099 members Mstep: Class 7 contains 15531 members Mstep: Class 8 contains 896 members Mstep: Class 9 contains 14985 members Mstep: Class 10 contains 13206 members Mstep: Class 12 contains 13796 members Mstep: Class 13 contains 1288 members Mstep: Class 14 contains 18030 members Mstep: Class 15 contains 336079 members Mstep: Class 17 contains 232038 members Mstep: Class 19 contains 7907 members Mstep: Class 21 contains 2329 members Mstep: Class 22 contains 1092 members Entering Unmasked Estep Score: -68873280.000000 Penalty: 57171.062500 Splitting cluster 6 changes total score from -68873048.000000 to -68873280.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 7 (15531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15531 members Entering Unmasked Estep Score: -1414209.125000 Penalty: 2393.347168 Iteration 0F: 2 clusters Score -1414209 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7921 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -1403066.250000 Penalty: 4786.694336 Iteration 0F: 3 clusters Score -1403066 nChanged 6614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8605 members Mstep: Class 2 contains 6926 members Entering Unmasked Estep Score: -1406568.750000 Penalty: 4786.694336 Iteration 1F: 3 clusters Score -1406569 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9058 members Mstep: Class 2 contains 6473 members Entering Unmasked Estep Score: -1407066.125000 Penalty: 4786.694336 Iteration 2F: 3 clusters Score -1407066 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9655 members Mstep: Class 2 contains 5876 members Entering Unmasked Estep Score: -1407571.375000 Penalty: 4786.694336 Iteration 3F: 3 clusters Score -1407571 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10436 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -1408273.750000 Penalty: 4786.694336 Iteration 4F: 3 clusters Score -1408274 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11368 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -1409211.875000 Penalty: 4786.694336 Iteration 5F: 3 clusters Score -1409212 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12282 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -1410234.500000 Penalty: 4786.694336 Iteration 6F: 3 clusters Score -1410234 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12993 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -1411092.625000 Penalty: 4786.694336 Iteration 7F: 3 clusters Score -1411093 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13478 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -1411655.500000 Penalty: 4786.694336 Iteration 8Q: 3 clusters Score -1411656 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13793 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -1412024.000000 Penalty: 4786.694336 Iteration 9Q: 3 clusters Score -1412024 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14013 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1412273.375000 Penalty: 4786.694336 Iteration 10Q: 3 clusters Score -1412273 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14153 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -1412454.750000 Penalty: 4786.694336 Iteration 11Q: 3 clusters Score -1412455 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14233 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -1412562.625000 Penalty: 4786.694336 Iteration 12Q: 3 clusters Score -1412563 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14284 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -1412621.250000 Penalty: 4786.694336 Iteration 13Q: 3 clusters Score -1412621 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14303 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -1412654.750000 Penalty: 4786.694336 Iteration 14Q: 3 clusters Score -1412655 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -1412681.750000 Penalty: 4786.694336 Iteration 15Q: 3 clusters Score -1412682 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14322 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -1412687.750000 Penalty: 4786.694336 Iteration 16Q: 3 clusters Score -1412688 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14326 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -1412701.500000 Penalty: 4786.694336 Iteration 17Q: 3 clusters Score -1412702 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14329 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -1412704.875000 Penalty: 4786.694336 Iteration 18Q: 3 clusters Score -1412705 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14333 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -1412706.750000 Penalty: 4786.694336 Iteration 19Q: 3 clusters Score -1412707 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14337 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1412708.875000 Penalty: 4786.694336 Iteration 20F: 3 clusters Score -1412709 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14339 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -1412711.000000 Penalty: 4786.694336 Iteration 21Q: 3 clusters Score -1412711 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14341 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -1412713.375000 Penalty: 4786.694336 Iteration 22Q: 3 clusters Score -1412713 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14344 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -1412716.250000 Penalty: 4786.694336 Iteration 23Q: 3 clusters Score -1412716 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14352 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -1412718.625000 Penalty: 4786.694336 Iteration 24Q: 3 clusters Score -1412719 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14352 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -1412728.625000 Penalty: 4786.694336 Iteration 25Q: 3 clusters Score -1412729 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14346 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -1412731.625000 Penalty: 4786.694336 Iteration 26Q: 3 clusters Score -1412732 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14354 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -1412740.750000 Penalty: 4786.694336 Iteration 27Q: 3 clusters Score -1412741 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14360 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -1412740.125000 Penalty: 4786.694336 Iteration 28Q: 3 clusters Score -1412740 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14363 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -1412746.250000 Penalty: 4786.694336 Iteration 29Q: 3 clusters Score -1412746 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14362 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -1412745.500000 Penalty: 4786.694336 Iteration 30Q: 3 clusters Score -1412746 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14360 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -1412743.250000 Penalty: 4786.694336 Iteration 31Q: 3 clusters Score -1412743 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14359 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -1412746.500000 Penalty: 4786.694336 Iteration 32Q: 3 clusters Score -1412746 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14358 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -1412750.500000 Penalty: 4786.694336 Iteration 33Q: 3 clusters Score -1412750 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14356 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -1412751.875000 Penalty: 4786.694336 Iteration 34Q: 3 clusters Score -1412752 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14356 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -1412751.875000 Penalty: 4786.694336 Iteration 35F: 3 clusters Score -1412752 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (896 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Entering Unmasked Estep Score: -67677.226562 Penalty: 1685.889160 Iteration 0F: 2 clusters Score -67677.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -65851.203125 Penalty: 3371.778320 Iteration 0F: 3 clusters Score -65851.2 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -66167.335938 Penalty: 3371.778320 Iteration 1F: 3 clusters Score -66167.34 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -66328.523438 Penalty: 3371.778320 Iteration 2F: 3 clusters Score -66328.52 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -66412.796875 Penalty: 3371.778320 Iteration 3Q: 3 clusters Score -66412.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -66469.929688 Penalty: 3371.778320 Iteration 4Q: 3 clusters Score -66469.93 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -66513.812500 Penalty: 3371.778320 Iteration 5Q: 3 clusters Score -66513.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -66540.640625 Penalty: 3371.778320 Iteration 6Q: 3 clusters Score -66540.64 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -66576.625000 Penalty: 3371.778320 Iteration 7Q: 3 clusters Score -66576.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -66614.023438 Penalty: 3371.778320 Iteration 8Q: 3 clusters Score -66614.02 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -66656.289062 Penalty: 3371.778320 Iteration 9Q: 3 clusters Score -66656.29 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -66709.859375 Penalty: 3371.778320 Iteration 10Q: 3 clusters Score -66709.86 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -66727.937500 Penalty: 3371.778320 Iteration 11Q: 3 clusters Score -66727.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -66746.585938 Penalty: 3371.778320 Iteration 12Q: 3 clusters Score -66746.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -66762.625000 Penalty: 3371.778320 Iteration 13Q: 3 clusters Score -66762.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -66777.164062 Penalty: 3371.778320 Iteration 14Q: 3 clusters Score -66777.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -66783.515625 Penalty: 3371.778320 Iteration 15Q: 3 clusters Score -66783.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -66787.976562 Penalty: 3371.778320 Iteration 16Q: 3 clusters Score -66787.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -66796.562500 Penalty: 3371.778320 Iteration 17Q: 3 clusters Score -66796.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -66810.835938 Penalty: 3371.778320 Iteration 18Q: 3 clusters Score -66810.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -66835.203125 Penalty: 3371.778320 Iteration 19Q: 3 clusters Score -66835.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -66865.789062 Penalty: 3371.778320 Iteration 20F: 3 clusters Score -66865.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -66881.210938 Penalty: 3371.778320 Iteration 21Q: 3 clusters Score -66881.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -66890.765625 Penalty: 3371.778320 Iteration 22Q: 3 clusters Score -66890.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -66897.093750 Penalty: 3371.778320 Iteration 23Q: 3 clusters Score -66897.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -66897.867188 Penalty: 3371.778320 Iteration 24Q: 3 clusters Score -66897.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -66900.875000 Penalty: 3371.778320 Iteration 25Q: 3 clusters Score -66900.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -66900.875000 Penalty: 3371.778320 Iteration 26F: 3 clusters Score -66900.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (14985 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14985 members Entering Unmasked Estep Score: -1227635.875000 Penalty: 2384.471680 Iteration 0F: 2 clusters Score -1227636 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7411 members Mstep: Class 2 contains 7574 members Entering Unmasked Estep Score: -1216787.625000 Penalty: 4768.943359 Iteration 0F: 3 clusters Score -1216788 nChanged 6476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6965 members Mstep: Class 2 contains 8020 members Entering Unmasked Estep Score: -1220610.000000 Penalty: 4768.943359 Iteration 1F: 3 clusters Score -1220610 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 8296 members Entering Unmasked Estep Score: -1221294.875000 Penalty: 4768.943359 Iteration 2F: 3 clusters Score -1221295 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6369 members Mstep: Class 2 contains 8616 members Entering Unmasked Estep Score: -1222056.250000 Penalty: 4768.943359 Iteration 3F: 3 clusters Score -1222056 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 8974 members Entering Unmasked Estep Score: -1222888.000000 Penalty: 4768.943359 Iteration 4F: 3 clusters Score -1222888 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 9352 members Entering Unmasked Estep Score: -1223660.875000 Penalty: 4768.943359 Iteration 5F: 3 clusters Score -1223661 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 9698 members Entering Unmasked Estep Score: -1224292.375000 Penalty: 4768.943359 Iteration 6F: 3 clusters Score -1224292 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -1224684.500000 Penalty: 4768.943359 Iteration 7Q: 3 clusters Score -1224684 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4816 members Mstep: Class 2 contains 10169 members Entering Unmasked Estep Score: -1224903.625000 Penalty: 4768.943359 Iteration 8Q: 3 clusters Score -1224904 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 10349 members Entering Unmasked Estep Score: -1225050.500000 Penalty: 4768.943359 Iteration 9Q: 3 clusters Score -1225050 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 10513 members Entering Unmasked Estep Score: -1225147.000000 Penalty: 4768.943359 Iteration 10Q: 3 clusters Score -1225147 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 10655 members Entering Unmasked Estep Score: -1225217.125000 Penalty: 4768.943359 Iteration 11Q: 3 clusters Score -1225217 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 10801 members Entering Unmasked Estep Score: -1225283.750000 Penalty: 4768.943359 Iteration 12Q: 3 clusters Score -1225284 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 10948 members Entering Unmasked Estep Score: -1225354.375000 Penalty: 4768.943359 Iteration 13Q: 3 clusters Score -1225354 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 11075 members Entering Unmasked Estep Score: -1225413.500000 Penalty: 4768.943359 Iteration 14Q: 3 clusters Score -1225414 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 11227 members Entering Unmasked Estep Score: -1225477.500000 Penalty: 4768.943359 Iteration 15Q: 3 clusters Score -1225478 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 11382 members Entering Unmasked Estep Score: -1225541.625000 Penalty: 4768.943359 Iteration 16Q: 3 clusters Score -1225542 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 11517 members Entering Unmasked Estep Score: -1225590.750000 Penalty: 4768.943359 Iteration 17Q: 3 clusters Score -1225591 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -1225637.375000 Penalty: 4768.943359 Iteration 18Q: 3 clusters Score -1225637 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 11739 members Entering Unmasked Estep Score: -1225676.250000 Penalty: 4768.943359 Iteration 19Q: 3 clusters Score -1225676 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 11815 members Entering Unmasked Estep Score: -1225705.625000 Penalty: 4768.943359 Iteration 20F: 3 clusters Score -1225706 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 11889 members Entering Unmasked Estep Score: -1225734.625000 Penalty: 4768.943359 Iteration 21Q: 3 clusters Score -1225735 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 11968 members Entering Unmasked Estep Score: -1225777.250000 Penalty: 4768.943359 Iteration 22Q: 3 clusters Score -1225777 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 12066 members Entering Unmasked Estep Score: -1225824.750000 Penalty: 4768.943359 Iteration 23Q: 3 clusters Score -1225825 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 12159 members Entering Unmasked Estep Score: -1225862.500000 Penalty: 4768.943359 Iteration 24Q: 3 clusters Score -1225862 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 12229 members Entering Unmasked Estep Score: -1225891.250000 Penalty: 4768.943359 Iteration 25Q: 3 clusters Score -1225891 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 12300 members Entering Unmasked Estep Score: -1225917.000000 Penalty: 4768.943359 Iteration 26Q: 3 clusters Score -1225917 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 12366 members Entering Unmasked Estep Score: -1225940.750000 Penalty: 4768.943359 Iteration 27Q: 3 clusters Score -1225941 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 12419 members Entering Unmasked Estep Score: -1225953.500000 Penalty: 4768.943359 Iteration 28Q: 3 clusters Score -1225954 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 12457 members Entering Unmasked Estep Score: -1225965.500000 Penalty: 4768.943359 Iteration 29Q: 3 clusters Score -1225966 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 12491 members Entering Unmasked Estep Score: -1225975.875000 Penalty: 4768.943359 Iteration 30Q: 3 clusters Score -1225976 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 12517 members Entering Unmasked Estep Score: -1225980.125000 Penalty: 4768.943359 Iteration 31Q: 3 clusters Score -1225980 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 12541 members Entering Unmasked Estep Score: -1225988.875000 Penalty: 4768.943359 Iteration 32Q: 3 clusters Score -1225989 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 12567 members Entering Unmasked Estep Score: -1225997.500000 Penalty: 4768.943359 Iteration 33Q: 3 clusters Score -1225998 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 12589 members Entering Unmasked Estep Score: -1226004.000000 Penalty: 4768.943359 Iteration 34Q: 3 clusters Score -1226004 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 12612 members Entering Unmasked Estep Score: -1226006.375000 Penalty: 4768.943359 Iteration 35Q: 3 clusters Score -1226006 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 12634 members Entering Unmasked Estep Score: -1226017.000000 Penalty: 4768.943359 Iteration 36Q: 3 clusters Score -1226017 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 12651 members Entering Unmasked Estep Score: -1226019.125000 Penalty: 4768.943359 Iteration 37Q: 3 clusters Score -1226019 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 12672 members Entering Unmasked Estep Score: -1226023.750000 Penalty: 4768.943359 Iteration 38Q: 3 clusters Score -1226024 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 12692 members Entering Unmasked Estep Score: -1226030.875000 Penalty: 4768.943359 Iteration 39Q: 3 clusters Score -1226031 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 12711 members Entering Unmasked Estep Score: -1226034.875000 Penalty: 4768.943359 Iteration 40F: 3 clusters Score -1226035 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 12728 members Entering Unmasked Estep Score: -1226038.750000 Penalty: 4768.943359 Iteration 41Q: 3 clusters Score -1226039 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 12742 members Entering Unmasked Estep Score: -1226042.125000 Penalty: 4768.943359 Iteration 42Q: 3 clusters Score -1226042 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 12750 members Entering Unmasked Estep Score: -1226043.000000 Penalty: 4768.943359 Iteration 43Q: 3 clusters Score -1226043 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 12756 members Entering Unmasked Estep Score: -1226045.250000 Penalty: 4768.943359 Iteration 44Q: 3 clusters Score -1226045 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 12761 members Entering Unmasked Estep Score: -1226047.250000 Penalty: 4768.943359 Iteration 45Q: 3 clusters Score -1226047 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 12770 members Entering Unmasked Estep Score: -1226048.625000 Penalty: 4768.943359 Iteration 46Q: 3 clusters Score -1226049 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 12789 members Entering Unmasked Estep Score: -1226053.625000 Penalty: 4768.943359 Iteration 47Q: 3 clusters Score -1226054 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 12809 members Entering Unmasked Estep Score: -1226059.625000 Penalty: 4768.943359 Iteration 48Q: 3 clusters Score -1226060 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 12826 members Entering Unmasked Estep Score: -1226063.000000 Penalty: 4768.943359 Iteration 49Q: 3 clusters Score -1226063 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 12848 members Entering Unmasked Estep Score: -1226068.875000 Penalty: 4768.943359 Iteration 50Q: 3 clusters Score -1226069 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 12871 members Entering Unmasked Estep Score: -1226078.375000 Penalty: 4768.943359 Iteration 51Q: 3 clusters Score -1226078 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 12884 members Entering Unmasked Estep Score: -1226080.750000 Penalty: 4768.943359 Iteration 52Q: 3 clusters Score -1226081 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 12893 members Entering Unmasked Estep Score: -1226084.000000 Penalty: 4768.943359 Iteration 53Q: 3 clusters Score -1226084 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 12910 members Entering Unmasked Estep Score: -1226084.500000 Penalty: 4768.943359 Iteration 54Q: 3 clusters Score -1226084 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 12925 members Entering Unmasked Estep Score: -1226088.625000 Penalty: 4768.943359 Iteration 55Q: 3 clusters Score -1226089 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 12942 members Entering Unmasked Estep Score: -1226093.250000 Penalty: 4768.943359 Iteration 56Q: 3 clusters Score -1226093 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 12956 members Entering Unmasked Estep Score: -1226099.250000 Penalty: 4768.943359 Iteration 57Q: 3 clusters Score -1226099 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 12972 members Entering Unmasked Estep Score: -1226102.625000 Penalty: 4768.943359 Iteration 58Q: 3 clusters Score -1226103 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 12993 members Entering Unmasked Estep Score: -1226106.500000 Penalty: 4768.943359 Iteration 59Q: 3 clusters Score -1226106 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 13006 members Entering Unmasked Estep Score: -1226107.625000 Penalty: 4768.943359 Iteration 60F: 3 clusters Score -1226108 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 13019 members Entering Unmasked Estep Score: -1226111.750000 Penalty: 4768.943359 Iteration 61Q: 3 clusters Score -1226112 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 13035 members Entering Unmasked Estep Score: -1226116.375000 Penalty: 4768.943359 Iteration 62Q: 3 clusters Score -1226116 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 13046 members Entering Unmasked Estep Score: -1226119.500000 Penalty: 4768.943359 Iteration 63Q: 3 clusters Score -1226120 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 13065 members Entering Unmasked Estep Score: -1226125.500000 Penalty: 4768.943359 Iteration 64Q: 3 clusters Score -1226126 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 13082 members Entering Unmasked Estep Score: -1226133.250000 Penalty: 4768.943359 Iteration 65Q: 3 clusters Score -1226133 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 13096 members Entering Unmasked Estep Score: -1226136.375000 Penalty: 4768.943359 Iteration 66Q: 3 clusters Score -1226136 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 13109 members Entering Unmasked Estep Score: -1226140.750000 Penalty: 4768.943359 Iteration 67Q: 3 clusters Score -1226141 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 13115 members Entering Unmasked Estep Score: -1226141.625000 Penalty: 4768.943359 Iteration 68Q: 3 clusters Score -1226142 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 13121 members Entering Unmasked Estep Score: -1226144.500000 Penalty: 4768.943359 Iteration 69Q: 3 clusters Score -1226144 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 13124 members Entering Unmasked Estep Score: -1226146.875000 Penalty: 4768.943359 Iteration 70Q: 3 clusters Score -1226147 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 13127 members Entering Unmasked Estep Score: -1226146.375000 Penalty: 4768.943359 Iteration 71Q: 3 clusters Score -1226146 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 13130 members Entering Unmasked Estep Score: -1226147.375000 Penalty: 4768.943359 Iteration 72Q: 3 clusters Score -1226147 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 13131 members Entering Unmasked Estep Score: -1226147.125000 Penalty: 4768.943359 Iteration 73Q: 3 clusters Score -1226147 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 13133 members Entering Unmasked Estep Score: -1226145.875000 Penalty: 4768.943359 Iteration 74Q: 3 clusters Score -1226146 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 13136 members Entering Unmasked Estep Score: -1226148.500000 Penalty: 4768.943359 Iteration 75Q: 3 clusters Score -1226148 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 13141 members Entering Unmasked Estep Score: -1226146.375000 Penalty: 4768.943359 Iteration 76Q: 3 clusters Score -1226146 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 13145 members Entering Unmasked Estep Score: -1226147.875000 Penalty: 4768.943359 Iteration 77Q: 3 clusters Score -1226148 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 13148 members Entering Unmasked Estep Score: -1226149.000000 Penalty: 4768.943359 Iteration 78Q: 3 clusters Score -1226149 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 13152 members Entering Unmasked Estep Score: -1226148.125000 Penalty: 4768.943359 Iteration 79Q: 3 clusters Score -1226148 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 13159 members Entering Unmasked Estep Score: -1226150.875000 Penalty: 4768.943359 Iteration 80F: 3 clusters Score -1226151 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 13163 members Entering Unmasked Estep Score: -1226152.750000 Penalty: 4768.943359 Iteration 81Q: 3 clusters Score -1226153 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 13169 members Entering Unmasked Estep Score: -1226152.875000 Penalty: 4768.943359 Iteration 82Q: 3 clusters Score -1226153 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 13177 members Entering Unmasked Estep Score: -1226154.875000 Penalty: 4768.943359 Iteration 83Q: 3 clusters Score -1226155 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 13184 members Entering Unmasked Estep Score: -1226155.000000 Penalty: 4768.943359 Iteration 84Q: 3 clusters Score -1226155 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 13191 members Entering Unmasked Estep Score: -1226161.750000 Penalty: 4768.943359 Iteration 85Q: 3 clusters Score -1226162 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 13198 members Entering Unmasked Estep Score: -1226165.000000 Penalty: 4768.943359 Iteration 86Q: 3 clusters Score -1226165 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 13207 members Entering Unmasked Estep Score: -1226164.125000 Penalty: 4768.943359 Iteration 87Q: 3 clusters Score -1226164 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 13221 members Entering Unmasked Estep Score: -1226169.125000 Penalty: 4768.943359 Iteration 88Q: 3 clusters Score -1226169 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 13235 members Entering Unmasked Estep Score: -1226174.250000 Penalty: 4768.943359 Iteration 89Q: 3 clusters Score -1226174 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 13241 members Entering Unmasked Estep Score: -1226176.500000 Penalty: 4768.943359 Iteration 90Q: 3 clusters Score -1226176 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 13243 members Entering Unmasked Estep Score: -1226177.625000 Penalty: 4768.943359 Iteration 91Q: 3 clusters Score -1226178 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 13246 members Entering Unmasked Estep Score: -1226176.750000 Penalty: 4768.943359 Iteration 92Q: 3 clusters Score -1226177 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 13247 members Entering Unmasked Estep Score: -1226176.875000 Penalty: 4768.943359 Iteration 93Q: 3 clusters Score -1226177 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 13248 members Entering Unmasked Estep Score: -1226181.000000 Penalty: 4768.943359 Iteration 94Q: 3 clusters Score -1226181 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 13249 members Entering Unmasked Estep Score: -1226179.250000 Penalty: 4768.943359 Iteration 95Q: 3 clusters Score -1226179 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 13251 members Entering Unmasked Estep Score: -1226178.875000 Penalty: 4768.943359 Iteration 96Q: 3 clusters Score -1226179 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 13251 members Entering Unmasked Estep Score: -1226178.875000 Penalty: 4768.943359 Iteration 97F: 3 clusters Score -1226179 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (13206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13206 members Entering Unmasked Estep Score: -1207937.250000 Penalty: 2353.129639 Iteration 0F: 2 clusters Score -1207937 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 6517 members Entering Unmasked Estep Score: -1198216.625000 Penalty: 4706.259277 Iteration 0F: 3 clusters Score -1198217 nChanged 5609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6980 members Mstep: Class 2 contains 6226 members Entering Unmasked Estep Score: -1201178.375000 Penalty: 4706.259277 Iteration 1F: 3 clusters Score -1201178 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7171 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -1201534.125000 Penalty: 4706.259277 Iteration 2F: 3 clusters Score -1201534 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7450 members Mstep: Class 2 contains 5756 members Entering Unmasked Estep Score: -1201829.500000 Penalty: 4706.259277 Iteration 3F: 3 clusters Score -1201830 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7763 members Mstep: Class 2 contains 5443 members Entering Unmasked Estep Score: -1202107.000000 Penalty: 4706.259277 Iteration 4Q: 3 clusters Score -1202107 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8164 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -1202418.500000 Penalty: 4706.259277 Iteration 5Q: 3 clusters Score -1202418 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8680 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -1202859.750000 Penalty: 4706.259277 Iteration 6F: 3 clusters Score -1202860 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9324 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -1203445.375000 Penalty: 4706.259277 Iteration 7F: 3 clusters Score -1203445 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10039 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -1204128.875000 Penalty: 4706.259277 Iteration 8F: 3 clusters Score -1204129 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10722 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -1204807.125000 Penalty: 4706.259277 Iteration 9F: 3 clusters Score -1204807 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11303 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -1205370.625000 Penalty: 4706.259277 Iteration 10Q: 3 clusters Score -1205371 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11673 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -1205705.875000 Penalty: 4706.259277 Iteration 11Q: 3 clusters Score -1205706 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11905 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -1205919.625000 Penalty: 4706.259277 Iteration 12Q: 3 clusters Score -1205920 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12066 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -1206055.875000 Penalty: 4706.259277 Iteration 13Q: 3 clusters Score -1206056 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12170 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -1206147.375000 Penalty: 4706.259277 Iteration 14Q: 3 clusters Score -1206147 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12247 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -1206226.375000 Penalty: 4706.259277 Iteration 15Q: 3 clusters Score -1206226 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12300 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -1206284.250000 Penalty: 4706.259277 Iteration 16Q: 3 clusters Score -1206284 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12332 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -1206323.500000 Penalty: 4706.259277 Iteration 17Q: 3 clusters Score -1206324 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12361 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -1206355.500000 Penalty: 4706.259277 Iteration 18Q: 3 clusters Score -1206356 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12383 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -1206378.625000 Penalty: 4706.259277 Iteration 19Q: 3 clusters Score -1206379 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12395 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1206394.250000 Penalty: 4706.259277 Iteration 20F: 3 clusters Score -1206394 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12408 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1206406.625000 Penalty: 4706.259277 Iteration 21Q: 3 clusters Score -1206407 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12417 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -1206416.750000 Penalty: 4706.259277 Iteration 22Q: 3 clusters Score -1206417 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12428 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -1206424.625000 Penalty: 4706.259277 Iteration 23Q: 3 clusters Score -1206425 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12433 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -1206432.000000 Penalty: 4706.259277 Iteration 24Q: 3 clusters Score -1206432 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12437 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -1206439.625000 Penalty: 4706.259277 Iteration 25Q: 3 clusters Score -1206440 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12442 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -1206445.250000 Penalty: 4706.259277 Iteration 26Q: 3 clusters Score -1206445 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12446 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -1206449.250000 Penalty: 4706.259277 Iteration 27Q: 3 clusters Score -1206449 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12451 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -1206452.125000 Penalty: 4706.259277 Iteration 28Q: 3 clusters Score -1206452 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12457 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -1206455.750000 Penalty: 4706.259277 Iteration 29Q: 3 clusters Score -1206456 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12461 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -1206459.750000 Penalty: 4706.259277 Iteration 30Q: 3 clusters Score -1206460 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12465 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -1206461.000000 Penalty: 4706.259277 Iteration 31Q: 3 clusters Score -1206461 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12469 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -1206465.250000 Penalty: 4706.259277 Iteration 32Q: 3 clusters Score -1206465 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12473 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -1206466.750000 Penalty: 4706.259277 Iteration 33Q: 3 clusters Score -1206467 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12479 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -1206471.125000 Penalty: 4706.259277 Iteration 34Q: 3 clusters Score -1206471 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -1206473.625000 Penalty: 4706.259277 Iteration 35Q: 3 clusters Score -1206474 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12484 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -1206478.500000 Penalty: 4706.259277 Iteration 36Q: 3 clusters Score -1206478 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12486 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -1206479.625000 Penalty: 4706.259277 Iteration 37Q: 3 clusters Score -1206480 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12486 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -1206481.250000 Penalty: 4706.259277 Iteration 38Q: 3 clusters Score -1206481 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12486 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -1206481.250000 Penalty: 4706.259277 Iteration 39F: 3 clusters Score -1206481 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (13796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13796 members Entering Unmasked Estep Score: -1266053.000000 Penalty: 2363.969238 Iteration 0F: 2 clusters Score -1266053 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6958 members Mstep: Class 2 contains 6838 members Entering Unmasked Estep Score: -1255989.125000 Penalty: 4727.938477 Iteration 0F: 3 clusters Score -1255989 nChanged 5872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6896 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -1259195.625000 Penalty: 4727.938477 Iteration 1F: 3 clusters Score -1259196 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -1259789.375000 Penalty: 4727.938477 Iteration 2F: 3 clusters Score -1259789 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6485 members Mstep: Class 2 contains 7311 members Entering Unmasked Estep Score: -1260423.500000 Penalty: 4727.938477 Iteration 3F: 3 clusters Score -1260424 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 7650 members Entering Unmasked Estep Score: -1261118.125000 Penalty: 4727.938477 Iteration 4F: 3 clusters Score -1261118 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5754 members Mstep: Class 2 contains 8042 members Entering Unmasked Estep Score: -1261840.750000 Penalty: 4727.938477 Iteration 5F: 3 clusters Score -1261841 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 8478 members Entering Unmasked Estep Score: -1262441.625000 Penalty: 4727.938477 Iteration 6F: 3 clusters Score -1262442 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 8858 members Entering Unmasked Estep Score: -1262852.875000 Penalty: 4727.938477 Iteration 7F: 3 clusters Score -1262853 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 9200 members Entering Unmasked Estep Score: -1263160.500000 Penalty: 4727.938477 Iteration 8Q: 3 clusters Score -1263160 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 9497 members Entering Unmasked Estep Score: -1263395.375000 Penalty: 4727.938477 Iteration 9Q: 3 clusters Score -1263395 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 9765 members Entering Unmasked Estep Score: -1263551.500000 Penalty: 4727.938477 Iteration 10Q: 3 clusters Score -1263552 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 9989 members Entering Unmasked Estep Score: -1263656.500000 Penalty: 4727.938477 Iteration 11Q: 3 clusters Score -1263656 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 10188 members Entering Unmasked Estep Score: -1263739.250000 Penalty: 4727.938477 Iteration 12Q: 3 clusters Score -1263739 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 10395 members Entering Unmasked Estep Score: -1263818.125000 Penalty: 4727.938477 Iteration 13Q: 3 clusters Score -1263818 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 10573 members Entering Unmasked Estep Score: -1263878.375000 Penalty: 4727.938477 Iteration 14Q: 3 clusters Score -1263878 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 10740 members Entering Unmasked Estep Score: -1263945.375000 Penalty: 4727.938477 Iteration 15Q: 3 clusters Score -1263945 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 10904 members Entering Unmasked Estep Score: -1264007.750000 Penalty: 4727.938477 Iteration 16Q: 3 clusters Score -1264008 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 11074 members Entering Unmasked Estep Score: -1264068.625000 Penalty: 4727.938477 Iteration 17Q: 3 clusters Score -1264069 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 11221 members Entering Unmasked Estep Score: -1264114.375000 Penalty: 4727.938477 Iteration 18Q: 3 clusters Score -1264114 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 11336 members Entering Unmasked Estep Score: -1264149.125000 Penalty: 4727.938477 Iteration 19Q: 3 clusters Score -1264149 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 11459 members Entering Unmasked Estep Score: -1264201.500000 Penalty: 4727.938477 Iteration 20F: 3 clusters Score -1264202 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 11583 members Entering Unmasked Estep Score: -1264241.875000 Penalty: 4727.938477 Iteration 21Q: 3 clusters Score -1264242 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 11685 members Entering Unmasked Estep Score: -1264276.750000 Penalty: 4727.938477 Iteration 22Q: 3 clusters Score -1264277 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 11776 members Entering Unmasked Estep Score: -1264308.500000 Penalty: 4727.938477 Iteration 23Q: 3 clusters Score -1264308 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 11862 members Entering Unmasked Estep Score: -1264340.000000 Penalty: 4727.938477 Iteration 24Q: 3 clusters Score -1264340 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 11916 members Entering Unmasked Estep Score: -1264361.000000 Penalty: 4727.938477 Iteration 25Q: 3 clusters Score -1264361 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 11967 members Entering Unmasked Estep Score: -1264367.875000 Penalty: 4727.938477 Iteration 26Q: 3 clusters Score -1264368 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 12002 members Entering Unmasked Estep Score: -1264374.125000 Penalty: 4727.938477 Iteration 27Q: 3 clusters Score -1264374 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 12036 members Entering Unmasked Estep Score: -1264381.125000 Penalty: 4727.938477 Iteration 28Q: 3 clusters Score -1264381 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 12066 members Entering Unmasked Estep Score: -1264390.750000 Penalty: 4727.938477 Iteration 29Q: 3 clusters Score -1264391 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 12098 members Entering Unmasked Estep Score: -1264400.375000 Penalty: 4727.938477 Iteration 30Q: 3 clusters Score -1264400 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 12123 members Entering Unmasked Estep Score: -1264407.875000 Penalty: 4727.938477 Iteration 31Q: 3 clusters Score -1264408 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 12157 members Entering Unmasked Estep Score: -1264418.625000 Penalty: 4727.938477 Iteration 32Q: 3 clusters Score -1264419 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 12187 members Entering Unmasked Estep Score: -1264425.500000 Penalty: 4727.938477 Iteration 33Q: 3 clusters Score -1264426 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 12219 members Entering Unmasked Estep Score: -1264432.625000 Penalty: 4727.938477 Iteration 34Q: 3 clusters Score -1264433 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 12242 members Entering Unmasked Estep Score: -1264438.875000 Penalty: 4727.938477 Iteration 35Q: 3 clusters Score -1264439 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 12257 members Entering Unmasked Estep Score: -1264443.375000 Penalty: 4727.938477 Iteration 36Q: 3 clusters Score -1264443 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 12269 members Entering Unmasked Estep Score: -1264448.000000 Penalty: 4727.938477 Iteration 37Q: 3 clusters Score -1264448 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 12275 members Entering Unmasked Estep Score: -1264450.000000 Penalty: 4727.938477 Iteration 38Q: 3 clusters Score -1264450 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 12281 members Entering Unmasked Estep Score: -1264449.250000 Penalty: 4727.938477 Iteration 39Q: 3 clusters Score -1264449 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 12287 members Entering Unmasked Estep Score: -1264452.875000 Penalty: 4727.938477 Iteration 40F: 3 clusters Score -1264453 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 12291 members Entering Unmasked Estep Score: -1264452.000000 Penalty: 4727.938477 Iteration 41Q: 3 clusters Score -1264452 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 12295 members Entering Unmasked Estep Score: -1264455.875000 Penalty: 4727.938477 Iteration 42Q: 3 clusters Score -1264456 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 12302 members Entering Unmasked Estep Score: -1264456.000000 Penalty: 4727.938477 Iteration 43Q: 3 clusters Score -1264456 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 12306 members Entering Unmasked Estep Score: -1264456.625000 Penalty: 4727.938477 Iteration 44Q: 3 clusters Score -1264457 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 12311 members Entering Unmasked Estep Score: -1264456.875000 Penalty: 4727.938477 Iteration 45Q: 3 clusters Score -1264457 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 12315 members Entering Unmasked Estep Score: -1264456.125000 Penalty: 4727.938477 Iteration 46Q: 3 clusters Score -1264456 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 12317 members Entering Unmasked Estep Score: -1264456.750000 Penalty: 4727.938477 Iteration 47Q: 3 clusters Score -1264457 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 12320 members Entering Unmasked Estep Score: -1264457.500000 Penalty: 4727.938477 Iteration 48Q: 3 clusters Score -1264458 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 12323 members Entering Unmasked Estep Score: -1264453.750000 Penalty: 4727.938477 Iteration 49Q: 3 clusters Score -1264454 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 12331 members Entering Unmasked Estep Score: -1264457.875000 Penalty: 4727.938477 Iteration 50Q: 3 clusters Score -1264458 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 12335 members Entering Unmasked Estep Score: -1264457.625000 Penalty: 4727.938477 Iteration 51Q: 3 clusters Score -1264458 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 12337 members Entering Unmasked Estep Score: -1264460.875000 Penalty: 4727.938477 Iteration 52Q: 3 clusters Score -1264461 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 12340 members Entering Unmasked Estep Score: -1264462.750000 Penalty: 4727.938477 Iteration 53Q: 3 clusters Score -1264463 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 12342 members Entering Unmasked Estep Score: -1264462.000000 Penalty: 4727.938477 Iteration 54Q: 3 clusters Score -1264462 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 12345 members Entering Unmasked Estep Score: -1264462.875000 Penalty: 4727.938477 Iteration 55Q: 3 clusters Score -1264463 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 12349 members Entering Unmasked Estep Score: -1264462.625000 Penalty: 4727.938477 Iteration 56Q: 3 clusters Score -1264463 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 12351 members Entering Unmasked Estep Score: -1264463.250000 Penalty: 4727.938477 Iteration 57Q: 3 clusters Score -1264463 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 12351 members Entering Unmasked Estep Score: -1264463.250000 Penalty: 4727.938477 Iteration 58F: 3 clusters Score -1264463 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Entering Unmasked Estep Score: -106192.718750 Penalty: 1775.889771 Iteration 0F: 2 clusters Score -106192.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -104078.828125 Penalty: 3551.779541 Iteration 0F: 3 clusters Score -104078.8 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -104429.710938 Penalty: 3551.779541 Iteration 1F: 3 clusters Score -104429.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -104604.929688 Penalty: 3551.779541 Iteration 2F: 3 clusters Score -104604.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -104682.695312 Penalty: 3551.779541 Iteration 3Q: 3 clusters Score -104682.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -104731.015625 Penalty: 3551.779541 Iteration 4Q: 3 clusters Score -104731 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -104780.734375 Penalty: 3551.779541 Iteration 5Q: 3 clusters Score -104780.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -104827.023438 Penalty: 3551.779541 Iteration 6Q: 3 clusters Score -104827 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -104853.468750 Penalty: 3551.779541 Iteration 7Q: 3 clusters Score -104853.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -104878.320312 Penalty: 3551.779541 Iteration 8Q: 3 clusters Score -104878.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -104912.437500 Penalty: 3551.779541 Iteration 9Q: 3 clusters Score -104912.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -104953.703125 Penalty: 3551.779541 Iteration 10Q: 3 clusters Score -104953.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -104992.257812 Penalty: 3551.779541 Iteration 11Q: 3 clusters Score -104992.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -105029.960938 Penalty: 3551.779541 Iteration 12Q: 3 clusters Score -105030 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -105052.335938 Penalty: 3551.779541 Iteration 13Q: 3 clusters Score -105052.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -105074.960938 Penalty: 3551.779541 Iteration 14Q: 3 clusters Score -105075 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -105089.851562 Penalty: 3551.779541 Iteration 15Q: 3 clusters Score -105089.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -105107.921875 Penalty: 3551.779541 Iteration 16Q: 3 clusters Score -105107.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -105128.328125 Penalty: 3551.779541 Iteration 17Q: 3 clusters Score -105128.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -105146.242188 Penalty: 3551.779541 Iteration 18Q: 3 clusters Score -105146.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -105152.882812 Penalty: 3551.779541 Iteration 19Q: 3 clusters Score -105152.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -105165.507812 Penalty: 3551.779541 Iteration 20F: 3 clusters Score -105165.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -105188.195312 Penalty: 3551.779541 Iteration 21Q: 3 clusters Score -105188.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -105204.093750 Penalty: 3551.779541 Iteration 22Q: 3 clusters Score -105204.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -105229.640625 Penalty: 3551.779541 Iteration 23Q: 3 clusters Score -105229.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -105244.218750 Penalty: 3551.779541 Iteration 24Q: 3 clusters Score -105244.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -105253.062500 Penalty: 3551.779541 Iteration 25Q: 3 clusters Score -105253.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -105261.796875 Penalty: 3551.779541 Iteration 26Q: 3 clusters Score -105261.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -105270.570312 Penalty: 3551.779541 Iteration 27Q: 3 clusters Score -105270.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -105276.976562 Penalty: 3551.779541 Iteration 28Q: 3 clusters Score -105277 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -105283.203125 Penalty: 3551.779541 Iteration 29Q: 3 clusters Score -105283.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -105290.976562 Penalty: 3551.779541 Iteration 30Q: 3 clusters Score -105291 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -105292.070312 Penalty: 3551.779541 Iteration 31Q: 3 clusters Score -105292.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -105294.242188 Penalty: 3551.779541 Iteration 32Q: 3 clusters Score -105294.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -105297.562500 Penalty: 3551.779541 Iteration 33Q: 3 clusters Score -105297.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -105300.234375 Penalty: 3551.779541 Iteration 34Q: 3 clusters Score -105300.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -105301.195312 Penalty: 3551.779541 Iteration 35Q: 3 clusters Score -105301.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -105302.367188 Penalty: 3551.779541 Iteration 36Q: 3 clusters Score -105302.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -105302.367188 Penalty: 3551.779541 Iteration 37F: 3 clusters Score -105302.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (18030 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18030 members Entering Unmasked Estep Score: -1658743.250000 Penalty: 2430.348389 Iteration 0F: 2 clusters Score -1658743 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9012 members Mstep: Class 2 contains 9018 members Entering Unmasked Estep Score: -1645980.250000 Penalty: 4860.696777 Iteration 0F: 3 clusters Score -1645980 nChanged 7807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8869 members Mstep: Class 2 contains 9161 members Entering Unmasked Estep Score: -1650041.750000 Penalty: 4860.696777 Iteration 1F: 3 clusters Score -1650042 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8757 members Mstep: Class 2 contains 9273 members Entering Unmasked Estep Score: -1650458.500000 Penalty: 4860.696777 Iteration 2F: 3 clusters Score -1650458 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8656 members Mstep: Class 2 contains 9374 members Entering Unmasked Estep Score: -1650805.375000 Penalty: 4860.696777 Iteration 3F: 3 clusters Score -1650805 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8549 members Mstep: Class 2 contains 9481 members Entering Unmasked Estep Score: -1651053.125000 Penalty: 4860.696777 Iteration 4Q: 3 clusters Score -1651053 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8462 members Mstep: Class 2 contains 9568 members Entering Unmasked Estep Score: -1651287.375000 Penalty: 4860.696777 Iteration 5Q: 3 clusters Score -1651287 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8354 members Mstep: Class 2 contains 9676 members Entering Unmasked Estep Score: -1651520.000000 Penalty: 4860.696777 Iteration 6Q: 3 clusters Score -1651520 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8232 members Mstep: Class 2 contains 9798 members Entering Unmasked Estep Score: -1651739.375000 Penalty: 4860.696777 Iteration 7Q: 3 clusters Score -1651739 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8090 members Mstep: Class 2 contains 9940 members Entering Unmasked Estep Score: -1651968.500000 Penalty: 4860.696777 Iteration 8Q: 3 clusters Score -1651968 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7918 members Mstep: Class 2 contains 10112 members Entering Unmasked Estep Score: -1652168.375000 Penalty: 4860.696777 Iteration 9Q: 3 clusters Score -1652168 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7742 members Mstep: Class 2 contains 10288 members Entering Unmasked Estep Score: -1652354.125000 Penalty: 4860.696777 Iteration 10Q: 3 clusters Score -1652354 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7531 members Mstep: Class 2 contains 10499 members Entering Unmasked Estep Score: -1652539.125000 Penalty: 4860.696777 Iteration 11Q: 3 clusters Score -1652539 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7251 members Mstep: Class 2 contains 10779 members Entering Unmasked Estep Score: -1652748.875000 Penalty: 4860.696777 Iteration 12Q: 3 clusters Score -1652749 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6949 members Mstep: Class 2 contains 11081 members Entering Unmasked Estep Score: -1652969.250000 Penalty: 4860.696777 Iteration 13Q: 3 clusters Score -1652969 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6602 members Mstep: Class 2 contains 11428 members Entering Unmasked Estep Score: -1653194.375000 Penalty: 4860.696777 Iteration 14Q: 3 clusters Score -1653194 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 11807 members Entering Unmasked Estep Score: -1653443.125000 Penalty: 4860.696777 Iteration 15Q: 3 clusters Score -1653443 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 12207 members Entering Unmasked Estep Score: -1653683.875000 Penalty: 4860.696777 Iteration 16Q: 3 clusters Score -1653684 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 12605 members Entering Unmasked Estep Score: -1653935.375000 Penalty: 4860.696777 Iteration 17Q: 3 clusters Score -1653935 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 13025 members Entering Unmasked Estep Score: -1654174.875000 Penalty: 4860.696777 Iteration 18Q: 3 clusters Score -1654175 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 13448 members Entering Unmasked Estep Score: -1654403.500000 Penalty: 4860.696777 Iteration 19Q: 3 clusters Score -1654404 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 13868 members Entering Unmasked Estep Score: -1654616.125000 Penalty: 4860.696777 Iteration 20F: 3 clusters Score -1654616 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 14263 members Entering Unmasked Estep Score: -1654820.250000 Penalty: 4860.696777 Iteration 21Q: 3 clusters Score -1654820 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 14630 members Entering Unmasked Estep Score: -1655008.625000 Penalty: 4860.696777 Iteration 22Q: 3 clusters Score -1655009 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 14983 members Entering Unmasked Estep Score: -1655189.125000 Penalty: 4860.696777 Iteration 23Q: 3 clusters Score -1655189 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 15303 members Entering Unmasked Estep Score: -1655353.750000 Penalty: 4860.696777 Iteration 24Q: 3 clusters Score -1655354 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 15604 members Entering Unmasked Estep Score: -1655515.500000 Penalty: 4860.696777 Iteration 25Q: 3 clusters Score -1655516 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 15906 members Entering Unmasked Estep Score: -1655684.250000 Penalty: 4860.696777 Iteration 26Q: 3 clusters Score -1655684 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 16156 members Entering Unmasked Estep Score: -1655833.000000 Penalty: 4860.696777 Iteration 27Q: 3 clusters Score -1655833 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 16365 members Entering Unmasked Estep Score: -1655954.625000 Penalty: 4860.696777 Iteration 28Q: 3 clusters Score -1655955 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 16546 members Entering Unmasked Estep Score: -1656064.000000 Penalty: 4860.696777 Iteration 29Q: 3 clusters Score -1656064 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 16719 members Entering Unmasked Estep Score: -1656177.750000 Penalty: 4860.696777 Iteration 30Q: 3 clusters Score -1656178 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 16868 members Entering Unmasked Estep Score: -1656283.250000 Penalty: 4860.696777 Iteration 31Q: 3 clusters Score -1656283 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 16979 members Entering Unmasked Estep Score: -1656360.625000 Penalty: 4860.696777 Iteration 32Q: 3 clusters Score -1656361 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 17062 members Entering Unmasked Estep Score: -1656418.000000 Penalty: 4860.696777 Iteration 33Q: 3 clusters Score -1656418 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 17141 members Entering Unmasked Estep Score: -1656477.250000 Penalty: 4860.696777 Iteration 34Q: 3 clusters Score -1656477 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 17207 members Entering Unmasked Estep Score: -1656523.375000 Penalty: 4860.696777 Iteration 35Q: 3 clusters Score -1656523 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 17254 members Entering Unmasked Estep Score: -1656551.375000 Penalty: 4860.696777 Iteration 36Q: 3 clusters Score -1656551 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 17282 members Entering Unmasked Estep Score: -1656574.625000 Penalty: 4860.696777 Iteration 37Q: 3 clusters Score -1656575 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 17304 members Entering Unmasked Estep Score: -1656593.000000 Penalty: 4860.696777 Iteration 38Q: 3 clusters Score -1656593 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 17323 members Entering Unmasked Estep Score: -1656605.875000 Penalty: 4860.696777 Iteration 39Q: 3 clusters Score -1656606 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 17341 members Entering Unmasked Estep Score: -1656618.500000 Penalty: 4860.696777 Iteration 40F: 3 clusters Score -1656618 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 17358 members Entering Unmasked Estep Score: -1656624.375000 Penalty: 4860.696777 Iteration 41Q: 3 clusters Score -1656624 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 17365 members Entering Unmasked Estep Score: -1656633.250000 Penalty: 4860.696777 Iteration 42Q: 3 clusters Score -1656633 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 17374 members Entering Unmasked Estep Score: -1656637.125000 Penalty: 4860.696777 Iteration 43Q: 3 clusters Score -1656637 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 17379 members Entering Unmasked Estep Score: -1656642.750000 Penalty: 4860.696777 Iteration 44Q: 3 clusters Score -1656643 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 17383 members Entering Unmasked Estep Score: -1656648.375000 Penalty: 4860.696777 Iteration 45Q: 3 clusters Score -1656648 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 17388 members Entering Unmasked Estep Score: -1656651.125000 Penalty: 4860.696777 Iteration 46Q: 3 clusters Score -1656651 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 17393 members Entering Unmasked Estep Score: -1656651.750000 Penalty: 4860.696777 Iteration 47Q: 3 clusters Score -1656652 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 17396 members Entering Unmasked Estep Score: -1656652.250000 Penalty: 4860.696777 Iteration 48Q: 3 clusters Score -1656652 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 17395 members Entering Unmasked Estep Score: -1656654.125000 Penalty: 4860.696777 Iteration 49Q: 3 clusters Score -1656654 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 17396 members Entering Unmasked Estep Score: -1656652.375000 Penalty: 4860.696777 Iteration 50Q: 3 clusters Score -1656652 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 17398 members Entering Unmasked Estep Score: -1656653.875000 Penalty: 4860.696777 Iteration 51Q: 3 clusters Score -1656654 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 17400 members Entering Unmasked Estep Score: -1656654.000000 Penalty: 4860.696777 Iteration 52Q: 3 clusters Score -1656654 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 17401 members Entering Unmasked Estep Score: -1656656.000000 Penalty: 4860.696777 Iteration 53Q: 3 clusters Score -1656656 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 17401 members Entering Unmasked Estep Score: -1656656.000000 Penalty: 4860.696777 Iteration 54F: 3 clusters Score -1656656 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (336079 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336079 members Entering Unmasked Estep Score: -30578214.000000 Penalty: 3155.825195 Iteration 0F: 2 clusters Score -3.057821e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167644 members Mstep: Class 2 contains 168435 members Entering Unmasked Estep Score: -30352392.000000 Penalty: 6311.650391 Iteration 0F: 3 clusters Score -3.035239e+07 nChanged 163208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157548 members Mstep: Class 2 contains 178531 members Entering Unmasked Estep Score: -30449360.000000 Penalty: 6311.650391 Iteration 1F: 3 clusters Score -3.044936e+07 nChanged 9391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150707 members Mstep: Class 2 contains 185372 members Entering Unmasked Estep Score: -30451392.000000 Penalty: 6311.650391 Iteration 2Q: 3 clusters Score -3.045139e+07 nChanged 12549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139768 members Mstep: Class 2 contains 196311 members Entering Unmasked Estep Score: -30455624.000000 Penalty: 6311.650391 Iteration 3Q: 3 clusters Score -3.045562e+07 nChanged 17903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122817 members Mstep: Class 2 contains 213262 members Entering Unmasked Estep Score: -30464578.000000 Penalty: 6311.650391 Iteration 4F: 3 clusters Score -3.046458e+07 nChanged 24949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98442 members Mstep: Class 2 contains 237637 members Entering Unmasked Estep Score: -30481916.000000 Penalty: 6311.650391 Iteration 5F: 3 clusters Score -3.048192e+07 nChanged 30856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67882 members Mstep: Class 2 contains 268197 members Entering Unmasked Estep Score: -30508546.000000 Penalty: 6311.650391 Iteration 6F: 3 clusters Score -3.050855e+07 nChanged 30674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37308 members Mstep: Class 2 contains 298771 members Entering Unmasked Estep Score: -30539348.000000 Penalty: 6311.650391 Iteration 7F: 3 clusters Score -3.053935e+07 nChanged 21610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15722 members Mstep: Class 2 contains 320357 members Entering Unmasked Estep Score: -30560566.000000 Penalty: 6311.650391 Iteration 8F: 3 clusters Score -3.056057e+07 nChanged 10393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 330746 members Entering Unmasked Estep Score: -30570498.000000 Penalty: 6311.650391 Iteration 9Q: 3 clusters Score -3.05705e+07 nChanged 3732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 334478 members Entering Unmasked Estep Score: -30573928.000000 Penalty: 6311.650391 Iteration 10Q: 3 clusters Score -3.057393e+07 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 335505 members Entering Unmasked Estep Score: -30574850.000000 Penalty: 6311.650391 Iteration 11Q: 3 clusters Score -3.057485e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 335741 members Entering Unmasked Estep Score: -30575188.000000 Penalty: 6311.650391 Iteration 12Q: 3 clusters Score -3.057519e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 335798 members Entering Unmasked Estep Score: -30575286.000000 Penalty: 6311.650391 Iteration 13Q: 3 clusters Score -3.057529e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 335825 members Entering Unmasked Estep Score: -30575338.000000 Penalty: 6311.650391 Iteration 14Q: 3 clusters Score -3.057534e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 335837 members Entering Unmasked Estep Score: -30575348.000000 Penalty: 6311.650391 Iteration 15Q: 3 clusters Score -3.057535e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 335845 members Entering Unmasked Estep Score: -30575384.000000 Penalty: 6311.650391 Iteration 16Q: 3 clusters Score -3.057538e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 335848 members Entering Unmasked Estep Score: -30575374.000000 Penalty: 6311.650391 Iteration 17Q: 3 clusters Score -3.057537e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 335849 members Entering Unmasked Estep Score: -30575416.000000 Penalty: 6311.650391 Iteration 18Q: 3 clusters Score -3.057542e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 335850 members Entering Unmasked Estep Score: -30575404.000000 Penalty: 6311.650391 Iteration 19Q: 3 clusters Score -3.05754e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 335851 members Entering Unmasked Estep Score: -30575418.000000 Penalty: 6311.650391 Iteration 20F: 3 clusters Score -3.057542e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 335853 members Entering Unmasked Estep Score: -30575424.000000 Penalty: 6311.650391 Iteration 21Q: 3 clusters Score -3.057542e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 335853 members Entering Unmasked Estep Score: -30575424.000000 Penalty: 6311.650391 Iteration 22F: 3 clusters Score -3.057542e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (232038 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232038 members Entering Unmasked Estep Score: -21078836.000000 Penalty: 3063.954834 Iteration 0F: 2 clusters Score -2.107884e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115835 members Mstep: Class 2 contains 116203 members Entering Unmasked Estep Score: -20922666.000000 Penalty: 6127.909668 Iteration 0F: 3 clusters Score -2.092267e+07 nChanged 112071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111902 members Mstep: Class 2 contains 120136 members Entering Unmasked Estep Score: -20988424.000000 Penalty: 6127.909668 Iteration 1F: 3 clusters Score -2.098842e+07 nChanged 5906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108910 members Mstep: Class 2 contains 123128 members Entering Unmasked Estep Score: -20989560.000000 Penalty: 6127.909668 Iteration 2Q: 3 clusters Score -2.098956e+07 nChanged 6730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104308 members Mstep: Class 2 contains 127730 members Entering Unmasked Estep Score: -20991136.000000 Penalty: 6127.909668 Iteration 3Q: 3 clusters Score -2.099114e+07 nChanged 8536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97082 members Mstep: Class 2 contains 134956 members Entering Unmasked Estep Score: -20994090.000000 Penalty: 6127.909668 Iteration 4Q: 3 clusters Score -2.099409e+07 nChanged 11518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86218 members Mstep: Class 2 contains 145820 members Entering Unmasked Estep Score: -20999490.000000 Penalty: 6127.909668 Iteration 5Q: 3 clusters Score -2.099949e+07 nChanged 15678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70776 members Mstep: Class 2 contains 161262 members Entering Unmasked Estep Score: -21009488.000000 Penalty: 6127.909668 Iteration 6F: 3 clusters Score -2.100949e+07 nChanged 20360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50474 members Mstep: Class 2 contains 181564 members Entering Unmasked Estep Score: -21026238.000000 Penalty: 6127.909668 Iteration 7F: 3 clusters Score -2.102624e+07 nChanged 21493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28985 members Mstep: Class 2 contains 203053 members Entering Unmasked Estep Score: -21047088.000000 Penalty: 6127.909668 Iteration 8F: 3 clusters Score -2.104709e+07 nChanged 16699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12286 members Mstep: Class 2 contains 219752 members Entering Unmasked Estep Score: -21064230.000000 Penalty: 6127.909668 Iteration 9F: 3 clusters Score -2.106423e+07 nChanged 8459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 228211 members Entering Unmasked Estep Score: -21072590.000000 Penalty: 6127.909668 Iteration 10Q: 3 clusters Score -2.107259e+07 nChanged 2707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 230908 members Entering Unmasked Estep Score: -21075240.000000 Penalty: 6127.909668 Iteration 11Q: 3 clusters Score -2.107524e+07 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 231528 members Entering Unmasked Estep Score: -21075946.000000 Penalty: 6127.909668 Iteration 12Q: 3 clusters Score -2.107595e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 231654 members Entering Unmasked Estep Score: -21076128.000000 Penalty: 6127.909668 Iteration 13Q: 3 clusters Score -2.107613e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 231697 members Entering Unmasked Estep Score: -21076276.000000 Penalty: 6127.909668 Iteration 14Q: 3 clusters Score -2.107628e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 231706 members Entering Unmasked Estep Score: -21076342.000000 Penalty: 6127.909668 Iteration 15Q: 3 clusters Score -2.107634e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 231714 members Entering Unmasked Estep Score: -21076396.000000 Penalty: 6127.909668 Iteration 16Q: 3 clusters Score -2.10764e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 231711 members Entering Unmasked Estep Score: -21076424.000000 Penalty: 6127.909668 Iteration 17Q: 3 clusters Score -2.107642e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 231704 members Entering Unmasked Estep Score: -21076456.000000 Penalty: 6127.909668 Iteration 18Q: 3 clusters Score -2.107646e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 231698 members Entering Unmasked Estep Score: -21076452.000000 Penalty: 6127.909668 Iteration 19Q: 3 clusters Score -2.107645e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 231696 members Entering Unmasked Estep Score: -21076450.000000 Penalty: 6127.909668 Iteration 20F: 3 clusters Score -2.107645e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 231695 members Entering Unmasked Estep Score: -21076472.000000 Penalty: 6127.909668 Iteration 21Q: 3 clusters Score -2.107647e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 231690 members Entering Unmasked Estep Score: -21076480.000000 Penalty: 6127.909668 Iteration 22Q: 3 clusters Score -2.107648e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 231692 members Entering Unmasked Estep Score: -21076500.000000 Penalty: 6127.909668 Iteration 23Q: 3 clusters Score -2.10765e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 231693 members Entering Unmasked Estep Score: -21076496.000000 Penalty: 6127.909668 Iteration 24Q: 3 clusters Score -2.10765e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 231693 members Entering Unmasked Estep Score: -21076496.000000 Penalty: 6127.909668 Iteration 25Q: 3 clusters Score -2.10765e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 231691 members Entering Unmasked Estep Score: -21076514.000000 Penalty: 6127.909668 Iteration 26Q: 3 clusters Score -2.107651e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 231691 members Entering Unmasked Estep Score: -21076514.000000 Penalty: 6127.909668 Iteration 27Q: 3 clusters Score -2.107651e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 231691 members Entering Unmasked Estep Score: -21076510.000000 Penalty: 6127.909668 Iteration 28Q: 3 clusters Score -2.107651e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 231690 members Entering Unmasked Estep Score: -21076516.000000 Penalty: 6127.909668 Iteration 29Q: 3 clusters Score -2.107652e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 231692 members Entering Unmasked Estep Score: -21076530.000000 Penalty: 6127.909668 Iteration 30Q: 3 clusters Score -2.107653e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 231691 members Entering Unmasked Estep Score: -21076526.000000 Penalty: 6127.909668 Iteration 31Q: 3 clusters Score -2.107653e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 231690 members Entering Unmasked Estep Score: -21076526.000000 Penalty: 6127.909668 Iteration 32Q: 3 clusters Score -2.107653e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 231691 members Entering Unmasked Estep Score: -21076520.000000 Penalty: 6127.909668 Iteration 33Q: 3 clusters Score -2.107652e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 231691 members Entering Unmasked Estep Score: -21076520.000000 Penalty: 6127.909668 Iteration 34F: 3 clusters Score -2.107652e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (7907 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Entering Unmasked Estep Score: -718742.500000 Penalty: 2225.925049 Iteration 0F: 2 clusters Score -718742.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -712392.625000 Penalty: 4451.850098 Iteration 0F: 3 clusters Score -712392.6 nChanged 3278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -714363.937500 Penalty: 4451.850098 Iteration 1F: 3 clusters Score -714363.9 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -714862.125000 Penalty: 4451.850098 Iteration 2F: 3 clusters Score -714862.1 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -715291.125000 Penalty: 4451.850098 Iteration 3F: 3 clusters Score -715291.1 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -715705.812500 Penalty: 4451.850098 Iteration 4F: 3 clusters Score -715705.8 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -716076.937500 Penalty: 4451.850098 Iteration 5F: 3 clusters Score -716076.9 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -716369.687500 Penalty: 4451.850098 Iteration 6F: 3 clusters Score -716369.7 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -716642.375000 Penalty: 4451.850098 Iteration 7Q: 3 clusters Score -716642.4 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -716848.937500 Penalty: 4451.850098 Iteration 8Q: 3 clusters Score -716848.9 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -716991.125000 Penalty: 4451.850098 Iteration 9Q: 3 clusters Score -716991.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -717082.937500 Penalty: 4451.850098 Iteration 10Q: 3 clusters Score -717082.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -717143.312500 Penalty: 4451.850098 Iteration 11Q: 3 clusters Score -717143.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5887 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -717189.875000 Penalty: 4451.850098 Iteration 12Q: 3 clusters Score -717189.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5945 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -717225.562500 Penalty: 4451.850098 Iteration 13Q: 3 clusters Score -717225.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -717250.062500 Penalty: 4451.850098 Iteration 14Q: 3 clusters Score -717250.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6032 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -717270.062500 Penalty: 4451.850098 Iteration 15Q: 3 clusters Score -717270.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -717287.500000 Penalty: 4451.850098 Iteration 16Q: 3 clusters Score -717287.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6113 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -717301.750000 Penalty: 4451.850098 Iteration 17Q: 3 clusters Score -717301.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -717310.500000 Penalty: 4451.850098 Iteration 18Q: 3 clusters Score -717310.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6157 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -717317.812500 Penalty: 4451.850098 Iteration 19Q: 3 clusters Score -717317.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -717322.375000 Penalty: 4451.850098 Iteration 20F: 3 clusters Score -717322.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -717327.937500 Penalty: 4451.850098 Iteration 21Q: 3 clusters Score -717327.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -717332.125000 Penalty: 4451.850098 Iteration 22Q: 3 clusters Score -717332.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -717334.125000 Penalty: 4451.850098 Iteration 23Q: 3 clusters Score -717334.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6208 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -717335.687500 Penalty: 4451.850098 Iteration 24Q: 3 clusters Score -717335.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6213 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -717338.875000 Penalty: 4451.850098 Iteration 25Q: 3 clusters Score -717338.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -717339.125000 Penalty: 4451.850098 Iteration 26Q: 3 clusters Score -717339.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -717338.250000 Penalty: 4451.850098 Iteration 27Q: 3 clusters Score -717338.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -717338.875000 Penalty: 4451.850098 Iteration 28Q: 3 clusters Score -717338.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -717338.875000 Penalty: 4451.850098 Iteration 29F: 3 clusters Score -717338.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Entering Unmasked Estep Score: -207548.484375 Penalty: 1922.792236 Iteration 0F: 2 clusters Score -207548.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -204703.125000 Penalty: 3845.584473 Iteration 0F: 3 clusters Score -204703.1 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -205221.531250 Penalty: 3845.584473 Iteration 1F: 3 clusters Score -205221.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -205359.046875 Penalty: 3845.584473 Iteration 2F: 3 clusters Score -205359 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -205444.203125 Penalty: 3845.584473 Iteration 3Q: 3 clusters Score -205444.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -205492.031250 Penalty: 3845.584473 Iteration 4Q: 3 clusters Score -205492 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -205524.187500 Penalty: 3845.584473 Iteration 5Q: 3 clusters Score -205524.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -205547.328125 Penalty: 3845.584473 Iteration 6Q: 3 clusters Score -205547.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -205560.937500 Penalty: 3845.584473 Iteration 7Q: 3 clusters Score -205560.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -205569.546875 Penalty: 3845.584473 Iteration 8Q: 3 clusters Score -205569.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -205580.890625 Penalty: 3845.584473 Iteration 9Q: 3 clusters Score -205580.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -205590.718750 Penalty: 3845.584473 Iteration 10Q: 3 clusters Score -205590.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -205598.781250 Penalty: 3845.584473 Iteration 11Q: 3 clusters Score -205598.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -205608.937500 Penalty: 3845.584473 Iteration 12Q: 3 clusters Score -205608.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -205619.515625 Penalty: 3845.584473 Iteration 13Q: 3 clusters Score -205619.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -205634.687500 Penalty: 3845.584473 Iteration 14Q: 3 clusters Score -205634.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -205654.812500 Penalty: 3845.584473 Iteration 15Q: 3 clusters Score -205654.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -205670.953125 Penalty: 3845.584473 Iteration 16Q: 3 clusters Score -205671 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -205686.687500 Penalty: 3845.584473 Iteration 17Q: 3 clusters Score -205686.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -205708.421875 Penalty: 3845.584473 Iteration 18Q: 3 clusters Score -205708.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -205721.796875 Penalty: 3845.584473 Iteration 19Q: 3 clusters Score -205721.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -205732.593750 Penalty: 3845.584473 Iteration 20F: 3 clusters Score -205732.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -205740.828125 Penalty: 3845.584473 Iteration 21Q: 3 clusters Score -205740.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -205742.812500 Penalty: 3845.584473 Iteration 22Q: 3 clusters Score -205742.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -205746.531250 Penalty: 3845.584473 Iteration 23Q: 3 clusters Score -205746.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -205748.390625 Penalty: 3845.584473 Iteration 24Q: 3 clusters Score -205748.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -205750.843750 Penalty: 3845.584473 Iteration 25Q: 3 clusters Score -205750.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -205752.546875 Penalty: 3845.584473 Iteration 26Q: 3 clusters Score -205752.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -205753.390625 Penalty: 3845.584473 Iteration 27Q: 3 clusters Score -205753.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -205756.015625 Penalty: 3845.584473 Iteration 28Q: 3 clusters Score -205756 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -205758.375000 Penalty: 3845.584473 Iteration 29Q: 3 clusters Score -205758.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -205764.125000 Penalty: 3845.584473 Iteration 30Q: 3 clusters Score -205764.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -205770.468750 Penalty: 3845.584473 Iteration 31Q: 3 clusters Score -205770.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -205777.843750 Penalty: 3845.584473 Iteration 32Q: 3 clusters Score -205777.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -205785.609375 Penalty: 3845.584473 Iteration 33Q: 3 clusters Score -205785.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -205790.828125 Penalty: 3845.584473 Iteration 34Q: 3 clusters Score -205790.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -205798.593750 Penalty: 3845.584473 Iteration 35Q: 3 clusters Score -205798.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -205807.968750 Penalty: 3845.584473 Iteration 36Q: 3 clusters Score -205808 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -205818.578125 Penalty: 3845.584473 Iteration 37Q: 3 clusters Score -205818.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -205825.656250 Penalty: 3845.584473 Iteration 38Q: 3 clusters Score -205825.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -205831.484375 Penalty: 3845.584473 Iteration 39Q: 3 clusters Score -205831.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -205836.343750 Penalty: 3845.584473 Iteration 40F: 3 clusters Score -205836.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -205841.593750 Penalty: 3845.584473 Iteration 41Q: 3 clusters Score -205841.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -205843.953125 Penalty: 3845.584473 Iteration 42Q: 3 clusters Score -205844 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -205846.656250 Penalty: 3845.584473 Iteration 43Q: 3 clusters Score -205846.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -205850.171875 Penalty: 3845.584473 Iteration 44Q: 3 clusters Score -205850.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -205853.828125 Penalty: 3845.584473 Iteration 45Q: 3 clusters Score -205853.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -205856.609375 Penalty: 3845.584473 Iteration 46Q: 3 clusters Score -205856.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -205863.984375 Penalty: 3845.584473 Iteration 47Q: 3 clusters Score -205864 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -205875.765625 Penalty: 3845.584473 Iteration 48Q: 3 clusters Score -205875.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -205887.390625 Penalty: 3845.584473 Iteration 49Q: 3 clusters Score -205887.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -205895.796875 Penalty: 3845.584473 Iteration 50Q: 3 clusters Score -205895.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -205905.703125 Penalty: 3845.584473 Iteration 51Q: 3 clusters Score -205905.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -205915.875000 Penalty: 3845.584473 Iteration 52Q: 3 clusters Score -205915.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -205922.546875 Penalty: 3845.584473 Iteration 53Q: 3 clusters Score -205922.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -205925.609375 Penalty: 3845.584473 Iteration 54Q: 3 clusters Score -205925.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -205927.828125 Penalty: 3845.584473 Iteration 55Q: 3 clusters Score -205927.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -205930.453125 Penalty: 3845.584473 Iteration 56Q: 3 clusters Score -205930.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -205934.671875 Penalty: 3845.584473 Iteration 57Q: 3 clusters Score -205934.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -205936.968750 Penalty: 3845.584473 Iteration 58Q: 3 clusters Score -205937 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -205938.328125 Penalty: 3845.584473 Iteration 59Q: 3 clusters Score -205938.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -205939.375000 Penalty: 3845.584473 Iteration 60F: 3 clusters Score -205939.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1092 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Entering Unmasked Estep Score: -92571.140625 Penalty: 1734.949951 Iteration 0F: 2 clusters Score -92571.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -90506.882812 Penalty: 3469.899902 Iteration 0F: 3 clusters Score -90506.88 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -90820.593750 Penalty: 3469.899902 Iteration 1F: 3 clusters Score -90820.59 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -90922.023438 Penalty: 3469.899902 Iteration 2F: 3 clusters Score -90922.02 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -90979.796875 Penalty: 3469.899902 Iteration 3Q: 3 clusters Score -90979.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -91012.203125 Penalty: 3469.899902 Iteration 4Q: 3 clusters Score -91012.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -91041.031250 Penalty: 3469.899902 Iteration 5Q: 3 clusters Score -91041.03 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -91070.070312 Penalty: 3469.899902 Iteration 6Q: 3 clusters Score -91070.07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -91085.390625 Penalty: 3469.899902 Iteration 7Q: 3 clusters Score -91085.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -91102.859375 Penalty: 3469.899902 Iteration 8Q: 3 clusters Score -91102.86 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -91113.593750 Penalty: 3469.899902 Iteration 9Q: 3 clusters Score -91113.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -91118.468750 Penalty: 3469.899902 Iteration 10Q: 3 clusters Score -91118.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -91118.828125 Penalty: 3469.899902 Iteration 11Q: 3 clusters Score -91118.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -91119.320312 Penalty: 3469.899902 Iteration 12Q: 3 clusters Score -91119.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -91120.554688 Penalty: 3469.899902 Iteration 13Q: 3 clusters Score -91120.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -91120.554688 Penalty: 3469.899902 Iteration 14F: 3 clusters Score -91120.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 1366 members Mstep: Class 3 contains 18645 members Mstep: Class 5 contains 68033 members Mstep: Class 6 contains 28099 members Mstep: Class 7 contains 15531 members Mstep: Class 8 contains 896 members Mstep: Class 9 contains 14985 members Mstep: Class 10 contains 13206 members Mstep: Class 12 contains 13796 members Mstep: Class 13 contains 1288 members Mstep: Class 14 contains 18030 members Mstep: Class 15 contains 336079 members Mstep: Class 17 contains 232038 members Mstep: Class 19 contains 7907 members Mstep: Class 21 contains 2329 members Mstep: Class 22 contains 1092 members Entering Unmasked Estep ConsiderDeletion Score: -68873608.000000 Penalty: 57171.062500 Iteration 39Q: 18 clusters Score -6.887361e+07 nChanged 3694 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1468 members Mstep: Class 3 contains 18709 members Mstep: Class 5 contains 68034 members Mstep: Class 6 contains 28950 members Mstep: Class 7 contains 15296 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 15096 members Mstep: Class 10 contains 13176 members Mstep: Class 12 contains 13762 members Mstep: Class 13 contains 1288 members Mstep: Class 14 contains 17888 members Mstep: Class 15 contains 334583 members Mstep: Class 17 contains 232958 members Mstep: Class 19 contains 7893 members Mstep: Class 21 contains 2335 members Mstep: Class 22 contains 1087 members Entering Unmasked Estep ConsiderDeletion Score: -68875984.000000 Penalty: 57171.062500 Iteration 40F: 18 clusters Score -6.887598e+07 nChanged 3147 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1494 members Mstep: Class 3 contains 18728 members Mstep: Class 5 contains 67995 members Mstep: Class 6 contains 29496 members Mstep: Class 7 contains 15042 members Mstep: Class 8 contains 949 members Mstep: Class 9 contains 15318 members Mstep: Class 10 contains 13095 members Mstep: Class 12 contains 13751 members Mstep: Class 13 contains 1288 members Mstep: Class 14 contains 17722 members Mstep: Class 15 contains 333153 members Mstep: Class 17 contains 234135 members Mstep: Class 19 contains 7879 members Mstep: Class 21 contains 2339 members Mstep: Class 22 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -68877024.000000 Penalty: 57171.062500 Iteration 41Q: 18 clusters Score -6.887702e+07 nChanged 2846 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1520 members Mstep: Class 3 contains 18718 members Mstep: Class 5 contains 67981 members Mstep: Class 6 contains 29917 members Mstep: Class 7 contains 14818 members Mstep: Class 8 contains 823 members Mstep: Class 9 contains 15562 members Mstep: Class 10 contains 13019 members Mstep: Class 12 contains 13760 members Mstep: Class 13 contains 1288 members Mstep: Class 14 contains 17562 members Mstep: Class 15 contains 331894 members Mstep: Class 17 contains 235313 members Mstep: Class 19 contains 7879 members Mstep: Class 21 contains 2345 members Mstep: Class 22 contains 1069 members Entering Unmasked Estep ConsiderDeletion Score: -68877376.000000 Penalty: 57171.062500 Iteration 42Q: 18 clusters Score -6.887738e+07 nChanged 2498 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1547 members Mstep: Class 3 contains 18673 members Mstep: Class 5 contains 67960 members Mstep: Class 6 contains 30264 members Mstep: Class 7 contains 14610 members Mstep: Class 8 contains 747 members Mstep: Class 9 contains 15759 members Mstep: Class 10 contains 12951 members Mstep: Class 12 contains 13766 members Mstep: Class 13 contains 1289 members Mstep: Class 14 contains 17403 members Mstep: Class 15 contains 330768 members Mstep: Class 17 contains 236441 members Mstep: Class 19 contains 7878 members Mstep: Class 21 contains 2350 members Mstep: Class 22 contains 1062 members Entering Unmasked Estep ConsiderDeletion Score: -68877736.000000 Penalty: 57171.062500 Iteration 43Q: 18 clusters Score -6.887774e+07 nChanged 2234 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1576 members Mstep: Class 3 contains 18619 members Mstep: Class 5 contains 67937 members Mstep: Class 6 contains 30551 members Mstep: Class 7 contains 14422 members Mstep: Class 8 contains 706 members Mstep: Class 9 contains 15896 members Mstep: Class 10 contains 12879 members Mstep: Class 12 contains 13761 members Mstep: Class 13 contains 1289 members Mstep: Class 14 contains 17261 members Mstep: Class 15 contains 329727 members Mstep: Class 17 contains 237555 members Mstep: Class 19 contains 7881 members Mstep: Class 21 contains 2351 members Mstep: Class 22 contains 1057 members Entering Unmasked Estep ConsiderDeletion Score: -68878032.000000 Penalty: 57171.062500 Iteration 44Q: 18 clusters Score -6.887803e+07 nChanged 2020 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1605 members Mstep: Class 3 contains 18563 members Mstep: Class 5 contains 67928 members Mstep: Class 6 contains 30790 members Mstep: Class 7 contains 14260 members Mstep: Class 8 contains 682 members Mstep: Class 9 contains 16011 members Mstep: Class 10 contains 12825 members Mstep: Class 12 contains 13746 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 17101 members Mstep: Class 15 contains 328781 members Mstep: Class 17 contains 238610 members Mstep: Class 19 contains 7876 members Mstep: Class 21 contains 2350 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68878320.000000 Penalty: 57171.062500 Iteration 45Q: 18 clusters Score -6.887832e+07 nChanged 1941 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1621 members Mstep: Class 3 contains 18501 members Mstep: Class 5 contains 67914 members Mstep: Class 6 contains 31006 members Mstep: Class 7 contains 14092 members Mstep: Class 8 contains 671 members Mstep: Class 9 contains 16124 members Mstep: Class 10 contains 12797 members Mstep: Class 12 contains 13718 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 16960 members Mstep: Class 15 contains 327826 members Mstep: Class 17 contains 239680 members Mstep: Class 19 contains 7870 members Mstep: Class 21 contains 2353 members Mstep: Class 22 contains 1045 members Entering Unmasked Estep ConsiderDeletion Score: -68878416.000000 Penalty: 57171.062500 Iteration 46Q: 18 clusters Score -6.887842e+07 nChanged 1757 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1637 members Mstep: Class 3 contains 18456 members Mstep: Class 5 contains 67910 members Mstep: Class 6 contains 31188 members Mstep: Class 7 contains 13940 members Mstep: Class 8 contains 662 members Mstep: Class 9 contains 16209 members Mstep: Class 10 contains 12766 members Mstep: Class 12 contains 13702 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 16833 members Mstep: Class 15 contains 326938 members Mstep: Class 17 contains 240676 members Mstep: Class 19 contains 7858 members Mstep: Class 21 contains 2356 members Mstep: Class 22 contains 1047 members Entering Unmasked Estep ConsiderDeletion Score: -68878440.000000 Penalty: 57171.062500 Iteration 47Q: 18 clusters Score -6.887844e+07 nChanged 1630 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1652 members Mstep: Class 3 contains 18406 members Mstep: Class 5 contains 67892 members Mstep: Class 6 contains 31354 members Mstep: Class 7 contains 13791 members Mstep: Class 8 contains 659 members Mstep: Class 9 contains 16293 members Mstep: Class 10 contains 12739 members Mstep: Class 12 contains 13673 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 16699 members Mstep: Class 15 contains 326133 members Mstep: Class 17 contains 241626 members Mstep: Class 19 contains 7854 members Mstep: Class 21 contains 2357 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68878936.000000 Penalty: 57171.062500 Iteration 48Q: 18 clusters Score -6.887894e+07 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1668 members Mstep: Class 3 contains 18360 members Mstep: Class 5 contains 67886 members Mstep: Class 6 contains 31491 members Mstep: Class 7 contains 13667 members Mstep: Class 8 contains 652 members Mstep: Class 9 contains 16352 members Mstep: Class 10 contains 12710 members Mstep: Class 12 contains 13660 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 16568 members Mstep: Class 15 contains 325415 members Mstep: Class 17 contains 242488 members Mstep: Class 19 contains 7848 members Mstep: Class 21 contains 2365 members Mstep: Class 22 contains 1048 members Entering Unmasked Estep ConsiderDeletion Score: -68879160.000000 Penalty: 57171.062500 Iteration 49Q: 18 clusters Score -6.887916e+07 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1688 members Mstep: Class 3 contains 18318 members Mstep: Class 5 contains 67879 members Mstep: Class 6 contains 31605 members Mstep: Class 7 contains 13537 members Mstep: Class 8 contains 644 members Mstep: Class 9 contains 16409 members Mstep: Class 10 contains 12683 members Mstep: Class 12 contains 13649 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 16445 members Mstep: Class 15 contains 324741 members Mstep: Class 17 contains 243320 members Mstep: Class 19 contains 7846 members Mstep: Class 21 contains 2370 members Mstep: Class 22 contains 1044 members Entering Unmasked Estep ConsiderDeletion Score: -68879296.000000 Penalty: 57171.062500 Iteration 50Q: 18 clusters Score -6.88793e+07 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1706 members Mstep: Class 3 contains 18290 members Mstep: Class 5 contains 67873 members Mstep: Class 6 contains 31698 members Mstep: Class 7 contains 13429 members Mstep: Class 8 contains 635 members Mstep: Class 9 contains 16454 members Mstep: Class 10 contains 12664 members Mstep: Class 12 contains 13639 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 16329 members Mstep: Class 15 contains 324142 members Mstep: Class 17 contains 244058 members Mstep: Class 19 contains 7843 members Mstep: Class 21 contains 2369 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68879616.000000 Penalty: 57171.062500 Iteration 51Q: 18 clusters Score -6.887962e+07 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1719 members Mstep: Class 3 contains 18265 members Mstep: Class 5 contains 67866 members Mstep: Class 6 contains 31799 members Mstep: Class 7 contains 13320 members Mstep: Class 8 contains 628 members Mstep: Class 9 contains 16491 members Mstep: Class 10 contains 12647 members Mstep: Class 12 contains 13638 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 16223 members Mstep: Class 15 contains 323641 members Mstep: Class 17 contains 244679 members Mstep: Class 19 contains 7840 members Mstep: Class 21 contains 2372 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68879720.000000 Penalty: 57171.062500 Iteration 52Q: 18 clusters Score -6.887972e+07 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1732 members Mstep: Class 3 contains 18216 members Mstep: Class 5 contains 67861 members Mstep: Class 6 contains 31878 members Mstep: Class 7 contains 13225 members Mstep: Class 8 contains 623 members Mstep: Class 9 contains 16529 members Mstep: Class 10 contains 12636 members Mstep: Class 12 contains 13637 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 16113 members Mstep: Class 15 contains 323177 members Mstep: Class 17 contains 245291 members Mstep: Class 19 contains 7837 members Mstep: Class 21 contains 2374 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68879848.000000 Penalty: 57171.062500 Iteration 53Q: 18 clusters Score -6.887985e+07 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1748 members Mstep: Class 3 contains 18173 members Mstep: Class 5 contains 67848 members Mstep: Class 6 contains 31952 members Mstep: Class 7 contains 13147 members Mstep: Class 8 contains 619 members Mstep: Class 9 contains 16566 members Mstep: Class 10 contains 12618 members Mstep: Class 12 contains 13627 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 16025 members Mstep: Class 15 contains 322760 members Mstep: Class 17 contains 245837 members Mstep: Class 19 contains 7834 members Mstep: Class 21 contains 2376 members Mstep: Class 22 contains 1048 members Entering Unmasked Estep ConsiderDeletion Score: -68879920.000000 Penalty: 57171.062500 Iteration 54Q: 18 clusters Score -6.887992e+07 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1763 members Mstep: Class 3 contains 18115 members Mstep: Class 5 contains 67833 members Mstep: Class 6 contains 32009 members Mstep: Class 7 contains 13052 members Mstep: Class 8 contains 617 members Mstep: Class 9 contains 16602 members Mstep: Class 10 contains 12600 members Mstep: Class 12 contains 13605 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15966 members Mstep: Class 15 contains 322425 members Mstep: Class 17 contains 246333 members Mstep: Class 19 contains 7830 members Mstep: Class 21 contains 2381 members Mstep: Class 22 contains 1047 members Entering Unmasked Estep ConsiderDeletion Score: -68880040.000000 Penalty: 57171.062500 Iteration 55Q: 18 clusters Score -6.888004e+07 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1779 members Mstep: Class 3 contains 18062 members Mstep: Class 5 contains 67824 members Mstep: Class 6 contains 32071 members Mstep: Class 7 contains 12975 members Mstep: Class 8 contains 615 members Mstep: Class 9 contains 16625 members Mstep: Class 10 contains 12585 members Mstep: Class 12 contains 13591 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15898 members Mstep: Class 15 contains 322108 members Mstep: Class 17 contains 246783 members Mstep: Class 19 contains 7829 members Mstep: Class 21 contains 2387 members Mstep: Class 22 contains 1046 members Entering Unmasked Estep ConsiderDeletion Score: -68880120.000000 Penalty: 57171.062500 Iteration 56Q: 18 clusters Score -6.888012e+07 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1797 members Mstep: Class 3 contains 18017 members Mstep: Class 5 contains 67825 members Mstep: Class 6 contains 32123 members Mstep: Class 7 contains 12899 members Mstep: Class 8 contains 616 members Mstep: Class 9 contains 16651 members Mstep: Class 10 contains 12568 members Mstep: Class 12 contains 13583 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15828 members Mstep: Class 15 contains 321798 members Mstep: Class 17 contains 247211 members Mstep: Class 19 contains 7829 members Mstep: Class 21 contains 2389 members Mstep: Class 22 contains 1044 members Entering Unmasked Estep ConsiderDeletion Score: -68880312.000000 Penalty: 57171.062500 Iteration 57Q: 18 clusters Score -6.888031e+07 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1810 members Mstep: Class 3 contains 17970 members Mstep: Class 5 contains 67829 members Mstep: Class 6 contains 32176 members Mstep: Class 7 contains 12819 members Mstep: Class 8 contains 616 members Mstep: Class 9 contains 16667 members Mstep: Class 10 contains 12557 members Mstep: Class 12 contains 13568 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15780 members Mstep: Class 15 contains 321521 members Mstep: Class 17 contains 247598 members Mstep: Class 19 contains 7828 members Mstep: Class 21 contains 2391 members Mstep: Class 22 contains 1048 members Entering Unmasked Estep ConsiderDeletion Score: -68880248.000000 Penalty: 57171.062500 Iteration 58Q: 18 clusters Score -6.888025e+07 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1821 members Mstep: Class 3 contains 17924 members Mstep: Class 5 contains 67826 members Mstep: Class 6 contains 32230 members Mstep: Class 7 contains 12742 members Mstep: Class 8 contains 614 members Mstep: Class 9 contains 16693 members Mstep: Class 10 contains 12547 members Mstep: Class 12 contains 13557 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15732 members Mstep: Class 15 contains 321293 members Mstep: Class 17 contains 247932 members Mstep: Class 19 contains 7827 members Mstep: Class 21 contains 2394 members Mstep: Class 22 contains 1046 members Entering Unmasked Estep ConsiderDeletion Score: -68880256.000000 Penalty: 57171.062500 Iteration 59Q: 18 clusters Score -6.888026e+07 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1836 members Mstep: Class 3 contains 17876 members Mstep: Class 5 contains 67817 members Mstep: Class 6 contains 32270 members Mstep: Class 7 contains 12664 members Mstep: Class 8 contains 615 members Mstep: Class 9 contains 16724 members Mstep: Class 10 contains 12540 members Mstep: Class 12 contains 13545 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15691 members Mstep: Class 15 contains 321068 members Mstep: Class 17 contains 248262 members Mstep: Class 19 contains 7829 members Mstep: Class 21 contains 2395 members Mstep: Class 22 contains 1046 members Entering Unmasked Estep ConsiderDeletion Score: -68880688.000000 Penalty: 57171.062500 Iteration 60F: 18 clusters Score -6.888069e+07 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1854 members Mstep: Class 3 contains 17820 members Mstep: Class 5 contains 67802 members Mstep: Class 6 contains 32312 members Mstep: Class 7 contains 12598 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 16744 members Mstep: Class 10 contains 12535 members Mstep: Class 12 contains 13535 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15651 members Mstep: Class 15 contains 320874 members Mstep: Class 17 contains 248562 members Mstep: Class 19 contains 7831 members Mstep: Class 21 contains 2397 members Mstep: Class 22 contains 1048 members Entering Unmasked Estep ConsiderDeletion Score: -68881096.000000 Penalty: 57171.062500 Iteration 61Q: 18 clusters Score -6.88811e+07 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1868 members Mstep: Class 3 contains 17768 members Mstep: Class 5 contains 67795 members Mstep: Class 6 contains 32362 members Mstep: Class 7 contains 12548 members Mstep: Class 8 contains 566 members Mstep: Class 9 contains 16792 members Mstep: Class 10 contains 12528 members Mstep: Class 12 contains 13538 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15602 members Mstep: Class 15 contains 320723 members Mstep: Class 17 contains 248830 members Mstep: Class 19 contains 7829 members Mstep: Class 21 contains 2403 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68881176.000000 Penalty: 57171.062500 Iteration 62Q: 18 clusters Score -6.888118e+07 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1883 members Mstep: Class 3 contains 17720 members Mstep: Class 5 contains 67779 members Mstep: Class 6 contains 32405 members Mstep: Class 7 contains 12483 members Mstep: Class 8 contains 532 members Mstep: Class 9 contains 16845 members Mstep: Class 10 contains 12522 members Mstep: Class 12 contains 13535 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15555 members Mstep: Class 15 contains 320546 members Mstep: Class 17 contains 249107 members Mstep: Class 19 contains 7830 members Mstep: Class 21 contains 2409 members Mstep: Class 22 contains 1051 members Entering Unmasked Estep ConsiderDeletion Score: -68881304.000000 Penalty: 57171.062500 Iteration 63Q: 18 clusters Score -6.88813e+07 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1902 members Mstep: Class 3 contains 17681 members Mstep: Class 5 contains 67762 members Mstep: Class 6 contains 32445 members Mstep: Class 7 contains 12425 members Mstep: Class 8 contains 513 members Mstep: Class 9 contains 16895 members Mstep: Class 10 contains 12515 members Mstep: Class 12 contains 13531 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15516 members Mstep: Class 15 contains 320356 members Mstep: Class 17 contains 249374 members Mstep: Class 19 contains 7826 members Mstep: Class 21 contains 2411 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68881224.000000 Penalty: 57171.062500 Iteration 64Q: 18 clusters Score -6.888122e+07 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1912 members Mstep: Class 3 contains 17650 members Mstep: Class 5 contains 67750 members Mstep: Class 6 contains 32480 members Mstep: Class 7 contains 12373 members Mstep: Class 8 contains 500 members Mstep: Class 9 contains 16937 members Mstep: Class 10 contains 12510 members Mstep: Class 12 contains 13526 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15478 members Mstep: Class 15 contains 320160 members Mstep: Class 17 contains 249627 members Mstep: Class 19 contains 7829 members Mstep: Class 21 contains 2420 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68881336.000000 Penalty: 57171.062500 Iteration 65Q: 18 clusters Score -6.888134e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1925 members Mstep: Class 3 contains 17616 members Mstep: Class 5 contains 67743 members Mstep: Class 6 contains 32512 members Mstep: Class 7 contains 12311 members Mstep: Class 8 contains 494 members Mstep: Class 9 contains 16967 members Mstep: Class 10 contains 12499 members Mstep: Class 12 contains 13514 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15440 members Mstep: Class 15 contains 319994 members Mstep: Class 17 contains 249886 members Mstep: Class 19 contains 7827 members Mstep: Class 21 contains 2424 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68881472.000000 Penalty: 57171.062500 Iteration 66Q: 18 clusters Score -6.888147e+07 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1933 members Mstep: Class 3 contains 17585 members Mstep: Class 5 contains 67735 members Mstep: Class 6 contains 32549 members Mstep: Class 7 contains 12249 members Mstep: Class 8 contains 490 members Mstep: Class 9 contains 16992 members Mstep: Class 10 contains 12491 members Mstep: Class 12 contains 13505 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15387 members Mstep: Class 15 contains 319836 members Mstep: Class 17 contains 250144 members Mstep: Class 19 contains 7828 members Mstep: Class 21 contains 2428 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68881520.000000 Penalty: 57171.062500 Iteration 67Q: 18 clusters Score -6.888152e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1936 members Mstep: Class 3 contains 17557 members Mstep: Class 5 contains 67729 members Mstep: Class 6 contains 32582 members Mstep: Class 7 contains 12189 members Mstep: Class 8 contains 490 members Mstep: Class 9 contains 17024 members Mstep: Class 10 contains 12488 members Mstep: Class 12 contains 13492 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15343 members Mstep: Class 15 contains 319671 members Mstep: Class 17 contains 250391 members Mstep: Class 19 contains 7827 members Mstep: Class 21 contains 2433 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68881464.000000 Penalty: 57171.062500 Iteration 68Q: 18 clusters Score -6.888146e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1944 members Mstep: Class 3 contains 17531 members Mstep: Class 5 contains 67723 members Mstep: Class 6 contains 32610 members Mstep: Class 7 contains 12131 members Mstep: Class 8 contains 490 members Mstep: Class 9 contains 17041 members Mstep: Class 10 contains 12482 members Mstep: Class 12 contains 13483 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15298 members Mstep: Class 15 contains 319522 members Mstep: Class 17 contains 250633 members Mstep: Class 19 contains 7822 members Mstep: Class 21 contains 2442 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68881584.000000 Penalty: 57171.062500 Iteration 69Q: 18 clusters Score -6.888158e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1951 members Mstep: Class 3 contains 17496 members Mstep: Class 5 contains 67719 members Mstep: Class 6 contains 32630 members Mstep: Class 7 contains 12086 members Mstep: Class 8 contains 489 members Mstep: Class 9 contains 17058 members Mstep: Class 10 contains 12480 members Mstep: Class 12 contains 13471 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15252 members Mstep: Class 15 contains 319411 members Mstep: Class 17 contains 250845 members Mstep: Class 19 contains 7818 members Mstep: Class 21 contains 2446 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68881592.000000 Penalty: 57171.062500 Iteration 70Q: 18 clusters Score -6.888159e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1959 members Mstep: Class 3 contains 17470 members Mstep: Class 5 contains 67717 members Mstep: Class 6 contains 32644 members Mstep: Class 7 contains 12049 members Mstep: Class 8 contains 489 members Mstep: Class 9 contains 17082 members Mstep: Class 10 contains 12478 members Mstep: Class 12 contains 13459 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15214 members Mstep: Class 15 contains 319293 members Mstep: Class 17 contains 251032 members Mstep: Class 19 contains 7816 members Mstep: Class 21 contains 2450 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68881632.000000 Penalty: 57171.062500 Iteration 71Q: 18 clusters Score -6.888163e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1968 members Mstep: Class 3 contains 17447 members Mstep: Class 5 contains 67716 members Mstep: Class 6 contains 32667 members Mstep: Class 7 contains 12014 members Mstep: Class 8 contains 489 members Mstep: Class 9 contains 17084 members Mstep: Class 10 contains 12476 members Mstep: Class 12 contains 13453 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15174 members Mstep: Class 15 contains 319194 members Mstep: Class 17 contains 251206 members Mstep: Class 19 contains 7813 members Mstep: Class 21 contains 2452 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68881712.000000 Penalty: 57171.062500 Iteration 72Q: 18 clusters Score -6.888171e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1976 members Mstep: Class 3 contains 17430 members Mstep: Class 5 contains 67716 members Mstep: Class 6 contains 32680 members Mstep: Class 7 contains 11982 members Mstep: Class 8 contains 489 members Mstep: Class 9 contains 17088 members Mstep: Class 10 contains 12473 members Mstep: Class 12 contains 13449 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15137 members Mstep: Class 15 contains 319074 members Mstep: Class 17 contains 251395 members Mstep: Class 19 contains 7810 members Mstep: Class 21 contains 2452 members Mstep: Class 22 contains 1051 members Entering Unmasked Estep ConsiderDeletion Score: -68881752.000000 Penalty: 57171.062500 Iteration 73Q: 18 clusters Score -6.888175e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1976 members Mstep: Class 3 contains 17411 members Mstep: Class 5 contains 67717 members Mstep: Class 6 contains 32713 members Mstep: Class 7 contains 11939 members Mstep: Class 8 contains 489 members Mstep: Class 9 contains 17090 members Mstep: Class 10 contains 12466 members Mstep: Class 12 contains 13447 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15087 members Mstep: Class 15 contains 318964 members Mstep: Class 17 contains 251586 members Mstep: Class 19 contains 7809 members Mstep: Class 21 contains 2456 members Mstep: Class 22 contains 1052 members Entering Unmasked Estep ConsiderDeletion Score: -68881784.000000 Penalty: 57171.062500 Iteration 74Q: 18 clusters Score -6.888178e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1976 members Mstep: Class 3 contains 17391 members Mstep: Class 5 contains 67718 members Mstep: Class 6 contains 32743 members Mstep: Class 7 contains 11887 members Mstep: Class 8 contains 489 members Mstep: Class 9 contains 17095 members Mstep: Class 10 contains 12459 members Mstep: Class 12 contains 13438 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15045 members Mstep: Class 15 contains 318857 members Mstep: Class 17 contains 251785 members Mstep: Class 19 contains 7810 members Mstep: Class 21 contains 2457 members Mstep: Class 22 contains 1052 members Entering Unmasked Estep ConsiderDeletion Score: -68881832.000000 Penalty: 57171.062500 Iteration 75Q: 18 clusters Score -6.888183e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1976 members Mstep: Class 3 contains 17372 members Mstep: Class 5 contains 67716 members Mstep: Class 6 contains 32766 members Mstep: Class 7 contains 11836 members Mstep: Class 8 contains 489 members Mstep: Class 9 contains 17094 members Mstep: Class 10 contains 12456 members Mstep: Class 12 contains 13427 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 15000 members Mstep: Class 15 contains 318741 members Mstep: Class 17 contains 252011 members Mstep: Class 19 contains 7808 members Mstep: Class 21 contains 2458 members Mstep: Class 22 contains 1052 members Entering Unmasked Estep ConsiderDeletion Score: -68881848.000000 Penalty: 57171.062500 Iteration 76Q: 18 clusters Score -6.888185e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1976 members Mstep: Class 3 contains 17360 members Mstep: Class 5 contains 67722 members Mstep: Class 6 contains 32788 members Mstep: Class 7 contains 11785 members Mstep: Class 8 contains 489 members Mstep: Class 9 contains 17092 members Mstep: Class 10 contains 12454 members Mstep: Class 12 contains 13414 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14964 members Mstep: Class 15 contains 318655 members Mstep: Class 17 contains 252183 members Mstep: Class 19 contains 7809 members Mstep: Class 21 contains 2460 members Mstep: Class 22 contains 1051 members Entering Unmasked Estep ConsiderDeletion Score: -68881792.000000 Penalty: 57171.062500 Iteration 77Q: 18 clusters Score -6.888179e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1976 members Mstep: Class 3 contains 17346 members Mstep: Class 5 contains 67724 members Mstep: Class 6 contains 32812 members Mstep: Class 7 contains 11727 members Mstep: Class 8 contains 489 members Mstep: Class 9 contains 17087 members Mstep: Class 10 contains 12453 members Mstep: Class 12 contains 13403 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14924 members Mstep: Class 15 contains 318579 members Mstep: Class 17 contains 252365 members Mstep: Class 19 contains 7806 members Mstep: Class 21 contains 2461 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68881856.000000 Penalty: 57171.062500 Iteration 78Q: 18 clusters Score -6.888186e+07 nChanged 258 Entering ConstructFrom: Score: -68881856.000000 Penalty: 57171.062500 Entering ConstructFrom: Trying to split cluster 1 (1366 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Entering Unmasked Estep Score: -113032.187500 Penalty: 1790.471313 Iteration 0F: 2 clusters Score -113032.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -110901.218750 Penalty: 3580.942627 Iteration 0F: 3 clusters Score -110901.2 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -111282.445312 Penalty: 3580.942627 Iteration 1F: 3 clusters Score -111282.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -111458.500000 Penalty: 3580.942627 Iteration 2F: 3 clusters Score -111458.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -111616.390625 Penalty: 3580.942627 Iteration 3F: 3 clusters Score -111616.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -111803.937500 Penalty: 3580.942627 Iteration 4F: 3 clusters Score -111803.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -112067.460938 Penalty: 3580.942627 Iteration 5F: 3 clusters Score -112067.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -112491.187500 Penalty: 3580.942627 Iteration 6F: 3 clusters Score -112491.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -113114.031250 Penalty: 3580.942627 Iteration 7F: 3 clusters Score -113114 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -113339.921875 Penalty: 3580.942627 Iteration 8Q: 3 clusters Score -113339.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -113439.460938 Penalty: 3580.942627 Iteration 9Q: 3 clusters Score -113439.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -113475.492188 Penalty: 3580.942627 Iteration 10Q: 3 clusters Score -113475.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -113487.851562 Penalty: 3580.942627 Iteration 11Q: 3 clusters Score -113487.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -113489.125000 Penalty: 3580.942627 Iteration 12Q: 3 clusters Score -113489.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -113490.601562 Penalty: 3580.942627 Iteration 13Q: 3 clusters Score -113490.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -113490.601562 Penalty: 3580.942627 Iteration 14F: 3 clusters Score -113490.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1976 members Mstep: Class 3 contains 17331 members Mstep: Class 4 contains 738 members Mstep: Class 5 contains 67726 members Mstep: Class 6 contains 32834 members Mstep: Class 7 contains 11680 members Mstep: Class 8 contains 489 members Mstep: Class 9 contains 17085 members Mstep: Class 10 contains 12453 members Mstep: Class 12 contains 13394 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14882 members Mstep: Class 15 contains 318495 members Mstep: Class 17 contains 252543 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2462 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep Score: -68880832.000000 Penalty: 60534.062500 Splitting cluster 1 changes total score from -68881856.000000 to -68880832.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (1976 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Entering Unmasked Estep Score: -166161.296875 Penalty: 1882.029785 Iteration 0F: 2 clusters Score -166161.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -163532.656250 Penalty: 3764.059570 Iteration 0F: 3 clusters Score -163532.7 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -164016.093750 Penalty: 3764.059570 Iteration 1F: 3 clusters Score -164016.1 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -164152.140625 Penalty: 3764.059570 Iteration 2F: 3 clusters Score -164152.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -164228.015625 Penalty: 3764.059570 Iteration 3Q: 3 clusters Score -164228 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -164275.437500 Penalty: 3764.059570 Iteration 4Q: 3 clusters Score -164275.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -164294.656250 Penalty: 3764.059570 Iteration 5Q: 3 clusters Score -164294.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -164310.484375 Penalty: 3764.059570 Iteration 6Q: 3 clusters Score -164310.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -164324.359375 Penalty: 3764.059570 Iteration 7Q: 3 clusters Score -164324.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -164339.031250 Penalty: 3764.059570 Iteration 8Q: 3 clusters Score -164339 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -164355.046875 Penalty: 3764.059570 Iteration 9Q: 3 clusters Score -164355 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -164365.515625 Penalty: 3764.059570 Iteration 10Q: 3 clusters Score -164365.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -164372.203125 Penalty: 3764.059570 Iteration 11Q: 3 clusters Score -164372.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -164375.578125 Penalty: 3764.059570 Iteration 12Q: 3 clusters Score -164375.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -164377.421875 Penalty: 3764.059570 Iteration 13Q: 3 clusters Score -164377.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -164379.062500 Penalty: 3764.059570 Iteration 14Q: 3 clusters Score -164379.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -164379.062500 Penalty: 3764.059570 Iteration 15F: 3 clusters Score -164379.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (17331 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17331 members Entering Unmasked Estep Score: -1596809.375000 Penalty: 2420.542480 Iteration 0F: 2 clusters Score -1596809 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8598 members Mstep: Class 2 contains 8733 members Entering Unmasked Estep Score: -1584379.750000 Penalty: 4841.084961 Iteration 0F: 3 clusters Score -1584380 nChanged 7563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8159 members Mstep: Class 2 contains 9172 members Entering Unmasked Estep Score: -1588414.500000 Penalty: 4841.084961 Iteration 1F: 3 clusters Score -1588414 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7900 members Mstep: Class 2 contains 9431 members Entering Unmasked Estep Score: -1588772.125000 Penalty: 4841.084961 Iteration 2F: 3 clusters Score -1588772 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7593 members Mstep: Class 2 contains 9738 members Entering Unmasked Estep Score: -1589050.500000 Penalty: 4841.084961 Iteration 3Q: 3 clusters Score -1589050 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7172 members Mstep: Class 2 contains 10159 members Entering Unmasked Estep Score: -1589358.875000 Penalty: 4841.084961 Iteration 4Q: 3 clusters Score -1589359 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 10706 members Entering Unmasked Estep Score: -1589724.625000 Penalty: 4841.084961 Iteration 5Q: 3 clusters Score -1589725 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Mstep: Class 2 contains 11408 members Entering Unmasked Estep Score: -1590187.875000 Penalty: 4841.084961 Iteration 6Q: 3 clusters Score -1590188 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 12308 members Entering Unmasked Estep Score: -1590830.875000 Penalty: 4841.084961 Iteration 7F: 3 clusters Score -1590831 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 13320 members Entering Unmasked Estep Score: -1591635.125000 Penalty: 4841.084961 Iteration 8F: 3 clusters Score -1591635 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 14312 members Entering Unmasked Estep Score: -1592533.500000 Penalty: 4841.084961 Iteration 9F: 3 clusters Score -1592534 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 15231 members Entering Unmasked Estep Score: -1593434.250000 Penalty: 4841.084961 Iteration 10F: 3 clusters Score -1593434 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 15913 members Entering Unmasked Estep Score: -1594175.375000 Penalty: 4841.084961 Iteration 11Q: 3 clusters Score -1594175 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 16312 members Entering Unmasked Estep Score: -1594716.250000 Penalty: 4841.084961 Iteration 12Q: 3 clusters Score -1594716 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 16540 members Entering Unmasked Estep Score: -1595123.625000 Penalty: 4841.084961 Iteration 13Q: 3 clusters Score -1595124 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 16658 members Entering Unmasked Estep Score: -1595360.500000 Penalty: 4841.084961 Iteration 14Q: 3 clusters Score -1595360 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 16707 members Entering Unmasked Estep Score: -1595505.125000 Penalty: 4841.084961 Iteration 15Q: 3 clusters Score -1595505 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 16729 members Entering Unmasked Estep Score: -1595575.875000 Penalty: 4841.084961 Iteration 16Q: 3 clusters Score -1595576 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 16741 members Entering Unmasked Estep Score: -1595625.250000 Penalty: 4841.084961 Iteration 17Q: 3 clusters Score -1595625 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 16759 members Entering Unmasked Estep Score: -1595671.250000 Penalty: 4841.084961 Iteration 18Q: 3 clusters Score -1595671 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 16766 members Entering Unmasked Estep Score: -1595704.625000 Penalty: 4841.084961 Iteration 19Q: 3 clusters Score -1595705 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 16780 members Entering Unmasked Estep Score: -1595772.375000 Penalty: 4841.084961 Iteration 20F: 3 clusters Score -1595772 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 16776 members Entering Unmasked Estep Score: -1595789.625000 Penalty: 4841.084961 Iteration 21Q: 3 clusters Score -1595790 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 16780 members Entering Unmasked Estep Score: -1595794.500000 Penalty: 4841.084961 Iteration 22Q: 3 clusters Score -1595794 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 16780 members Entering Unmasked Estep Score: -1595805.500000 Penalty: 4841.084961 Iteration 23Q: 3 clusters Score -1595806 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 16778 members Entering Unmasked Estep Score: -1595805.625000 Penalty: 4841.084961 Iteration 24Q: 3 clusters Score -1595806 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 16776 members Entering Unmasked Estep Score: -1595806.250000 Penalty: 4841.084961 Iteration 25Q: 3 clusters Score -1595806 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 16775 members Entering Unmasked Estep Score: -1595806.500000 Penalty: 4841.084961 Iteration 26Q: 3 clusters Score -1595806 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 16775 members Entering Unmasked Estep Score: -1595809.000000 Penalty: 4841.084961 Iteration 27Q: 3 clusters Score -1595809 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 16774 members Entering Unmasked Estep Score: -1595809.875000 Penalty: 4841.084961 Iteration 28Q: 3 clusters Score -1595810 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 16777 members Entering Unmasked Estep Score: -1595813.250000 Penalty: 4841.084961 Iteration 29Q: 3 clusters Score -1595813 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 16780 members Entering Unmasked Estep Score: -1595814.375000 Penalty: 4841.084961 Iteration 30Q: 3 clusters Score -1595814 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 16781 members Entering Unmasked Estep Score: -1595815.000000 Penalty: 4841.084961 Iteration 31Q: 3 clusters Score -1595815 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 16782 members Entering Unmasked Estep Score: -1595813.750000 Penalty: 4841.084961 Iteration 32Q: 3 clusters Score -1595814 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 16782 members Entering Unmasked Estep Score: -1595813.750000 Penalty: 4841.084961 Iteration 33F: 3 clusters Score -1595814 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (67726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67726 members Entering Unmasked Estep Score: -6098053.000000 Penalty: 2758.559814 Iteration 0F: 2 clusters Score -6098053 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33766 members Mstep: Class 2 contains 33960 members Entering Unmasked Estep Score: -6052446.500000 Penalty: 5517.119629 Iteration 0F: 3 clusters Score -6052446 nChanged 31632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32618 members Mstep: Class 2 contains 35108 members Entering Unmasked Estep Score: -6070163.500000 Penalty: 5517.119629 Iteration 1F: 3 clusters Score -6070164 nChanged 2656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31686 members Mstep: Class 2 contains 36040 members Entering Unmasked Estep Score: -6070860.500000 Penalty: 5517.119629 Iteration 2Q: 3 clusters Score -6070860 nChanged 2735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30287 members Mstep: Class 2 contains 37439 members Entering Unmasked Estep Score: -6071773.500000 Penalty: 5517.119629 Iteration 3Q: 3 clusters Score -6071774 nChanged 3089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28274 members Mstep: Class 2 contains 39452 members Entering Unmasked Estep Score: -6073042.500000 Penalty: 5517.119629 Iteration 4Q: 3 clusters Score -6073042 nChanged 3657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25465 members Mstep: Class 2 contains 42261 members Entering Unmasked Estep Score: -6074892.000000 Penalty: 5517.119629 Iteration 5F: 3 clusters Score -6074892 nChanged 4397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21682 members Mstep: Class 2 contains 46044 members Entering Unmasked Estep Score: -6077558.000000 Penalty: 5517.119629 Iteration 6F: 3 clusters Score -6077558 nChanged 5015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17089 members Mstep: Class 2 contains 50637 members Entering Unmasked Estep Score: -6081241.500000 Penalty: 5517.119629 Iteration 7F: 3 clusters Score -6081242 nChanged 4977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12382 members Mstep: Class 2 contains 55344 members Entering Unmasked Estep Score: -6085214.000000 Penalty: 5517.119629 Iteration 8F: 3 clusters Score -6085214 nChanged 4286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8262 members Mstep: Class 2 contains 59464 members Entering Unmasked Estep Score: -6088883.500000 Penalty: 5517.119629 Iteration 9F: 3 clusters Score -6088884 nChanged 3201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 62597 members Entering Unmasked Estep Score: -6091534.000000 Penalty: 5517.119629 Iteration 10Q: 3 clusters Score -6091534 nChanged 2126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 64699 members Entering Unmasked Estep Score: -6093414.500000 Penalty: 5517.119629 Iteration 11Q: 3 clusters Score -6093414 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 65958 members Entering Unmasked Estep Score: -6094516.500000 Penalty: 5517.119629 Iteration 12Q: 3 clusters Score -6094516 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 66601 members Entering Unmasked Estep Score: -6095034.000000 Penalty: 5517.119629 Iteration 13Q: 3 clusters Score -6095034 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 66915 members Entering Unmasked Estep Score: -6095305.500000 Penalty: 5517.119629 Iteration 14Q: 3 clusters Score -6095306 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 67068 members Entering Unmasked Estep Score: -6095479.500000 Penalty: 5517.119629 Iteration 15Q: 3 clusters Score -6095480 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 67165 members Entering Unmasked Estep Score: -6095599.500000 Penalty: 5517.119629 Iteration 16Q: 3 clusters Score -6095600 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 67214 members Entering Unmasked Estep Score: -6095666.500000 Penalty: 5517.119629 Iteration 17Q: 3 clusters Score -6095666 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 67240 members Entering Unmasked Estep Score: -6095697.000000 Penalty: 5517.119629 Iteration 18Q: 3 clusters Score -6095697 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 67266 members Entering Unmasked Estep Score: -6095709.000000 Penalty: 5517.119629 Iteration 19Q: 3 clusters Score -6095709 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 67282 members Entering Unmasked Estep Score: -6095724.000000 Penalty: 5517.119629 Iteration 20F: 3 clusters Score -6095724 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 67290 members Entering Unmasked Estep Score: -6095739.000000 Penalty: 5517.119629 Iteration 21Q: 3 clusters Score -6095739 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 67296 members Entering Unmasked Estep Score: -6095758.500000 Penalty: 5517.119629 Iteration 22Q: 3 clusters Score -6095758 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 67299 members Entering Unmasked Estep Score: -6095760.500000 Penalty: 5517.119629 Iteration 23Q: 3 clusters Score -6095760 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 67299 members Entering Unmasked Estep Score: -6095758.500000 Penalty: 5517.119629 Iteration 24Q: 3 clusters Score -6095758 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 67302 members Entering Unmasked Estep Score: -6095761.000000 Penalty: 5517.119629 Iteration 25Q: 3 clusters Score -6095761 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 67305 members Entering Unmasked Estep Score: -6095762.500000 Penalty: 5517.119629 Iteration 26Q: 3 clusters Score -6095762 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 67305 members Entering Unmasked Estep Score: -6095769.500000 Penalty: 5517.119629 Iteration 27Q: 3 clusters Score -6095770 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 67305 members Entering Unmasked Estep Score: -6095769.500000 Penalty: 5517.119629 Iteration 28F: 3 clusters Score -6095770 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (32834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32834 members Entering Unmasked Estep Score: -2902262.500000 Penalty: 2579.006348 Iteration 0F: 2 clusters Score -2902262 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16358 members Mstep: Class 2 contains 16476 members Entering Unmasked Estep Score: -2880074.000000 Penalty: 5158.012695 Iteration 0F: 3 clusters Score -2880074 nChanged 14791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16013 members Mstep: Class 2 contains 16821 members Entering Unmasked Estep Score: -2888135.750000 Penalty: 5158.012695 Iteration 1F: 3 clusters Score -2888136 nChanged 1681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15606 members Mstep: Class 2 contains 17228 members Entering Unmasked Estep Score: -2888810.000000 Penalty: 5158.012695 Iteration 2F: 3 clusters Score -2888810 nChanged 1676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14980 members Mstep: Class 2 contains 17854 members Entering Unmasked Estep Score: -2889609.500000 Penalty: 5158.012695 Iteration 3F: 3 clusters Score -2889610 nChanged 1848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14054 members Mstep: Class 2 contains 18780 members Entering Unmasked Estep Score: -2890646.000000 Penalty: 5158.012695 Iteration 4F: 3 clusters Score -2890646 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12854 members Mstep: Class 2 contains 19980 members Entering Unmasked Estep Score: -2891923.250000 Penalty: 5158.012695 Iteration 5F: 3 clusters Score -2891923 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11339 members Mstep: Class 2 contains 21495 members Entering Unmasked Estep Score: -2893368.000000 Penalty: 5158.012695 Iteration 6F: 3 clusters Score -2893368 nChanged 2073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Mstep: Class 2 contains 23102 members Entering Unmasked Estep Score: -2894800.000000 Penalty: 5158.012695 Iteration 7F: 3 clusters Score -2894800 nChanged 1806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8194 members Mstep: Class 2 contains 24640 members Entering Unmasked Estep Score: -2896055.750000 Penalty: 5158.012695 Iteration 8F: 3 clusters Score -2896056 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 26022 members Entering Unmasked Estep Score: -2897174.500000 Penalty: 5158.012695 Iteration 9Q: 3 clusters Score -2897174 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Mstep: Class 2 contains 27100 members Entering Unmasked Estep Score: -2898018.500000 Penalty: 5158.012695 Iteration 10Q: 3 clusters Score -2898018 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 27918 members Entering Unmasked Estep Score: -2898725.500000 Penalty: 5158.012695 Iteration 11Q: 3 clusters Score -2898726 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 28528 members Entering Unmasked Estep Score: -2899259.500000 Penalty: 5158.012695 Iteration 12Q: 3 clusters Score -2899260 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 29007 members Entering Unmasked Estep Score: -2899656.000000 Penalty: 5158.012695 Iteration 13Q: 3 clusters Score -2899656 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 29389 members Entering Unmasked Estep Score: -2899923.750000 Penalty: 5158.012695 Iteration 14Q: 3 clusters Score -2899924 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 29662 members Entering Unmasked Estep Score: -2900107.250000 Penalty: 5158.012695 Iteration 15Q: 3 clusters Score -2900107 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 29892 members Entering Unmasked Estep Score: -2900239.000000 Penalty: 5158.012695 Iteration 16Q: 3 clusters Score -2900239 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 30070 members Entering Unmasked Estep Score: -2900325.500000 Penalty: 5158.012695 Iteration 17Q: 3 clusters Score -2900326 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 30213 members Entering Unmasked Estep Score: -2900390.000000 Penalty: 5158.012695 Iteration 18Q: 3 clusters Score -2900390 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 30336 members Entering Unmasked Estep Score: -2900442.500000 Penalty: 5158.012695 Iteration 19Q: 3 clusters Score -2900442 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 30436 members Entering Unmasked Estep Score: -2900480.500000 Penalty: 5158.012695 Iteration 20F: 3 clusters Score -2900480 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 30517 members Entering Unmasked Estep Score: -2900511.250000 Penalty: 5158.012695 Iteration 21Q: 3 clusters Score -2900511 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 30577 members Entering Unmasked Estep Score: -2900545.500000 Penalty: 5158.012695 Iteration 22Q: 3 clusters Score -2900546 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 30630 members Entering Unmasked Estep Score: -2900553.000000 Penalty: 5158.012695 Iteration 23Q: 3 clusters Score -2900553 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 30664 members Entering Unmasked Estep Score: -2900559.250000 Penalty: 5158.012695 Iteration 24Q: 3 clusters Score -2900559 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 30681 members Entering Unmasked Estep Score: -2900562.000000 Penalty: 5158.012695 Iteration 25Q: 3 clusters Score -2900562 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 30688 members Entering Unmasked Estep Score: -2900558.750000 Penalty: 5158.012695 Iteration 26Q: 3 clusters Score -2900559 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 30697 members Entering Unmasked Estep Score: -2900563.250000 Penalty: 5158.012695 Iteration 27Q: 3 clusters Score -2900563 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 30713 members Entering Unmasked Estep Score: -2900566.750000 Penalty: 5158.012695 Iteration 28Q: 3 clusters Score -2900567 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 30725 members Entering Unmasked Estep Score: -2900564.500000 Penalty: 5158.012695 Iteration 29Q: 3 clusters Score -2900564 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 30736 members Entering Unmasked Estep Score: -2900571.500000 Penalty: 5158.012695 Iteration 30Q: 3 clusters Score -2900572 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 30739 members Entering Unmasked Estep Score: -2900570.500000 Penalty: 5158.012695 Iteration 31Q: 3 clusters Score -2900570 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 30742 members Entering Unmasked Estep Score: -2900570.250000 Penalty: 5158.012695 Iteration 32Q: 3 clusters Score -2900570 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 30745 members Entering Unmasked Estep Score: -2900572.750000 Penalty: 5158.012695 Iteration 33Q: 3 clusters Score -2900573 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 30751 members Entering Unmasked Estep Score: -2900571.250000 Penalty: 5158.012695 Iteration 34Q: 3 clusters Score -2900571 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 30756 members Entering Unmasked Estep Score: -2900576.750000 Penalty: 5158.012695 Iteration 35Q: 3 clusters Score -2900577 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 30759 members Entering Unmasked Estep Score: -2900576.750000 Penalty: 5158.012695 Iteration 36Q: 3 clusters Score -2900577 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 30761 members Entering Unmasked Estep Score: -2900578.000000 Penalty: 5158.012695 Iteration 37Q: 3 clusters Score -2900578 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 30762 members Entering Unmasked Estep Score: -2900576.750000 Penalty: 5158.012695 Iteration 38Q: 3 clusters Score -2900577 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 30763 members Entering Unmasked Estep Score: -2900577.250000 Penalty: 5158.012695 Iteration 39Q: 3 clusters Score -2900577 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 30763 members Entering Unmasked Estep Score: -2900577.250000 Penalty: 5158.012695 Iteration 40F: 3 clusters Score -2900577 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (11680 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11680 members Entering Unmasked Estep Score: -1059535.125000 Penalty: 2322.677002 Iteration 0F: 2 clusters Score -1059535 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 5858 members Entering Unmasked Estep Score: -1050822.250000 Penalty: 4645.354004 Iteration 0F: 3 clusters Score -1050822 nChanged 4951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 5997 members Entering Unmasked Estep Score: -1053607.125000 Penalty: 4645.354004 Iteration 1F: 3 clusters Score -1053607 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 6182 members Entering Unmasked Estep Score: -1054083.250000 Penalty: 4645.354004 Iteration 2F: 3 clusters Score -1054083 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -1054565.500000 Penalty: 4645.354004 Iteration 3F: 3 clusters Score -1054566 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -1055062.000000 Penalty: 4645.354004 Iteration 4F: 3 clusters Score -1055062 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -1055553.750000 Penalty: 4645.354004 Iteration 5F: 3 clusters Score -1055554 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 7600 members Entering Unmasked Estep Score: -1055994.125000 Penalty: 4645.354004 Iteration 6F: 3 clusters Score -1055994 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 7916 members Entering Unmasked Estep Score: -1056372.375000 Penalty: 4645.354004 Iteration 7F: 3 clusters Score -1056372 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 8177 members Entering Unmasked Estep Score: -1056650.875000 Penalty: 4645.354004 Iteration 8Q: 3 clusters Score -1056651 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 8371 members Entering Unmasked Estep Score: -1056842.875000 Penalty: 4645.354004 Iteration 9Q: 3 clusters Score -1056843 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 8542 members Entering Unmasked Estep Score: -1056981.250000 Penalty: 4645.354004 Iteration 10Q: 3 clusters Score -1056981 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 8703 members Entering Unmasked Estep Score: -1057094.000000 Penalty: 4645.354004 Iteration 11Q: 3 clusters Score -1057094 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 8846 members Entering Unmasked Estep Score: -1057184.125000 Penalty: 4645.354004 Iteration 12Q: 3 clusters Score -1057184 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 8963 members Entering Unmasked Estep Score: -1057264.500000 Penalty: 4645.354004 Iteration 13Q: 3 clusters Score -1057264 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 9070 members Entering Unmasked Estep Score: -1057337.000000 Penalty: 4645.354004 Iteration 14Q: 3 clusters Score -1057337 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 9163 members Entering Unmasked Estep Score: -1057392.125000 Penalty: 4645.354004 Iteration 15Q: 3 clusters Score -1057392 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 9243 members Entering Unmasked Estep Score: -1057434.500000 Penalty: 4645.354004 Iteration 16Q: 3 clusters Score -1057434 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 9308 members Entering Unmasked Estep Score: -1057469.250000 Penalty: 4645.354004 Iteration 17Q: 3 clusters Score -1057469 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 9378 members Entering Unmasked Estep Score: -1057506.125000 Penalty: 4645.354004 Iteration 18Q: 3 clusters Score -1057506 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 9441 members Entering Unmasked Estep Score: -1057534.625000 Penalty: 4645.354004 Iteration 19Q: 3 clusters Score -1057535 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 9494 members Entering Unmasked Estep Score: -1057551.500000 Penalty: 4645.354004 Iteration 20F: 3 clusters Score -1057552 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 9532 members Entering Unmasked Estep Score: -1057568.375000 Penalty: 4645.354004 Iteration 21Q: 3 clusters Score -1057568 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 9556 members Entering Unmasked Estep Score: -1057580.625000 Penalty: 4645.354004 Iteration 22Q: 3 clusters Score -1057581 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 9583 members Entering Unmasked Estep Score: -1057592.000000 Penalty: 4645.354004 Iteration 23Q: 3 clusters Score -1057592 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 9620 members Entering Unmasked Estep Score: -1057605.625000 Penalty: 4645.354004 Iteration 24Q: 3 clusters Score -1057606 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 9643 members Entering Unmasked Estep Score: -1057614.250000 Penalty: 4645.354004 Iteration 25Q: 3 clusters Score -1057614 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 9659 members Entering Unmasked Estep Score: -1057620.750000 Penalty: 4645.354004 Iteration 26Q: 3 clusters Score -1057621 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 9670 members Entering Unmasked Estep Score: -1057631.375000 Penalty: 4645.354004 Iteration 27Q: 3 clusters Score -1057631 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 9688 members Entering Unmasked Estep Score: -1057644.000000 Penalty: 4645.354004 Iteration 28Q: 3 clusters Score -1057644 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 9712 members Entering Unmasked Estep Score: -1057652.250000 Penalty: 4645.354004 Iteration 29Q: 3 clusters Score -1057652 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 9734 members Entering Unmasked Estep Score: -1057664.625000 Penalty: 4645.354004 Iteration 30Q: 3 clusters Score -1057665 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 9753 members Entering Unmasked Estep Score: -1057674.500000 Penalty: 4645.354004 Iteration 31Q: 3 clusters Score -1057674 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 9773 members Entering Unmasked Estep Score: -1057685.125000 Penalty: 4645.354004 Iteration 32Q: 3 clusters Score -1057685 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 9803 members Entering Unmasked Estep Score: -1057706.625000 Penalty: 4645.354004 Iteration 33Q: 3 clusters Score -1057707 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 9833 members Entering Unmasked Estep Score: -1057729.125000 Penalty: 4645.354004 Iteration 34Q: 3 clusters Score -1057729 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 9864 members Entering Unmasked Estep Score: -1057748.875000 Penalty: 4645.354004 Iteration 35Q: 3 clusters Score -1057749 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 9893 members Entering Unmasked Estep Score: -1057773.625000 Penalty: 4645.354004 Iteration 36Q: 3 clusters Score -1057774 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 9912 members Entering Unmasked Estep Score: -1057801.750000 Penalty: 4645.354004 Iteration 37Q: 3 clusters Score -1057802 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -1057830.625000 Penalty: 4645.354004 Iteration 38Q: 3 clusters Score -1057831 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -1057848.500000 Penalty: 4645.354004 Iteration 39Q: 3 clusters Score -1057848 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 9991 members Entering Unmasked Estep Score: -1057860.500000 Penalty: 4645.354004 Iteration 40F: 3 clusters Score -1057860 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 10014 members Entering Unmasked Estep Score: -1057871.125000 Penalty: 4645.354004 Iteration 41Q: 3 clusters Score -1057871 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 10035 members Entering Unmasked Estep Score: -1057882.125000 Penalty: 4645.354004 Iteration 42Q: 3 clusters Score -1057882 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 10043 members Entering Unmasked Estep Score: -1057889.375000 Penalty: 4645.354004 Iteration 43Q: 3 clusters Score -1057889 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 10054 members Entering Unmasked Estep Score: -1057893.000000 Penalty: 4645.354004 Iteration 44Q: 3 clusters Score -1057893 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 10056 members Entering Unmasked Estep Score: -1057894.500000 Penalty: 4645.354004 Iteration 45Q: 3 clusters Score -1057894 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 10057 members Entering Unmasked Estep Score: -1057900.375000 Penalty: 4645.354004 Iteration 46Q: 3 clusters Score -1057900 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 10057 members Entering Unmasked Estep Score: -1057900.500000 Penalty: 4645.354004 Iteration 47Q: 3 clusters Score -1057900 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 10056 members Entering Unmasked Estep Score: -1057901.750000 Penalty: 4645.354004 Iteration 48Q: 3 clusters Score -1057902 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 10058 members Entering Unmasked Estep Score: -1057903.875000 Penalty: 4645.354004 Iteration 49Q: 3 clusters Score -1057904 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 10061 members Entering Unmasked Estep Score: -1057904.750000 Penalty: 4645.354004 Iteration 50Q: 3 clusters Score -1057905 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 10064 members Entering Unmasked Estep Score: -1057907.375000 Penalty: 4645.354004 Iteration 51Q: 3 clusters Score -1057907 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 10062 members Entering Unmasked Estep Score: -1057906.375000 Penalty: 4645.354004 Iteration 52Q: 3 clusters Score -1057906 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 10062 members Entering Unmasked Estep Score: -1057908.000000 Penalty: 4645.354004 Iteration 53Q: 3 clusters Score -1057908 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 10063 members Entering Unmasked Estep Score: -1057911.000000 Penalty: 4645.354004 Iteration 54Q: 3 clusters Score -1057911 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 10062 members Entering Unmasked Estep Score: -1057911.500000 Penalty: 4645.354004 Iteration 55Q: 3 clusters Score -1057912 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 10062 members Entering Unmasked Estep Score: -1057909.500000 Penalty: 4645.354004 Iteration 56Q: 3 clusters Score -1057910 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 10063 members Entering Unmasked Estep Score: -1057912.375000 Penalty: 4645.354004 Iteration 57Q: 3 clusters Score -1057912 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 10063 members Entering Unmasked Estep Score: -1057912.375000 Penalty: 4645.354004 Iteration 58F: 3 clusters Score -1057912 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Entering Unmasked Estep Score: -33228.386719 Penalty: 1535.705811 Iteration 0F: 2 clusters Score -33228.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -31830.152344 Penalty: 3071.411621 Iteration 0F: 3 clusters Score -31830.15 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -32150.326172 Penalty: 3071.411621 Iteration 1F: 3 clusters Score -32150.33 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -32502.806641 Penalty: 3071.411621 Iteration 2F: 3 clusters Score -32502.81 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -32640.636719 Penalty: 3071.411621 Iteration 3F: 3 clusters Score -32640.64 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -32745.261719 Penalty: 3071.411621 Iteration 4Q: 3 clusters Score -32745.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -32790.484375 Penalty: 3071.411621 Iteration 5Q: 3 clusters Score -32790.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -32794.144531 Penalty: 3071.411621 Iteration 6Q: 3 clusters Score -32794.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -32794.144531 Penalty: 3071.411621 Iteration 7F: 3 clusters Score -32794.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (17085 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17085 members Entering Unmasked Estep Score: -1397458.250000 Penalty: 2416.997070 Iteration 0F: 2 clusters Score -1397458 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8602 members Mstep: Class 2 contains 8483 members Entering Unmasked Estep Score: -1385223.125000 Penalty: 4833.994141 Iteration 0F: 3 clusters Score -1385223 nChanged 7414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8784 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -1389498.375000 Penalty: 4833.994141 Iteration 1F: 3 clusters Score -1389498 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9020 members Mstep: Class 2 contains 8065 members Entering Unmasked Estep Score: -1390316.375000 Penalty: 4833.994141 Iteration 2F: 3 clusters Score -1390316 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9369 members Mstep: Class 2 contains 7716 members Entering Unmasked Estep Score: -1391168.875000 Penalty: 4833.994141 Iteration 3F: 3 clusters Score -1391169 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9831 members Mstep: Class 2 contains 7254 members Entering Unmasked Estep Score: -1392007.250000 Penalty: 4833.994141 Iteration 4F: 3 clusters Score -1392007 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10369 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -1392782.750000 Penalty: 4833.994141 Iteration 5F: 3 clusters Score -1392783 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10853 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -1393419.875000 Penalty: 4833.994141 Iteration 6F: 3 clusters Score -1393420 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11261 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -1394020.625000 Penalty: 4833.994141 Iteration 7Q: 3 clusters Score -1394021 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11654 members Mstep: Class 2 contains 5431 members Entering Unmasked Estep Score: -1394490.875000 Penalty: 4833.994141 Iteration 8Q: 3 clusters Score -1394491 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -1394815.625000 Penalty: 4833.994141 Iteration 9Q: 3 clusters Score -1394816 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12400 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -1395011.375000 Penalty: 4833.994141 Iteration 10Q: 3 clusters Score -1395011 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12722 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -1395168.375000 Penalty: 4833.994141 Iteration 11Q: 3 clusters Score -1395168 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13016 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -1395291.000000 Penalty: 4833.994141 Iteration 12Q: 3 clusters Score -1395291 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13261 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -1395376.500000 Penalty: 4833.994141 Iteration 13Q: 3 clusters Score -1395376 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13497 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -1395467.000000 Penalty: 4833.994141 Iteration 14Q: 3 clusters Score -1395467 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13710 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -1395543.875000 Penalty: 4833.994141 Iteration 15Q: 3 clusters Score -1395544 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13924 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -1395632.500000 Penalty: 4833.994141 Iteration 16Q: 3 clusters Score -1395632 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14130 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -1395718.625000 Penalty: 4833.994141 Iteration 17Q: 3 clusters Score -1395719 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14328 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -1395825.875000 Penalty: 4833.994141 Iteration 18Q: 3 clusters Score -1395826 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14523 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -1395944.875000 Penalty: 4833.994141 Iteration 19Q: 3 clusters Score -1395945 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14691 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -1396066.250000 Penalty: 4833.994141 Iteration 20F: 3 clusters Score -1396066 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14832 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -1396164.250000 Penalty: 4833.994141 Iteration 21Q: 3 clusters Score -1396164 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14945 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -1396224.875000 Penalty: 4833.994141 Iteration 22Q: 3 clusters Score -1396225 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15031 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -1396260.625000 Penalty: 4833.994141 Iteration 23Q: 3 clusters Score -1396261 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15088 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -1396288.750000 Penalty: 4833.994141 Iteration 24Q: 3 clusters Score -1396289 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15139 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -1396303.375000 Penalty: 4833.994141 Iteration 25Q: 3 clusters Score -1396303 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15179 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -1396318.125000 Penalty: 4833.994141 Iteration 26Q: 3 clusters Score -1396318 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15214 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -1396335.625000 Penalty: 4833.994141 Iteration 27Q: 3 clusters Score -1396336 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15248 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -1396346.750000 Penalty: 4833.994141 Iteration 28Q: 3 clusters Score -1396347 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15285 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -1396361.500000 Penalty: 4833.994141 Iteration 29Q: 3 clusters Score -1396362 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15310 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -1396374.125000 Penalty: 4833.994141 Iteration 30Q: 3 clusters Score -1396374 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15334 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -1396380.000000 Penalty: 4833.994141 Iteration 31Q: 3 clusters Score -1396380 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15350 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -1396385.375000 Penalty: 4833.994141 Iteration 32Q: 3 clusters Score -1396385 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15361 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -1396388.000000 Penalty: 4833.994141 Iteration 33Q: 3 clusters Score -1396388 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15368 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -1396393.500000 Penalty: 4833.994141 Iteration 34Q: 3 clusters Score -1396394 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15377 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -1396396.875000 Penalty: 4833.994141 Iteration 35Q: 3 clusters Score -1396397 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15385 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -1396400.000000 Penalty: 4833.994141 Iteration 36Q: 3 clusters Score -1396400 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15397 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -1396400.500000 Penalty: 4833.994141 Iteration 37Q: 3 clusters Score -1396400 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15404 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -1396403.125000 Penalty: 4833.994141 Iteration 38Q: 3 clusters Score -1396403 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15407 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -1396408.500000 Penalty: 4833.994141 Iteration 39Q: 3 clusters Score -1396408 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15411 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -1396407.500000 Penalty: 4833.994141 Iteration 40F: 3 clusters Score -1396408 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15414 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -1396404.500000 Penalty: 4833.994141 Iteration 41Q: 3 clusters Score -1396404 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15418 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -1396404.250000 Penalty: 4833.994141 Iteration 42Q: 3 clusters Score -1396404 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15418 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -1396405.625000 Penalty: 4833.994141 Iteration 43Q: 3 clusters Score -1396406 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15419 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -1396411.000000 Penalty: 4833.994141 Iteration 44Q: 3 clusters Score -1396411 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15423 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -1396410.375000 Penalty: 4833.994141 Iteration 45Q: 3 clusters Score -1396410 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15426 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -1396407.750000 Penalty: 4833.994141 Iteration 46Q: 3 clusters Score -1396408 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15429 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -1396412.125000 Penalty: 4833.994141 Iteration 47Q: 3 clusters Score -1396412 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15432 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -1396410.250000 Penalty: 4833.994141 Iteration 48Q: 3 clusters Score -1396410 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15433 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -1396410.875000 Penalty: 4833.994141 Iteration 49Q: 3 clusters Score -1396411 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15436 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -1396408.625000 Penalty: 4833.994141 Iteration 50Q: 3 clusters Score -1396409 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15438 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -1396409.625000 Penalty: 4833.994141 Iteration 51Q: 3 clusters Score -1396410 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15437 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -1396411.000000 Penalty: 4833.994141 Iteration 52Q: 3 clusters Score -1396411 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15437 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -1396411.000000 Penalty: 4833.994141 Iteration 53F: 3 clusters Score -1396411 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12453 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12453 members Entering Unmasked Estep Score: -1141648.750000 Penalty: 2338.569824 Iteration 0F: 2 clusters Score -1141649 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -1132339.375000 Penalty: 4677.139648 Iteration 0F: 3 clusters Score -1132339 nChanged 5391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6113 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -1135111.875000 Penalty: 4677.139648 Iteration 1F: 3 clusters Score -1135112 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -1135456.500000 Penalty: 4677.139648 Iteration 2F: 3 clusters Score -1135456 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6081 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -1135743.750000 Penalty: 4677.139648 Iteration 3F: 3 clusters Score -1135744 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 6349 members Entering Unmasked Estep Score: -1136014.875000 Penalty: 4677.139648 Iteration 4Q: 3 clusters Score -1136015 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6197 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -1136305.125000 Penalty: 4677.139648 Iteration 5Q: 3 clusters Score -1136305 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 6161 members Entering Unmasked Estep Score: -1136630.000000 Penalty: 4677.139648 Iteration 6Q: 3 clusters Score -1136630 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 6068 members Entering Unmasked Estep Score: -1136951.000000 Penalty: 4677.139648 Iteration 7Q: 3 clusters Score -1136951 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -1137267.625000 Penalty: 4677.139648 Iteration 8Q: 3 clusters Score -1137268 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -1137601.125000 Penalty: 4677.139648 Iteration 9Q: 3 clusters Score -1137601 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -1137875.000000 Penalty: 4677.139648 Iteration 10Q: 3 clusters Score -1137875 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -1138094.750000 Penalty: 4677.139648 Iteration 11Q: 3 clusters Score -1138095 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7037 members Mstep: Class 2 contains 5416 members Entering Unmasked Estep Score: -1138252.250000 Penalty: 4677.139648 Iteration 12Q: 3 clusters Score -1138252 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -1138354.250000 Penalty: 4677.139648 Iteration 13Q: 3 clusters Score -1138354 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7276 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -1138429.875000 Penalty: 4677.139648 Iteration 14Q: 3 clusters Score -1138430 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7393 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -1138488.875000 Penalty: 4677.139648 Iteration 15Q: 3 clusters Score -1138489 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7488 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -1138523.750000 Penalty: 4677.139648 Iteration 16Q: 3 clusters Score -1138524 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7574 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -1138561.750000 Penalty: 4677.139648 Iteration 17Q: 3 clusters Score -1138562 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7678 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -1138587.750000 Penalty: 4677.139648 Iteration 18Q: 3 clusters Score -1138588 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7764 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -1138608.625000 Penalty: 4677.139648 Iteration 19Q: 3 clusters Score -1138609 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7848 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -1138630.500000 Penalty: 4677.139648 Iteration 20F: 3 clusters Score -1138630 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7919 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -1138647.500000 Penalty: 4677.139648 Iteration 21Q: 3 clusters Score -1138648 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7983 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -1138660.625000 Penalty: 4677.139648 Iteration 22Q: 3 clusters Score -1138661 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8040 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -1138670.500000 Penalty: 4677.139648 Iteration 23Q: 3 clusters Score -1138670 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8098 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -1138685.625000 Penalty: 4677.139648 Iteration 24Q: 3 clusters Score -1138686 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8147 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -1138697.000000 Penalty: 4677.139648 Iteration 25Q: 3 clusters Score -1138697 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8208 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -1138707.625000 Penalty: 4677.139648 Iteration 26Q: 3 clusters Score -1138708 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8267 members Mstep: Class 2 contains 4186 members Entering Unmasked Estep Score: -1138719.375000 Penalty: 4677.139648 Iteration 27Q: 3 clusters Score -1138719 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8321 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -1138733.875000 Penalty: 4677.139648 Iteration 28Q: 3 clusters Score -1138734 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8398 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -1138749.875000 Penalty: 4677.139648 Iteration 29Q: 3 clusters Score -1138750 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -1138768.375000 Penalty: 4677.139648 Iteration 30Q: 3 clusters Score -1138768 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8536 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -1138784.875000 Penalty: 4677.139648 Iteration 31Q: 3 clusters Score -1138785 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8602 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -1138799.500000 Penalty: 4677.139648 Iteration 32Q: 3 clusters Score -1138800 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8672 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -1138821.250000 Penalty: 4677.139648 Iteration 33Q: 3 clusters Score -1138821 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8754 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -1138839.750000 Penalty: 4677.139648 Iteration 34Q: 3 clusters Score -1138840 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8837 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -1138858.125000 Penalty: 4677.139648 Iteration 35Q: 3 clusters Score -1138858 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8917 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -1138876.625000 Penalty: 4677.139648 Iteration 36Q: 3 clusters Score -1138877 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8995 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -1138896.000000 Penalty: 4677.139648 Iteration 37Q: 3 clusters Score -1138896 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9058 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -1138910.625000 Penalty: 4677.139648 Iteration 38Q: 3 clusters Score -1138911 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9122 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -1138931.250000 Penalty: 4677.139648 Iteration 39Q: 3 clusters Score -1138931 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9191 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -1138945.250000 Penalty: 4677.139648 Iteration 40F: 3 clusters Score -1138945 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9254 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -1138960.500000 Penalty: 4677.139648 Iteration 41Q: 3 clusters Score -1138960 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9328 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -1138987.625000 Penalty: 4677.139648 Iteration 42Q: 3 clusters Score -1138988 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9414 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -1139014.875000 Penalty: 4677.139648 Iteration 43Q: 3 clusters Score -1139015 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9502 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -1139038.625000 Penalty: 4677.139648 Iteration 44Q: 3 clusters Score -1139039 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9599 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -1139074.375000 Penalty: 4677.139648 Iteration 45Q: 3 clusters Score -1139074 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9705 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -1139108.750000 Penalty: 4677.139648 Iteration 46Q: 3 clusters Score -1139109 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9818 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -1139152.250000 Penalty: 4677.139648 Iteration 47Q: 3 clusters Score -1139152 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9918 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -1139186.250000 Penalty: 4677.139648 Iteration 48Q: 3 clusters Score -1139186 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10031 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -1139228.500000 Penalty: 4677.139648 Iteration 49Q: 3 clusters Score -1139228 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10139 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -1139282.250000 Penalty: 4677.139648 Iteration 50Q: 3 clusters Score -1139282 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10260 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -1139338.750000 Penalty: 4677.139648 Iteration 51Q: 3 clusters Score -1139339 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10370 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -1139399.000000 Penalty: 4677.139648 Iteration 52Q: 3 clusters Score -1139399 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10468 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -1139443.000000 Penalty: 4677.139648 Iteration 53Q: 3 clusters Score -1139443 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10564 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -1139493.875000 Penalty: 4677.139648 Iteration 54Q: 3 clusters Score -1139494 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10647 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -1139538.375000 Penalty: 4677.139648 Iteration 55Q: 3 clusters Score -1139538 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10728 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -1139580.500000 Penalty: 4677.139648 Iteration 56Q: 3 clusters Score -1139580 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10794 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -1139620.000000 Penalty: 4677.139648 Iteration 57Q: 3 clusters Score -1139620 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10838 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -1139639.750000 Penalty: 4677.139648 Iteration 58Q: 3 clusters Score -1139640 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10890 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -1139661.750000 Penalty: 4677.139648 Iteration 59Q: 3 clusters Score -1139662 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10935 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1139685.875000 Penalty: 4677.139648 Iteration 60F: 3 clusters Score -1139686 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10979 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -1139706.750000 Penalty: 4677.139648 Iteration 61Q: 3 clusters Score -1139707 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11009 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -1139718.000000 Penalty: 4677.139648 Iteration 62Q: 3 clusters Score -1139718 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11040 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -1139728.375000 Penalty: 4677.139648 Iteration 63Q: 3 clusters Score -1139728 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11057 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -1139739.250000 Penalty: 4677.139648 Iteration 64Q: 3 clusters Score -1139739 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11070 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -1139740.375000 Penalty: 4677.139648 Iteration 65Q: 3 clusters Score -1139740 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11082 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -1139746.375000 Penalty: 4677.139648 Iteration 66Q: 3 clusters Score -1139746 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11101 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -1139757.750000 Penalty: 4677.139648 Iteration 67Q: 3 clusters Score -1139758 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11126 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -1139770.375000 Penalty: 4677.139648 Iteration 68Q: 3 clusters Score -1139770 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11151 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -1139785.125000 Penalty: 4677.139648 Iteration 69Q: 3 clusters Score -1139785 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11180 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -1139799.750000 Penalty: 4677.139648 Iteration 70Q: 3 clusters Score -1139800 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11202 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -1139813.500000 Penalty: 4677.139648 Iteration 71Q: 3 clusters Score -1139814 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11227 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -1139823.375000 Penalty: 4677.139648 Iteration 72Q: 3 clusters Score -1139823 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11243 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -1139835.000000 Penalty: 4677.139648 Iteration 73Q: 3 clusters Score -1139835 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11254 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -1139839.875000 Penalty: 4677.139648 Iteration 74Q: 3 clusters Score -1139840 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11264 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -1139842.625000 Penalty: 4677.139648 Iteration 75Q: 3 clusters Score -1139843 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11271 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -1139846.875000 Penalty: 4677.139648 Iteration 76Q: 3 clusters Score -1139847 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11273 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1139848.875000 Penalty: 4677.139648 Iteration 77Q: 3 clusters Score -1139849 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11275 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -1139848.000000 Penalty: 4677.139648 Iteration 78Q: 3 clusters Score -1139848 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11278 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -1139851.250000 Penalty: 4677.139648 Iteration 79Q: 3 clusters Score -1139851 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11281 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -1139848.000000 Penalty: 4677.139648 Iteration 80F: 3 clusters Score -1139848 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11283 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -1139848.875000 Penalty: 4677.139648 Iteration 81Q: 3 clusters Score -1139849 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11286 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -1139849.000000 Penalty: 4677.139648 Iteration 82Q: 3 clusters Score -1139849 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11289 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -1139849.875000 Penalty: 4677.139648 Iteration 83Q: 3 clusters Score -1139850 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11292 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -1139850.875000 Penalty: 4677.139648 Iteration 84Q: 3 clusters Score -1139851 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11295 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -1139851.750000 Penalty: 4677.139648 Iteration 85Q: 3 clusters Score -1139852 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11297 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -1139852.000000 Penalty: 4677.139648 Iteration 86Q: 3 clusters Score -1139852 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11297 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -1139852.375000 Penalty: 4677.139648 Iteration 87Q: 3 clusters Score -1139852 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11297 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -1139852.375000 Penalty: 4677.139648 Iteration 88F: 3 clusters Score -1139852 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (13394 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13394 members Entering Unmasked Estep Score: -1225717.000000 Penalty: 2356.635498 Iteration 0F: 2 clusters Score -1225717 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 6627 members Entering Unmasked Estep Score: -1215869.750000 Penalty: 4713.270996 Iteration 0F: 3 clusters Score -1215870 nChanged 5730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Mstep: Class 2 contains 6483 members Entering Unmasked Estep Score: -1219052.625000 Penalty: 4713.270996 Iteration 1F: 3 clusters Score -1219053 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6862 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -1219762.000000 Penalty: 4713.270996 Iteration 2F: 3 clusters Score -1219762 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -1220567.875000 Penalty: 4713.270996 Iteration 3F: 3 clusters Score -1220568 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 7100 members Entering Unmasked Estep Score: -1221446.750000 Penalty: 4713.270996 Iteration 4F: 3 clusters Score -1221447 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5802 members Mstep: Class 2 contains 7592 members Entering Unmasked Estep Score: -1222219.250000 Penalty: 4713.270996 Iteration 5F: 3 clusters Score -1222219 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 8084 members Entering Unmasked Estep Score: -1222819.875000 Penalty: 4713.270996 Iteration 6F: 3 clusters Score -1222820 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 8530 members Entering Unmasked Estep Score: -1223243.500000 Penalty: 4713.270996 Iteration 7F: 3 clusters Score -1223244 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 8882 members Entering Unmasked Estep Score: -1223488.750000 Penalty: 4713.270996 Iteration 8Q: 3 clusters Score -1223489 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 9163 members Entering Unmasked Estep Score: -1223635.000000 Penalty: 4713.270996 Iteration 9Q: 3 clusters Score -1223635 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 9414 members Entering Unmasked Estep Score: -1223742.375000 Penalty: 4713.270996 Iteration 10Q: 3 clusters Score -1223742 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 9639 members Entering Unmasked Estep Score: -1223833.000000 Penalty: 4713.270996 Iteration 11Q: 3 clusters Score -1223833 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 9864 members Entering Unmasked Estep Score: -1223916.375000 Penalty: 4713.270996 Iteration 12Q: 3 clusters Score -1223916 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 10075 members Entering Unmasked Estep Score: -1223994.000000 Penalty: 4713.270996 Iteration 13Q: 3 clusters Score -1223994 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 10277 members Entering Unmasked Estep Score: -1224069.750000 Penalty: 4713.270996 Iteration 14Q: 3 clusters Score -1224070 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 10474 members Entering Unmasked Estep Score: -1224142.875000 Penalty: 4713.270996 Iteration 15Q: 3 clusters Score -1224143 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 10663 members Entering Unmasked Estep Score: -1224220.750000 Penalty: 4713.270996 Iteration 16Q: 3 clusters Score -1224221 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 10834 members Entering Unmasked Estep Score: -1224285.125000 Penalty: 4713.270996 Iteration 17Q: 3 clusters Score -1224285 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 10981 members Entering Unmasked Estep Score: -1224335.375000 Penalty: 4713.270996 Iteration 18Q: 3 clusters Score -1224335 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 11110 members Entering Unmasked Estep Score: -1224383.000000 Penalty: 4713.270996 Iteration 19Q: 3 clusters Score -1224383 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 11225 members Entering Unmasked Estep Score: -1224423.500000 Penalty: 4713.270996 Iteration 20F: 3 clusters Score -1224424 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 11328 members Entering Unmasked Estep Score: -1224456.625000 Penalty: 4713.270996 Iteration 21Q: 3 clusters Score -1224457 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 11425 members Entering Unmasked Estep Score: -1224488.125000 Penalty: 4713.270996 Iteration 22Q: 3 clusters Score -1224488 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 11506 members Entering Unmasked Estep Score: -1224511.625000 Penalty: 4713.270996 Iteration 23Q: 3 clusters Score -1224512 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 11570 members Entering Unmasked Estep Score: -1224529.750000 Penalty: 4713.270996 Iteration 24Q: 3 clusters Score -1224530 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 11625 members Entering Unmasked Estep Score: -1224548.125000 Penalty: 4713.270996 Iteration 25Q: 3 clusters Score -1224548 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 11673 members Entering Unmasked Estep Score: -1224560.250000 Penalty: 4713.270996 Iteration 26Q: 3 clusters Score -1224560 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 11714 members Entering Unmasked Estep Score: -1224573.875000 Penalty: 4713.270996 Iteration 27Q: 3 clusters Score -1224574 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 11763 members Entering Unmasked Estep Score: -1224587.375000 Penalty: 4713.270996 Iteration 28Q: 3 clusters Score -1224587 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 11799 members Entering Unmasked Estep Score: -1224596.750000 Penalty: 4713.270996 Iteration 29Q: 3 clusters Score -1224597 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 11827 members Entering Unmasked Estep Score: -1224607.625000 Penalty: 4713.270996 Iteration 30Q: 3 clusters Score -1224608 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 11851 members Entering Unmasked Estep Score: -1224609.250000 Penalty: 4713.270996 Iteration 31Q: 3 clusters Score -1224609 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 11869 members Entering Unmasked Estep Score: -1224615.750000 Penalty: 4713.270996 Iteration 32Q: 3 clusters Score -1224616 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 11886 members Entering Unmasked Estep Score: -1224616.250000 Penalty: 4713.270996 Iteration 33Q: 3 clusters Score -1224616 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 11901 members Entering Unmasked Estep Score: -1224618.875000 Penalty: 4713.270996 Iteration 34Q: 3 clusters Score -1224619 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 11913 members Entering Unmasked Estep Score: -1224621.000000 Penalty: 4713.270996 Iteration 35Q: 3 clusters Score -1224621 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 11922 members Entering Unmasked Estep Score: -1224627.500000 Penalty: 4713.270996 Iteration 36Q: 3 clusters Score -1224628 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 11929 members Entering Unmasked Estep Score: -1224627.875000 Penalty: 4713.270996 Iteration 37Q: 3 clusters Score -1224628 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 11936 members Entering Unmasked Estep Score: -1224628.875000 Penalty: 4713.270996 Iteration 38Q: 3 clusters Score -1224629 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 11942 members Entering Unmasked Estep Score: -1224633.250000 Penalty: 4713.270996 Iteration 39Q: 3 clusters Score -1224633 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 11950 members Entering Unmasked Estep Score: -1224635.875000 Penalty: 4713.270996 Iteration 40F: 3 clusters Score -1224636 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 11953 members Entering Unmasked Estep Score: -1224636.250000 Penalty: 4713.270996 Iteration 41Q: 3 clusters Score -1224636 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 11955 members Entering Unmasked Estep Score: -1224636.125000 Penalty: 4713.270996 Iteration 42Q: 3 clusters Score -1224636 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 11955 members Entering Unmasked Estep Score: -1224636.125000 Penalty: 4713.270996 Iteration 43F: 3 clusters Score -1224636 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Entering Unmasked Estep Score: -106332.351562 Penalty: 1776.274536 Iteration 0F: 2 clusters Score -106332.4 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 678 members Entering Unmasked Estep Score: -104205.765625 Penalty: 3552.549072 Iteration 0F: 3 clusters Score -104205.8 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -104573.617188 Penalty: 3552.549072 Iteration 1F: 3 clusters Score -104573.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -104782.671875 Penalty: 3552.549072 Iteration 2F: 3 clusters Score -104782.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -104965.078125 Penalty: 3552.549072 Iteration 3F: 3 clusters Score -104965.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -105121.828125 Penalty: 3552.549072 Iteration 4F: 3 clusters Score -105121.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -105223.343750 Penalty: 3552.549072 Iteration 5F: 3 clusters Score -105223.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -105299.187500 Penalty: 3552.549072 Iteration 6Q: 3 clusters Score -105299.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -105357.046875 Penalty: 3552.549072 Iteration 7Q: 3 clusters Score -105357 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -105399.656250 Penalty: 3552.549072 Iteration 8Q: 3 clusters Score -105399.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -105426.984375 Penalty: 3552.549072 Iteration 9Q: 3 clusters Score -105427 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -105454.289062 Penalty: 3552.549072 Iteration 10Q: 3 clusters Score -105454.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -105477.976562 Penalty: 3552.549072 Iteration 11Q: 3 clusters Score -105478 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -105501.000000 Penalty: 3552.549072 Iteration 12Q: 3 clusters Score -105501 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -105513.773438 Penalty: 3552.549072 Iteration 13Q: 3 clusters Score -105513.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -105528.414062 Penalty: 3552.549072 Iteration 14Q: 3 clusters Score -105528.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -105529.890625 Penalty: 3552.549072 Iteration 15Q: 3 clusters Score -105529.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -105536.523438 Penalty: 3552.549072 Iteration 16Q: 3 clusters Score -105536.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -105539.710938 Penalty: 3552.549072 Iteration 17Q: 3 clusters Score -105539.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -105541.640625 Penalty: 3552.549072 Iteration 18Q: 3 clusters Score -105541.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -105543.710938 Penalty: 3552.549072 Iteration 19Q: 3 clusters Score -105543.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -105546.000000 Penalty: 3552.549072 Iteration 20F: 3 clusters Score -105546 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -105547.945312 Penalty: 3552.549072 Iteration 21Q: 3 clusters Score -105547.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -105548.726562 Penalty: 3552.549072 Iteration 22Q: 3 clusters Score -105548.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -105549.648438 Penalty: 3552.549072 Iteration 23Q: 3 clusters Score -105549.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -105551.023438 Penalty: 3552.549072 Iteration 24Q: 3 clusters Score -105551 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -105552.328125 Penalty: 3552.549072 Iteration 25Q: 3 clusters Score -105552.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -105553.093750 Penalty: 3552.549072 Iteration 26Q: 3 clusters Score -105553.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -105553.093750 Penalty: 3552.549072 Iteration 27F: 3 clusters Score -105553.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (14882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14882 members Entering Unmasked Estep Score: -1368138.000000 Penalty: 2382.760986 Iteration 0F: 2 clusters Score -1368138 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7479 members Mstep: Class 2 contains 7403 members Entering Unmasked Estep Score: -1357426.750000 Penalty: 4765.521973 Iteration 0F: 3 clusters Score -1357427 nChanged 6379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7436 members Mstep: Class 2 contains 7446 members Entering Unmasked Estep Score: -1360774.500000 Penalty: 4765.521973 Iteration 1F: 3 clusters Score -1360774 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7430 members Mstep: Class 2 contains 7452 members Entering Unmasked Estep Score: -1361149.750000 Penalty: 4765.521973 Iteration 2F: 3 clusters Score -1361150 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7396 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -1361451.500000 Penalty: 4765.521973 Iteration 3Q: 3 clusters Score -1361452 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7327 members Mstep: Class 2 contains 7555 members Entering Unmasked Estep Score: -1361748.125000 Penalty: 4765.521973 Iteration 4Q: 3 clusters Score -1361748 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7252 members Mstep: Class 2 contains 7630 members Entering Unmasked Estep Score: -1362097.125000 Penalty: 4765.521973 Iteration 5Q: 3 clusters Score -1362097 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7201 members Mstep: Class 2 contains 7681 members Entering Unmasked Estep Score: -1362500.000000 Penalty: 4765.521973 Iteration 6Q: 3 clusters Score -1362500 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 7745 members Entering Unmasked Estep Score: -1362989.000000 Penalty: 4765.521973 Iteration 7Q: 3 clusters Score -1362989 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7092 members Mstep: Class 2 contains 7790 members Entering Unmasked Estep Score: -1363597.125000 Penalty: 4765.521973 Iteration 8F: 3 clusters Score -1363597 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 7819 members Entering Unmasked Estep Score: -1364358.000000 Penalty: 4765.521973 Iteration 9F: 3 clusters Score -1364358 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7031 members Mstep: Class 2 contains 7851 members Entering Unmasked Estep Score: -1365176.500000 Penalty: 4765.521973 Iteration 10F: 3 clusters Score -1365176 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6987 members Mstep: Class 2 contains 7895 members Entering Unmasked Estep Score: -1365846.000000 Penalty: 4765.521973 Iteration 11F: 3 clusters Score -1365846 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6854 members Mstep: Class 2 contains 8028 members Entering Unmasked Estep Score: -1366258.250000 Penalty: 4765.521973 Iteration 12Q: 3 clusters Score -1366258 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 8189 members Entering Unmasked Estep Score: -1366516.875000 Penalty: 4765.521973 Iteration 13Q: 3 clusters Score -1366517 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 8350 members Entering Unmasked Estep Score: -1366692.250000 Penalty: 4765.521973 Iteration 14Q: 3 clusters Score -1366692 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 8541 members Entering Unmasked Estep Score: -1366830.250000 Penalty: 4765.521973 Iteration 15Q: 3 clusters Score -1366830 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6163 members Mstep: Class 2 contains 8719 members Entering Unmasked Estep Score: -1366919.375000 Penalty: 4765.521973 Iteration 16Q: 3 clusters Score -1366919 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 8868 members Entering Unmasked Estep Score: -1366991.000000 Penalty: 4765.521973 Iteration 17Q: 3 clusters Score -1366991 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 8988 members Entering Unmasked Estep Score: -1367045.500000 Penalty: 4765.521973 Iteration 18Q: 3 clusters Score -1367046 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 9108 members Entering Unmasked Estep Score: -1367099.625000 Penalty: 4765.521973 Iteration 19Q: 3 clusters Score -1367100 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 9206 members Entering Unmasked Estep Score: -1367132.125000 Penalty: 4765.521973 Iteration 20F: 3 clusters Score -1367132 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 9304 members Entering Unmasked Estep Score: -1367165.500000 Penalty: 4765.521973 Iteration 21Q: 3 clusters Score -1367166 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 9394 members Entering Unmasked Estep Score: -1367192.375000 Penalty: 4765.521973 Iteration 22Q: 3 clusters Score -1367192 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 9476 members Entering Unmasked Estep Score: -1367218.250000 Penalty: 4765.521973 Iteration 23Q: 3 clusters Score -1367218 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 9544 members Entering Unmasked Estep Score: -1367233.250000 Penalty: 4765.521973 Iteration 24Q: 3 clusters Score -1367233 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 9606 members Entering Unmasked Estep Score: -1367249.750000 Penalty: 4765.521973 Iteration 25Q: 3 clusters Score -1367250 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 9662 members Entering Unmasked Estep Score: -1367261.500000 Penalty: 4765.521973 Iteration 26Q: 3 clusters Score -1367262 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 9716 members Entering Unmasked Estep Score: -1367272.250000 Penalty: 4765.521973 Iteration 27Q: 3 clusters Score -1367272 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 9762 members Entering Unmasked Estep Score: -1367280.875000 Penalty: 4765.521973 Iteration 28Q: 3 clusters Score -1367281 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 9809 members Entering Unmasked Estep Score: -1367287.625000 Penalty: 4765.521973 Iteration 29Q: 3 clusters Score -1367288 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 9845 members Entering Unmasked Estep Score: -1367299.750000 Penalty: 4765.521973 Iteration 30Q: 3 clusters Score -1367300 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 9875 members Entering Unmasked Estep Score: -1367304.250000 Penalty: 4765.521973 Iteration 31Q: 3 clusters Score -1367304 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 9906 members Entering Unmasked Estep Score: -1367314.875000 Penalty: 4765.521973 Iteration 32Q: 3 clusters Score -1367315 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 9933 members Entering Unmasked Estep Score: -1367319.250000 Penalty: 4765.521973 Iteration 33Q: 3 clusters Score -1367319 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4921 members Mstep: Class 2 contains 9961 members Entering Unmasked Estep Score: -1367326.125000 Penalty: 4765.521973 Iteration 34Q: 3 clusters Score -1367326 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 9985 members Entering Unmasked Estep Score: -1367330.125000 Penalty: 4765.521973 Iteration 35Q: 3 clusters Score -1367330 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 10007 members Entering Unmasked Estep Score: -1367327.375000 Penalty: 4765.521973 Iteration 36Q: 3 clusters Score -1367327 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 10030 members Entering Unmasked Estep Score: -1367333.000000 Penalty: 4765.521973 Iteration 37Q: 3 clusters Score -1367333 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 10044 members Entering Unmasked Estep Score: -1367333.750000 Penalty: 4765.521973 Iteration 38Q: 3 clusters Score -1367334 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 10056 members Entering Unmasked Estep Score: -1367336.750000 Penalty: 4765.521973 Iteration 39Q: 3 clusters Score -1367337 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 10065 members Entering Unmasked Estep Score: -1367334.750000 Penalty: 4765.521973 Iteration 40F: 3 clusters Score -1367335 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 10075 members Entering Unmasked Estep Score: -1367339.375000 Penalty: 4765.521973 Iteration 41Q: 3 clusters Score -1367339 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 10084 members Entering Unmasked Estep Score: -1367338.250000 Penalty: 4765.521973 Iteration 42Q: 3 clusters Score -1367338 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 10089 members Entering Unmasked Estep Score: -1367337.375000 Penalty: 4765.521973 Iteration 43Q: 3 clusters Score -1367337 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 10092 members Entering Unmasked Estep Score: -1367337.375000 Penalty: 4765.521973 Iteration 44Q: 3 clusters Score -1367337 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 10093 members Entering Unmasked Estep Score: -1367338.750000 Penalty: 4765.521973 Iteration 45Q: 3 clusters Score -1367339 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 10094 members Entering Unmasked Estep Score: -1367337.875000 Penalty: 4765.521973 Iteration 46Q: 3 clusters Score -1367338 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 10095 members Entering Unmasked Estep Score: -1367338.000000 Penalty: 4765.521973 Iteration 47Q: 3 clusters Score -1367338 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 10095 members Entering Unmasked Estep Score: -1367338.000000 Penalty: 4765.521973 Iteration 48F: 3 clusters Score -1367338 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (318495 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318495 members Entering Unmasked Estep Score: -29021488.000000 Penalty: 3142.497803 Iteration 0F: 2 clusters Score -2.902149e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159434 members Mstep: Class 2 contains 159061 members Entering Unmasked Estep Score: -28808048.000000 Penalty: 6284.995605 Iteration 0F: 3 clusters Score -2.880805e+07 nChanged 153845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164089 members Mstep: Class 2 contains 154406 members Entering Unmasked Estep Score: -28897352.000000 Penalty: 6284.995605 Iteration 1F: 3 clusters Score -2.889735e+07 nChanged 7263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167090 members Mstep: Class 2 contains 151405 members Entering Unmasked Estep Score: -28898664.000000 Penalty: 6284.995605 Iteration 2Q: 3 clusters Score -2.889866e+07 nChanged 7935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171811 members Mstep: Class 2 contains 146684 members Entering Unmasked Estep Score: -28900590.000000 Penalty: 6284.995605 Iteration 3Q: 3 clusters Score -2.890059e+07 nChanged 9700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179227 members Mstep: Class 2 contains 139268 members Entering Unmasked Estep Score: -28903644.000000 Penalty: 6284.995605 Iteration 4Q: 3 clusters Score -2.890364e+07 nChanged 13280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190773 members Mstep: Class 2 contains 127722 members Entering Unmasked Estep Score: -28909298.000000 Penalty: 6284.995605 Iteration 5Q: 3 clusters Score -2.89093e+07 nChanged 19021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208282 members Mstep: Class 2 contains 110213 members Entering Unmasked Estep Score: -28919766.000000 Penalty: 6284.995605 Iteration 6F: 3 clusters Score -2.891977e+07 nChanged 26013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233025 members Mstep: Class 2 contains 85470 members Entering Unmasked Estep Score: -28939354.000000 Penalty: 6284.995605 Iteration 7F: 3 clusters Score -2.893935e+07 nChanged 30153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262380 members Mstep: Class 2 contains 56115 members Entering Unmasked Estep Score: -28967384.000000 Penalty: 6284.995605 Iteration 8F: 3 clusters Score -2.896738e+07 nChanged 26527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288655 members Mstep: Class 2 contains 29840 members Entering Unmasked Estep Score: -28994158.000000 Penalty: 6284.995605 Iteration 9F: 3 clusters Score -2.899416e+07 nChanged 15713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304316 members Mstep: Class 2 contains 14179 members Entering Unmasked Estep Score: -29009792.000000 Penalty: 6284.995605 Iteration 10Q: 3 clusters Score -2.900979e+07 nChanged 6619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310879 members Mstep: Class 2 contains 7616 members Entering Unmasked Estep Score: -29016260.000000 Penalty: 6284.995605 Iteration 11Q: 3 clusters Score -2.901626e+07 nChanged 2359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313006 members Mstep: Class 2 contains 5489 members Entering Unmasked Estep Score: -29018580.000000 Penalty: 6284.995605 Iteration 12Q: 3 clusters Score -2.901858e+07 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313748 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -29019732.000000 Penalty: 6284.995605 Iteration 13Q: 3 clusters Score -2.901973e+07 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314109 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -29020068.000000 Penalty: 6284.995605 Iteration 14Q: 3 clusters Score -2.902007e+07 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314347 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -29020232.000000 Penalty: 6284.995605 Iteration 15Q: 3 clusters Score -2.902023e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314537 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -29020382.000000 Penalty: 6284.995605 Iteration 16Q: 3 clusters Score -2.902038e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314658 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -29020462.000000 Penalty: 6284.995605 Iteration 17Q: 3 clusters Score -2.902046e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314743 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -29020438.000000 Penalty: 6284.995605 Iteration 18Q: 3 clusters Score -2.902044e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314803 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -29020432.000000 Penalty: 6284.995605 Iteration 19Q: 3 clusters Score -2.902043e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314840 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -29020448.000000 Penalty: 6284.995605 Iteration 20F: 3 clusters Score -2.902045e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314877 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -29020428.000000 Penalty: 6284.995605 Iteration 21Q: 3 clusters Score -2.902043e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314909 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -29020458.000000 Penalty: 6284.995605 Iteration 22Q: 3 clusters Score -2.902046e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314939 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -29020434.000000 Penalty: 6284.995605 Iteration 23Q: 3 clusters Score -2.902043e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314964 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -29020420.000000 Penalty: 6284.995605 Iteration 24Q: 3 clusters Score -2.902042e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314979 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -29020420.000000 Penalty: 6284.995605 Iteration 25Q: 3 clusters Score -2.902042e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314994 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -29020410.000000 Penalty: 6284.995605 Iteration 26Q: 3 clusters Score -2.902041e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315007 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -29020416.000000 Penalty: 6284.995605 Iteration 27Q: 3 clusters Score -2.902042e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315016 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -29020434.000000 Penalty: 6284.995605 Iteration 28Q: 3 clusters Score -2.902043e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315022 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -29020440.000000 Penalty: 6284.995605 Iteration 29Q: 3 clusters Score -2.902044e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315032 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -29020412.000000 Penalty: 6284.995605 Iteration 30Q: 3 clusters Score -2.902041e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315039 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -29020420.000000 Penalty: 6284.995605 Iteration 31Q: 3 clusters Score -2.902042e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315038 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -29020416.000000 Penalty: 6284.995605 Iteration 32Q: 3 clusters Score -2.902042e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315040 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -29020420.000000 Penalty: 6284.995605 Iteration 33Q: 3 clusters Score -2.902042e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315044 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -29020416.000000 Penalty: 6284.995605 Iteration 34Q: 3 clusters Score -2.902042e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315047 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -29020426.000000 Penalty: 6284.995605 Iteration 35Q: 3 clusters Score -2.902043e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315050 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -29020432.000000 Penalty: 6284.995605 Iteration 36Q: 3 clusters Score -2.902043e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315054 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -29020434.000000 Penalty: 6284.995605 Iteration 37Q: 3 clusters Score -2.902043e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315055 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -29020426.000000 Penalty: 6284.995605 Iteration 38Q: 3 clusters Score -2.902043e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315056 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -29020430.000000 Penalty: 6284.995605 Iteration 39Q: 3 clusters Score -2.902043e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315056 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -29020430.000000 Penalty: 6284.995605 Iteration 40F: 3 clusters Score -2.902043e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315055 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -29020432.000000 Penalty: 6284.995605 Iteration 41Q: 3 clusters Score -2.902043e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315054 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -29020434.000000 Penalty: 6284.995605 Iteration 42Q: 3 clusters Score -2.902043e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315054 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -29020434.000000 Penalty: 6284.995605 Iteration 43F: 3 clusters Score -2.902043e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (252543 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252543 members Entering Unmasked Estep Score: -22922370.000000 Penalty: 3084.955566 Iteration 0F: 2 clusters Score -2.292237e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125916 members Mstep: Class 2 contains 126627 members Entering Unmasked Estep Score: -22752956.000000 Penalty: 6169.911133 Iteration 0F: 3 clusters Score -2.275296e+07 nChanged 122041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119141 members Mstep: Class 2 contains 133402 members Entering Unmasked Estep Score: -22825338.000000 Penalty: 6169.911133 Iteration 1F: 3 clusters Score -2.282534e+07 nChanged 7396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114859 members Mstep: Class 2 contains 137684 members Entering Unmasked Estep Score: -22827418.000000 Penalty: 6169.911133 Iteration 2Q: 3 clusters Score -2.282742e+07 nChanged 8693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108374 members Mstep: Class 2 contains 144169 members Entering Unmasked Estep Score: -22830330.000000 Penalty: 6169.911133 Iteration 3Q: 3 clusters Score -2.283033e+07 nChanged 11116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98580 members Mstep: Class 2 contains 153963 members Entering Unmasked Estep Score: -22835330.000000 Penalty: 6169.911133 Iteration 4Q: 3 clusters Score -2.283533e+07 nChanged 14671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84511 members Mstep: Class 2 contains 168032 members Entering Unmasked Estep Score: -22843944.000000 Penalty: 6169.911133 Iteration 5F: 3 clusters Score -2.284394e+07 nChanged 18718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65963 members Mstep: Class 2 contains 186580 members Entering Unmasked Estep Score: -22857946.000000 Penalty: 6169.911133 Iteration 6F: 3 clusters Score -2.285795e+07 nChanged 21512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44485 members Mstep: Class 2 contains 208058 members Entering Unmasked Estep Score: -22877066.000000 Penalty: 6169.911133 Iteration 7F: 3 clusters Score -2.287707e+07 nChanged 20059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24438 members Mstep: Class 2 contains 228105 members Entering Unmasked Estep Score: -22896540.000000 Penalty: 6169.911133 Iteration 8F: 3 clusters Score -2.289654e+07 nChanged 13861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10577 members Mstep: Class 2 contains 241966 members Entering Unmasked Estep Score: -22910062.000000 Penalty: 6169.911133 Iteration 9F: 3 clusters Score -2.291006e+07 nChanged 6756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 248720 members Entering Unmasked Estep Score: -22916280.000000 Penalty: 6169.911133 Iteration 10Q: 3 clusters Score -2.291628e+07 nChanged 2437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 251153 members Entering Unmasked Estep Score: -22918416.000000 Penalty: 6169.911133 Iteration 11Q: 3 clusters Score -2.291842e+07 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 251857 members Entering Unmasked Estep Score: -22919136.000000 Penalty: 6169.911133 Iteration 12Q: 3 clusters Score -2.291914e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 252055 members Entering Unmasked Estep Score: -22919420.000000 Penalty: 6169.911133 Iteration 13Q: 3 clusters Score -2.291942e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 252122 members Entering Unmasked Estep Score: -22919512.000000 Penalty: 6169.911133 Iteration 14Q: 3 clusters Score -2.291951e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 252155 members Entering Unmasked Estep Score: -22919580.000000 Penalty: 6169.911133 Iteration 15Q: 3 clusters Score -2.291958e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 252167 members Entering Unmasked Estep Score: -22919622.000000 Penalty: 6169.911133 Iteration 16Q: 3 clusters Score -2.291962e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 252181 members Entering Unmasked Estep Score: -22919700.000000 Penalty: 6169.911133 Iteration 17Q: 3 clusters Score -2.29197e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 252183 members Entering Unmasked Estep Score: -22919708.000000 Penalty: 6169.911133 Iteration 18Q: 3 clusters Score -2.291971e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 252183 members Entering Unmasked Estep Score: -22919714.000000 Penalty: 6169.911133 Iteration 19Q: 3 clusters Score -2.291971e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 252188 members Entering Unmasked Estep Score: -22919740.000000 Penalty: 6169.911133 Iteration 20F: 3 clusters Score -2.291974e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 252196 members Entering Unmasked Estep Score: -22919746.000000 Penalty: 6169.911133 Iteration 21Q: 3 clusters Score -2.291975e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 252196 members Entering Unmasked Estep Score: -22919744.000000 Penalty: 6169.911133 Iteration 22Q: 3 clusters Score -2.291974e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 252197 members Entering Unmasked Estep Score: -22919752.000000 Penalty: 6169.911133 Iteration 23Q: 3 clusters Score -2.291975e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 252199 members Entering Unmasked Estep Score: -22919762.000000 Penalty: 6169.911133 Iteration 24Q: 3 clusters Score -2.291976e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 252199 members Entering Unmasked Estep Score: -22919778.000000 Penalty: 6169.911133 Iteration 25Q: 3 clusters Score -2.291978e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 252200 members Entering Unmasked Estep Score: -22919782.000000 Penalty: 6169.911133 Iteration 26Q: 3 clusters Score -2.291978e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 252202 members Entering Unmasked Estep Score: -22919758.000000 Penalty: 6169.911133 Iteration 27Q: 3 clusters Score -2.291976e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 252203 members Entering Unmasked Estep Score: -22919754.000000 Penalty: 6169.911133 Iteration 28Q: 3 clusters Score -2.291975e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 252201 members Entering Unmasked Estep Score: -22919766.000000 Penalty: 6169.911133 Iteration 29Q: 3 clusters Score -2.291977e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 252201 members Entering Unmasked Estep Score: -22919784.000000 Penalty: 6169.911133 Iteration 30Q: 3 clusters Score -2.291978e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 252201 members Entering Unmasked Estep Score: -22919784.000000 Penalty: 6169.911133 Iteration 31F: 3 clusters Score -2.291978e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (7803 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7803 members Entering Unmasked Estep Score: -708490.687500 Penalty: 2222.641357 Iteration 0F: 2 clusters Score -708490.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -702200.562500 Penalty: 4445.282715 Iteration 0F: 3 clusters Score -702200.6 nChanged 3202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -704152.562500 Penalty: 4445.282715 Iteration 1F: 3 clusters Score -704152.6 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -704702.812500 Penalty: 4445.282715 Iteration 2F: 3 clusters Score -704702.8 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -705181.187500 Penalty: 4445.282715 Iteration 3F: 3 clusters Score -705181.2 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -705651.187500 Penalty: 4445.282715 Iteration 4F: 3 clusters Score -705651.2 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -706096.375000 Penalty: 4445.282715 Iteration 5F: 3 clusters Score -706096.4 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -706407.750000 Penalty: 4445.282715 Iteration 6F: 3 clusters Score -706407.8 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -706635.062500 Penalty: 4445.282715 Iteration 7Q: 3 clusters Score -706635.1 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -706789.375000 Penalty: 4445.282715 Iteration 8Q: 3 clusters Score -706789.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -706893.312500 Penalty: 4445.282715 Iteration 9Q: 3 clusters Score -706893.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -706959.750000 Penalty: 4445.282715 Iteration 10Q: 3 clusters Score -706959.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 5971 members Entering Unmasked Estep Score: -707008.562500 Penalty: 4445.282715 Iteration 11Q: 3 clusters Score -707008.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 6023 members Entering Unmasked Estep Score: -707040.875000 Penalty: 4445.282715 Iteration 12Q: 3 clusters Score -707040.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 6046 members Entering Unmasked Estep Score: -707052.125000 Penalty: 4445.282715 Iteration 13Q: 3 clusters Score -707052.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -707064.125000 Penalty: 4445.282715 Iteration 14Q: 3 clusters Score -707064.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -707070.125000 Penalty: 4445.282715 Iteration 15Q: 3 clusters Score -707070.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -707072.812500 Penalty: 4445.282715 Iteration 16Q: 3 clusters Score -707072.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -707075.562500 Penalty: 4445.282715 Iteration 17Q: 3 clusters Score -707075.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 6113 members Entering Unmasked Estep Score: -707082.125000 Penalty: 4445.282715 Iteration 18Q: 3 clusters Score -707082.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 6116 members Entering Unmasked Estep Score: -707083.875000 Penalty: 4445.282715 Iteration 19Q: 3 clusters Score -707083.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 6120 members Entering Unmasked Estep Score: -707087.875000 Penalty: 4445.282715 Iteration 20F: 3 clusters Score -707087.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -707090.125000 Penalty: 4445.282715 Iteration 21Q: 3 clusters Score -707090.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 6132 members Entering Unmasked Estep Score: -707089.187500 Penalty: 4445.282715 Iteration 22Q: 3 clusters Score -707089.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 6135 members Entering Unmasked Estep Score: -707088.750000 Penalty: 4445.282715 Iteration 23Q: 3 clusters Score -707088.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -707090.500000 Penalty: 4445.282715 Iteration 24Q: 3 clusters Score -707090.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -707090.875000 Penalty: 4445.282715 Iteration 25Q: 3 clusters Score -707090.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -707091.062500 Penalty: 4445.282715 Iteration 26Q: 3 clusters Score -707091.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -707091.062500 Penalty: 4445.282715 Iteration 27F: 3 clusters Score -707091.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2462 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Entering Unmasked Estep Score: -219889.062500 Penalty: 1936.564819 Iteration 0F: 2 clusters Score -219889.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -216992.828125 Penalty: 3873.129639 Iteration 0F: 3 clusters Score -216992.8 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -217558.203125 Penalty: 3873.129639 Iteration 1F: 3 clusters Score -217558.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -217690.203125 Penalty: 3873.129639 Iteration 2F: 3 clusters Score -217690.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -217789.609375 Penalty: 3873.129639 Iteration 3F: 3 clusters Score -217789.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -217869.078125 Penalty: 3873.129639 Iteration 4Q: 3 clusters Score -217869.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -217921.343750 Penalty: 3873.129639 Iteration 5Q: 3 clusters Score -217921.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -217979.312500 Penalty: 3873.129639 Iteration 6Q: 3 clusters Score -217979.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -218041.875000 Penalty: 3873.129639 Iteration 7Q: 3 clusters Score -218041.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -218108.734375 Penalty: 3873.129639 Iteration 8Q: 3 clusters Score -218108.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -218168.281250 Penalty: 3873.129639 Iteration 9Q: 3 clusters Score -218168.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -218217.796875 Penalty: 3873.129639 Iteration 10Q: 3 clusters Score -218217.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -218262.078125 Penalty: 3873.129639 Iteration 11Q: 3 clusters Score -218262.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -218293.421875 Penalty: 3873.129639 Iteration 12Q: 3 clusters Score -218293.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -218319.984375 Penalty: 3873.129639 Iteration 13Q: 3 clusters Score -218320 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -218346.375000 Penalty: 3873.129639 Iteration 14Q: 3 clusters Score -218346.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -218374.281250 Penalty: 3873.129639 Iteration 15Q: 3 clusters Score -218374.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -218393.765625 Penalty: 3873.129639 Iteration 16Q: 3 clusters Score -218393.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -218411.156250 Penalty: 3873.129639 Iteration 17Q: 3 clusters Score -218411.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -218426.453125 Penalty: 3873.129639 Iteration 18Q: 3 clusters Score -218426.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -218442.218750 Penalty: 3873.129639 Iteration 19Q: 3 clusters Score -218442.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -218458.125000 Penalty: 3873.129639 Iteration 20F: 3 clusters Score -218458.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -218469.515625 Penalty: 3873.129639 Iteration 21Q: 3 clusters Score -218469.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -218477.578125 Penalty: 3873.129639 Iteration 22Q: 3 clusters Score -218477.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -218483.218750 Penalty: 3873.129639 Iteration 23Q: 3 clusters Score -218483.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -218490.093750 Penalty: 3873.129639 Iteration 24Q: 3 clusters Score -218490.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -218495.812500 Penalty: 3873.129639 Iteration 25Q: 3 clusters Score -218495.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -218498.718750 Penalty: 3873.129639 Iteration 26Q: 3 clusters Score -218498.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -218503.031250 Penalty: 3873.129639 Iteration 27Q: 3 clusters Score -218503 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -218504.359375 Penalty: 3873.129639 Iteration 28Q: 3 clusters Score -218504.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -218506.328125 Penalty: 3873.129639 Iteration 29Q: 3 clusters Score -218506.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -218507.578125 Penalty: 3873.129639 Iteration 30Q: 3 clusters Score -218507.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -218510.484375 Penalty: 3873.129639 Iteration 31Q: 3 clusters Score -218510.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -218513.609375 Penalty: 3873.129639 Iteration 32Q: 3 clusters Score -218513.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -218516.687500 Penalty: 3873.129639 Iteration 33Q: 3 clusters Score -218516.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -218519.546875 Penalty: 3873.129639 Iteration 34Q: 3 clusters Score -218519.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -218522.281250 Penalty: 3873.129639 Iteration 35Q: 3 clusters Score -218522.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -218524.140625 Penalty: 3873.129639 Iteration 36Q: 3 clusters Score -218524.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -218524.140625 Penalty: 3873.129639 Iteration 37F: 3 clusters Score -218524.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1049 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Entering Unmasked Estep Score: -89308.937500 Penalty: 1724.986938 Iteration 0F: 2 clusters Score -89308.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -87373.242188 Penalty: 3449.973877 Iteration 0F: 3 clusters Score -87373.24 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -87679.257812 Penalty: 3449.973877 Iteration 1F: 3 clusters Score -87679.26 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -87757.195312 Penalty: 3449.973877 Iteration 2Q: 3 clusters Score -87757.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -87802.179688 Penalty: 3449.973877 Iteration 3Q: 3 clusters Score -87802.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -87818.820312 Penalty: 3449.973877 Iteration 4Q: 3 clusters Score -87818.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -87822.656250 Penalty: 3449.973877 Iteration 5Q: 3 clusters Score -87822.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -87825.304688 Penalty: 3449.973877 Iteration 6Q: 3 clusters Score -87825.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -87826.070312 Penalty: 3449.973877 Iteration 7Q: 3 clusters Score -87826.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -87828.835938 Penalty: 3449.973877 Iteration 8Q: 3 clusters Score -87828.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -87832.976562 Penalty: 3449.973877 Iteration 9Q: 3 clusters Score -87832.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -87834.125000 Penalty: 3449.973877 Iteration 10Q: 3 clusters Score -87834.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -87834.125000 Penalty: 3449.973877 Iteration 11F: 3 clusters Score -87834.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1976 members Mstep: Class 3 contains 17331 members Mstep: Class 5 contains 67726 members Mstep: Class 6 contains 32834 members Mstep: Class 7 contains 11680 members Mstep: Class 8 contains 489 members Mstep: Class 9 contains 17085 members Mstep: Class 10 contains 12453 members Mstep: Class 12 contains 13394 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14882 members Mstep: Class 15 contains 318495 members Mstep: Class 17 contains 252543 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2462 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68881936.000000 Penalty: 57171.062500 Iteration 79Q: 18 clusters Score -6.888194e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1977 members Mstep: Class 3 contains 17316 members Mstep: Class 5 contains 67725 members Mstep: Class 6 contains 32852 members Mstep: Class 7 contains 11636 members Mstep: Class 8 contains 489 members Mstep: Class 9 contains 17086 members Mstep: Class 10 contains 12454 members Mstep: Class 12 contains 13389 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14851 members Mstep: Class 15 contains 318419 members Mstep: Class 17 contains 252692 members Mstep: Class 19 contains 7804 members Mstep: Class 21 contains 2463 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68881904.000000 Penalty: 57171.062500 Iteration 80F: 18 clusters Score -6.88819e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1979 members Mstep: Class 3 contains 17305 members Mstep: Class 5 contains 67724 members Mstep: Class 6 contains 32870 members Mstep: Class 7 contains 11600 members Mstep: Class 8 contains 494 members Mstep: Class 9 contains 17088 members Mstep: Class 10 contains 12453 members Mstep: Class 12 contains 13382 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 318333 members Mstep: Class 17 contains 252836 members Mstep: Class 19 contains 7805 members Mstep: Class 21 contains 2466 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882016.000000 Penalty: 57171.062500 Iteration 81Q: 18 clusters Score -6.888202e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1979 members Mstep: Class 3 contains 17295 members Mstep: Class 5 contains 67728 members Mstep: Class 6 contains 32886 members Mstep: Class 7 contains 11560 members Mstep: Class 8 contains 475 members Mstep: Class 9 contains 17094 members Mstep: Class 10 contains 12453 members Mstep: Class 12 contains 13381 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14799 members Mstep: Class 15 contains 318266 members Mstep: Class 17 contains 252972 members Mstep: Class 19 contains 7805 members Mstep: Class 21 contains 2466 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882032.000000 Penalty: 57171.062500 Iteration 82Q: 18 clusters Score -6.888203e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1979 members Mstep: Class 3 contains 17279 members Mstep: Class 5 contains 67728 members Mstep: Class 6 contains 32907 members Mstep: Class 7 contains 11532 members Mstep: Class 8 contains 465 members Mstep: Class 9 contains 17096 members Mstep: Class 10 contains 12453 members Mstep: Class 12 contains 13379 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14784 members Mstep: Class 15 contains 318193 members Mstep: Class 17 contains 253095 members Mstep: Class 19 contains 7804 members Mstep: Class 21 contains 2466 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882080.000000 Penalty: 57171.062500 Iteration 83Q: 18 clusters Score -6.888208e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1980 members Mstep: Class 3 contains 17259 members Mstep: Class 5 contains 67727 members Mstep: Class 6 contains 32926 members Mstep: Class 7 contains 11496 members Mstep: Class 8 contains 463 members Mstep: Class 9 contains 17101 members Mstep: Class 10 contains 12453 members Mstep: Class 12 contains 13376 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14768 members Mstep: Class 15 contains 318126 members Mstep: Class 17 contains 253215 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2468 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882088.000000 Penalty: 57171.062500 Iteration 84Q: 18 clusters Score -6.888209e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1983 members Mstep: Class 3 contains 17242 members Mstep: Class 5 contains 67728 members Mstep: Class 6 contains 32941 members Mstep: Class 7 contains 11470 members Mstep: Class 8 contains 462 members Mstep: Class 9 contains 17099 members Mstep: Class 10 contains 12453 members Mstep: Class 12 contains 13372 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14758 members Mstep: Class 15 contains 318062 members Mstep: Class 17 contains 253321 members Mstep: Class 19 contains 7801 members Mstep: Class 21 contains 2468 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882024.000000 Penalty: 57171.062500 Iteration 85Q: 18 clusters Score -6.888202e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1984 members Mstep: Class 3 contains 17229 members Mstep: Class 5 contains 67729 members Mstep: Class 6 contains 32957 members Mstep: Class 7 contains 11451 members Mstep: Class 8 contains 462 members Mstep: Class 9 contains 17103 members Mstep: Class 10 contains 12453 members Mstep: Class 12 contains 13368 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14745 members Mstep: Class 15 contains 318009 members Mstep: Class 17 contains 253399 members Mstep: Class 19 contains 7801 members Mstep: Class 21 contains 2470 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882176.000000 Penalty: 57171.062500 Iteration 86Q: 18 clusters Score -6.888218e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1985 members Mstep: Class 3 contains 17222 members Mstep: Class 5 contains 67728 members Mstep: Class 6 contains 32970 members Mstep: Class 7 contains 11424 members Mstep: Class 8 contains 462 members Mstep: Class 9 contains 17100 members Mstep: Class 10 contains 12453 members Mstep: Class 12 contains 13366 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14720 members Mstep: Class 15 contains 317957 members Mstep: Class 17 contains 253499 members Mstep: Class 19 contains 7801 members Mstep: Class 21 contains 2473 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882088.000000 Penalty: 57171.062500 Iteration 87Q: 18 clusters Score -6.888209e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17213 members Mstep: Class 5 contains 67729 members Mstep: Class 6 contains 32983 members Mstep: Class 7 contains 11408 members Mstep: Class 8 contains 462 members Mstep: Class 9 contains 17093 members Mstep: Class 10 contains 12452 members Mstep: Class 12 contains 13364 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14699 members Mstep: Class 15 contains 317921 members Mstep: Class 17 contains 253573 members Mstep: Class 19 contains 7801 members Mstep: Class 21 contains 2476 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882144.000000 Penalty: 57171.062500 Iteration 88Q: 18 clusters Score -6.888214e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17208 members Mstep: Class 5 contains 67733 members Mstep: Class 6 contains 32991 members Mstep: Class 7 contains 11393 members Mstep: Class 8 contains 461 members Mstep: Class 9 contains 17090 members Mstep: Class 10 contains 12451 members Mstep: Class 12 contains 13360 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14682 members Mstep: Class 15 contains 317884 members Mstep: Class 17 contains 253642 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2477 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882088.000000 Penalty: 57171.062500 Iteration 89Q: 18 clusters Score -6.888209e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17203 members Mstep: Class 5 contains 67732 members Mstep: Class 6 contains 32998 members Mstep: Class 7 contains 11372 members Mstep: Class 8 contains 461 members Mstep: Class 9 contains 17088 members Mstep: Class 10 contains 12449 members Mstep: Class 12 contains 13355 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14672 members Mstep: Class 15 contains 317849 members Mstep: Class 17 contains 253712 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2480 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882096.000000 Penalty: 57171.062500 Iteration 90Q: 18 clusters Score -6.88821e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17201 members Mstep: Class 5 contains 67729 members Mstep: Class 6 contains 33004 members Mstep: Class 7 contains 11347 members Mstep: Class 8 contains 461 members Mstep: Class 9 contains 17093 members Mstep: Class 10 contains 12448 members Mstep: Class 12 contains 13348 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14657 members Mstep: Class 15 contains 317811 members Mstep: Class 17 contains 253793 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2479 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882064.000000 Penalty: 57171.062500 Iteration 91Q: 18 clusters Score -6.888206e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17195 members Mstep: Class 5 contains 67727 members Mstep: Class 6 contains 33006 members Mstep: Class 7 contains 11327 members Mstep: Class 8 contains 461 members Mstep: Class 9 contains 17092 members Mstep: Class 10 contains 12445 members Mstep: Class 12 contains 13344 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14641 members Mstep: Class 15 contains 317778 members Mstep: Class 17 contains 253877 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2478 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882048.000000 Penalty: 57171.062500 Iteration 92Q: 18 clusters Score -6.888205e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17187 members Mstep: Class 5 contains 67722 members Mstep: Class 6 contains 33010 members Mstep: Class 7 contains 11312 members Mstep: Class 8 contains 461 members Mstep: Class 9 contains 17091 members Mstep: Class 10 contains 12444 members Mstep: Class 12 contains 13341 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14621 members Mstep: Class 15 contains 317742 members Mstep: Class 17 contains 253959 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2481 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882144.000000 Penalty: 57171.062500 Iteration 93Q: 18 clusters Score -6.888214e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17179 members Mstep: Class 5 contains 67721 members Mstep: Class 6 contains 33014 members Mstep: Class 7 contains 11298 members Mstep: Class 8 contains 461 members Mstep: Class 9 contains 17092 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13338 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14602 members Mstep: Class 15 contains 317707 members Mstep: Class 17 contains 254033 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2485 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882104.000000 Penalty: 57171.062500 Iteration 94Q: 18 clusters Score -6.88821e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17171 members Mstep: Class 5 contains 67721 members Mstep: Class 6 contains 33020 members Mstep: Class 7 contains 11284 members Mstep: Class 8 contains 461 members Mstep: Class 9 contains 17094 members Mstep: Class 10 contains 12440 members Mstep: Class 12 contains 13335 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14581 members Mstep: Class 15 contains 317672 members Mstep: Class 17 contains 254105 members Mstep: Class 19 contains 7804 members Mstep: Class 21 contains 2485 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882040.000000 Penalty: 57171.062500 Iteration 95Q: 18 clusters Score -6.888204e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17166 members Mstep: Class 5 contains 67723 members Mstep: Class 6 contains 33026 members Mstep: Class 7 contains 11277 members Mstep: Class 8 contains 461 members Mstep: Class 9 contains 17093 members Mstep: Class 10 contains 12439 members Mstep: Class 12 contains 13334 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14564 members Mstep: Class 15 contains 317638 members Mstep: Class 17 contains 254164 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2486 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882008.000000 Penalty: 57171.062500 Iteration 96Q: 18 clusters Score -6.888201e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17165 members Mstep: Class 5 contains 67724 members Mstep: Class 6 contains 33031 members Mstep: Class 7 contains 11266 members Mstep: Class 8 contains 461 members Mstep: Class 9 contains 17099 members Mstep: Class 10 contains 12439 members Mstep: Class 12 contains 13333 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14548 members Mstep: Class 15 contains 317598 members Mstep: Class 17 contains 254220 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2488 members Mstep: Class 22 contains 1048 members Entering Unmasked Estep ConsiderDeletion Score: -68882120.000000 Penalty: 57171.062500 Iteration 97Q: 18 clusters Score -6.888212e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17160 members Mstep: Class 5 contains 67728 members Mstep: Class 6 contains 33037 members Mstep: Class 7 contains 11257 members Mstep: Class 8 contains 461 members Mstep: Class 9 contains 17102 members Mstep: Class 10 contains 12439 members Mstep: Class 12 contains 13333 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14530 members Mstep: Class 15 contains 317557 members Mstep: Class 17 contains 254279 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2490 members Mstep: Class 22 contains 1048 members Entering Unmasked Estep ConsiderDeletion Score: -68882168.000000 Penalty: 57171.062500 Iteration 98Q: 18 clusters Score -6.888217e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17158 members Mstep: Class 5 contains 67728 members Mstep: Class 6 contains 33049 members Mstep: Class 7 contains 11250 members Mstep: Class 8 contains 461 members Mstep: Class 9 contains 17107 members Mstep: Class 10 contains 12440 members Mstep: Class 12 contains 13334 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14515 members Mstep: Class 15 contains 317511 members Mstep: Class 17 contains 254329 members Mstep: Class 19 contains 7801 members Mstep: Class 21 contains 2490 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882192.000000 Penalty: 57171.062500 Iteration 99Q: 18 clusters Score -6.888219e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17156 members Mstep: Class 5 contains 67726 members Mstep: Class 6 contains 33055 members Mstep: Class 7 contains 11240 members Mstep: Class 8 contains 461 members Mstep: Class 9 contains 17113 members Mstep: Class 10 contains 12440 members Mstep: Class 12 contains 13334 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14495 members Mstep: Class 15 contains 317470 members Mstep: Class 17 contains 254389 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2491 members Mstep: Class 22 contains 1051 members Entering Unmasked Estep ConsiderDeletion Score: -68882184.000000 Penalty: 57171.062500 Iteration 100F: 18 clusters Score -6.888218e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17152 members Mstep: Class 5 contains 67727 members Mstep: Class 6 contains 33060 members Mstep: Class 7 contains 11233 members Mstep: Class 8 contains 462 members Mstep: Class 9 contains 17112 members Mstep: Class 10 contains 12440 members Mstep: Class 12 contains 13333 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14484 members Mstep: Class 15 contains 317436 members Mstep: Class 17 contains 254441 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2492 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882280.000000 Penalty: 57171.062500 Iteration 101Q: 18 clusters Score -6.888228e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17151 members Mstep: Class 5 contains 67727 members Mstep: Class 6 contains 33066 members Mstep: Class 7 contains 11229 members Mstep: Class 8 contains 458 members Mstep: Class 9 contains 17114 members Mstep: Class 10 contains 12440 members Mstep: Class 12 contains 13334 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14470 members Mstep: Class 15 contains 317400 members Mstep: Class 17 contains 254492 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2492 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882296.000000 Penalty: 57171.062500 Iteration 102Q: 18 clusters Score -6.88823e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17150 members Mstep: Class 5 contains 67724 members Mstep: Class 6 contains 33071 members Mstep: Class 7 contains 11225 members Mstep: Class 8 contains 454 members Mstep: Class 9 contains 17117 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13336 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14455 members Mstep: Class 15 contains 317360 members Mstep: Class 17 contains 254548 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2492 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882360.000000 Penalty: 57171.062500 Iteration 103Q: 18 clusters Score -6.888236e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17148 members Mstep: Class 5 contains 67725 members Mstep: Class 6 contains 33078 members Mstep: Class 7 contains 11216 members Mstep: Class 8 contains 450 members Mstep: Class 9 contains 17117 members Mstep: Class 10 contains 12442 members Mstep: Class 12 contains 13335 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14448 members Mstep: Class 15 contains 317321 members Mstep: Class 17 contains 254601 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2492 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882304.000000 Penalty: 57171.062500 Iteration 104Q: 18 clusters Score -6.88823e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17144 members Mstep: Class 5 contains 67724 members Mstep: Class 6 contains 33083 members Mstep: Class 7 contains 11207 members Mstep: Class 8 contains 448 members Mstep: Class 9 contains 17116 members Mstep: Class 10 contains 12445 members Mstep: Class 12 contains 13334 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14444 members Mstep: Class 15 contains 317286 members Mstep: Class 17 contains 254650 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2492 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882248.000000 Penalty: 57171.062500 Iteration 105Q: 18 clusters Score -6.888225e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17138 members Mstep: Class 5 contains 67721 members Mstep: Class 6 contains 33089 members Mstep: Class 7 contains 11195 members Mstep: Class 8 contains 447 members Mstep: Class 9 contains 17114 members Mstep: Class 10 contains 12446 members Mstep: Class 12 contains 13327 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14437 members Mstep: Class 15 contains 317257 members Mstep: Class 17 contains 254709 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2493 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882272.000000 Penalty: 57171.062500 Iteration 106Q: 18 clusters Score -6.888227e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17133 members Mstep: Class 5 contains 67721 members Mstep: Class 6 contains 33100 members Mstep: Class 7 contains 11184 members Mstep: Class 8 contains 447 members Mstep: Class 9 contains 17119 members Mstep: Class 10 contains 12447 members Mstep: Class 12 contains 13321 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14428 members Mstep: Class 15 contains 317230 members Mstep: Class 17 contains 254748 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2495 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882176.000000 Penalty: 57171.062500 Iteration 107Q: 18 clusters Score -6.888218e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17127 members Mstep: Class 5 contains 67721 members Mstep: Class 6 contains 33107 members Mstep: Class 7 contains 11180 members Mstep: Class 8 contains 447 members Mstep: Class 9 contains 17121 members Mstep: Class 10 contains 12447 members Mstep: Class 12 contains 13317 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14420 members Mstep: Class 15 contains 317207 members Mstep: Class 17 contains 254783 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2496 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882192.000000 Penalty: 57171.062500 Iteration 108Q: 18 clusters Score -6.888219e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17124 members Mstep: Class 5 contains 67721 members Mstep: Class 6 contains 33113 members Mstep: Class 7 contains 11174 members Mstep: Class 8 contains 447 members Mstep: Class 9 contains 17124 members Mstep: Class 10 contains 12447 members Mstep: Class 12 contains 13315 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14412 members Mstep: Class 15 contains 317191 members Mstep: Class 17 contains 254809 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2496 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882232.000000 Penalty: 57171.062500 Iteration 109Q: 18 clusters Score -6.888223e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17118 members Mstep: Class 5 contains 67720 members Mstep: Class 6 contains 33114 members Mstep: Class 7 contains 11167 members Mstep: Class 8 contains 447 members Mstep: Class 9 contains 17125 members Mstep: Class 10 contains 12447 members Mstep: Class 12 contains 13314 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14404 members Mstep: Class 15 contains 317176 members Mstep: Class 17 contains 254846 members Mstep: Class 19 contains 7801 members Mstep: Class 21 contains 2496 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882208.000000 Penalty: 57171.062500 Iteration 110Q: 18 clusters Score -6.888221e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17116 members Mstep: Class 5 contains 67719 members Mstep: Class 6 contains 33116 members Mstep: Class 7 contains 11160 members Mstep: Class 8 contains 447 members Mstep: Class 9 contains 17126 members Mstep: Class 10 contains 12447 members Mstep: Class 12 contains 13312 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14396 members Mstep: Class 15 contains 317159 members Mstep: Class 17 contains 254879 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2496 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882176.000000 Penalty: 57171.062500 Iteration 111Q: 18 clusters Score -6.888218e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17115 members Mstep: Class 5 contains 67719 members Mstep: Class 6 contains 33119 members Mstep: Class 7 contains 11156 members Mstep: Class 8 contains 447 members Mstep: Class 9 contains 17126 members Mstep: Class 10 contains 12447 members Mstep: Class 12 contains 13308 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14386 members Mstep: Class 15 contains 317141 members Mstep: Class 17 contains 254913 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2496 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882168.000000 Penalty: 57171.062500 Iteration 112Q: 18 clusters Score -6.888217e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17110 members Mstep: Class 5 contains 67720 members Mstep: Class 6 contains 33123 members Mstep: Class 7 contains 11153 members Mstep: Class 8 contains 447 members Mstep: Class 9 contains 17126 members Mstep: Class 10 contains 12447 members Mstep: Class 12 contains 13305 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14381 members Mstep: Class 15 contains 317125 members Mstep: Class 17 contains 254940 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2496 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882104.000000 Penalty: 57171.062500 Iteration 113Q: 18 clusters Score -6.88821e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17103 members Mstep: Class 5 contains 67720 members Mstep: Class 6 contains 33127 members Mstep: Class 7 contains 11150 members Mstep: Class 8 contains 447 members Mstep: Class 9 contains 17127 members Mstep: Class 10 contains 12447 members Mstep: Class 12 contains 13304 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14374 members Mstep: Class 15 contains 317104 members Mstep: Class 17 contains 254973 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2497 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882184.000000 Penalty: 57171.062500 Iteration 114Q: 18 clusters Score -6.888218e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17094 members Mstep: Class 5 contains 67721 members Mstep: Class 6 contains 33133 members Mstep: Class 7 contains 11147 members Mstep: Class 8 contains 447 members Mstep: Class 9 contains 17127 members Mstep: Class 10 contains 12447 members Mstep: Class 12 contains 13304 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14365 members Mstep: Class 15 contains 317079 members Mstep: Class 17 contains 255012 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2497 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882192.000000 Penalty: 57171.062500 Iteration 115Q: 18 clusters Score -6.888219e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17079 members Mstep: Class 5 contains 67722 members Mstep: Class 6 contains 33140 members Mstep: Class 7 contains 11143 members Mstep: Class 8 contains 447 members Mstep: Class 9 contains 17126 members Mstep: Class 10 contains 12447 members Mstep: Class 12 contains 13305 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14352 members Mstep: Class 15 contains 317061 members Mstep: Class 17 contains 255053 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2498 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882184.000000 Penalty: 57171.062500 Iteration 116Q: 18 clusters Score -6.888218e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17070 members Mstep: Class 5 contains 67724 members Mstep: Class 6 contains 33143 members Mstep: Class 7 contains 11141 members Mstep: Class 8 contains 447 members Mstep: Class 9 contains 17127 members Mstep: Class 10 contains 12446 members Mstep: Class 12 contains 13304 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14344 members Mstep: Class 15 contains 317036 members Mstep: Class 17 contains 255091 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2500 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882208.000000 Penalty: 57171.062500 Iteration 117Q: 18 clusters Score -6.888221e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17063 members Mstep: Class 5 contains 67725 members Mstep: Class 6 contains 33150 members Mstep: Class 7 contains 11141 members Mstep: Class 8 contains 447 members Mstep: Class 9 contains 17128 members Mstep: Class 10 contains 12446 members Mstep: Class 12 contains 13303 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14335 members Mstep: Class 15 contains 317022 members Mstep: Class 17 contains 255111 members Mstep: Class 19 contains 7801 members Mstep: Class 21 contains 2503 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882224.000000 Penalty: 57171.062500 Iteration 118Q: 18 clusters Score -6.888222e+07 nChanged 42 Entering ConstructFrom: Score: -68882224.000000 Penalty: 57171.062500 Entering ConstructFrom: Trying to split cluster 1 (1364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Entering Unmasked Estep Score: -112972.031250 Penalty: 1790.107910 Iteration 0F: 2 clusters Score -112972 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -110829.531250 Penalty: 3580.215820 Iteration 0F: 3 clusters Score -110829.5 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -111273.164062 Penalty: 3580.215820 Iteration 1F: 3 clusters Score -111273.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -111413.867188 Penalty: 3580.215820 Iteration 2F: 3 clusters Score -111413.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -111499.789062 Penalty: 3580.215820 Iteration 3Q: 3 clusters Score -111499.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -111574.101562 Penalty: 3580.215820 Iteration 4Q: 3 clusters Score -111574.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -111625.453125 Penalty: 3580.215820 Iteration 5Q: 3 clusters Score -111625.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -111653.781250 Penalty: 3580.215820 Iteration 6Q: 3 clusters Score -111653.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -111686.351562 Penalty: 3580.215820 Iteration 7Q: 3 clusters Score -111686.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -111716.804688 Penalty: 3580.215820 Iteration 8Q: 3 clusters Score -111716.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -111742.726562 Penalty: 3580.215820 Iteration 9Q: 3 clusters Score -111742.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -111762.421875 Penalty: 3580.215820 Iteration 10Q: 3 clusters Score -111762.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -111769.882812 Penalty: 3580.215820 Iteration 11Q: 3 clusters Score -111769.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -111777.335938 Penalty: 3580.215820 Iteration 12Q: 3 clusters Score -111777.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -111782.203125 Penalty: 3580.215820 Iteration 13Q: 3 clusters Score -111782.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -111784.992188 Penalty: 3580.215820 Iteration 14Q: 3 clusters Score -111785 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -111787.593750 Penalty: 3580.215820 Iteration 15Q: 3 clusters Score -111787.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -111789.656250 Penalty: 3580.215820 Iteration 16Q: 3 clusters Score -111789.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -111790.187500 Penalty: 3580.215820 Iteration 17Q: 3 clusters Score -111790.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -111791.085938 Penalty: 3580.215820 Iteration 18Q: 3 clusters Score -111791.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -111793.125000 Penalty: 3580.215820 Iteration 19Q: 3 clusters Score -111793.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -111794.351562 Penalty: 3580.215820 Iteration 20F: 3 clusters Score -111794.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1986 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Entering Unmasked Estep Score: -167037.750000 Penalty: 1883.281738 Iteration 0F: 2 clusters Score -167037.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -164430.609375 Penalty: 3766.563477 Iteration 0F: 3 clusters Score -164430.6 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -164918.359375 Penalty: 3766.563477 Iteration 1F: 3 clusters Score -164918.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -165037.234375 Penalty: 3766.563477 Iteration 2F: 3 clusters Score -165037.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -165118.343750 Penalty: 3766.563477 Iteration 3Q: 3 clusters Score -165118.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -165188.328125 Penalty: 3766.563477 Iteration 4Q: 3 clusters Score -165188.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -165274.093750 Penalty: 3766.563477 Iteration 5Q: 3 clusters Score -165274.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -165333.359375 Penalty: 3766.563477 Iteration 6Q: 3 clusters Score -165333.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -165378.859375 Penalty: 3766.563477 Iteration 7Q: 3 clusters Score -165378.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -165423.734375 Penalty: 3766.563477 Iteration 8Q: 3 clusters Score -165423.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -165467.250000 Penalty: 3766.563477 Iteration 9Q: 3 clusters Score -165467.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -165519.218750 Penalty: 3766.563477 Iteration 10Q: 3 clusters Score -165519.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -165560.593750 Penalty: 3766.563477 Iteration 11Q: 3 clusters Score -165560.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -165605.234375 Penalty: 3766.563477 Iteration 12Q: 3 clusters Score -165605.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -165651.328125 Penalty: 3766.563477 Iteration 13Q: 3 clusters Score -165651.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -165686.078125 Penalty: 3766.563477 Iteration 14Q: 3 clusters Score -165686.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -165713.921875 Penalty: 3766.563477 Iteration 15Q: 3 clusters Score -165713.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -165744.578125 Penalty: 3766.563477 Iteration 16Q: 3 clusters Score -165744.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -165768.125000 Penalty: 3766.563477 Iteration 17Q: 3 clusters Score -165768.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -165778.156250 Penalty: 3766.563477 Iteration 18Q: 3 clusters Score -165778.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -165792.421875 Penalty: 3766.563477 Iteration 19Q: 3 clusters Score -165792.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -165803.515625 Penalty: 3766.563477 Iteration 20F: 3 clusters Score -165803.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -165819.390625 Penalty: 3766.563477 Iteration 21Q: 3 clusters Score -165819.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -165827.578125 Penalty: 3766.563477 Iteration 22Q: 3 clusters Score -165827.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -165835.343750 Penalty: 3766.563477 Iteration 23Q: 3 clusters Score -165835.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -165838.140625 Penalty: 3766.563477 Iteration 24Q: 3 clusters Score -165838.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -165839.875000 Penalty: 3766.563477 Iteration 25Q: 3 clusters Score -165839.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -165843.000000 Penalty: 3766.563477 Iteration 26Q: 3 clusters Score -165843 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -165847.593750 Penalty: 3766.563477 Iteration 27Q: 3 clusters Score -165847.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -165849.640625 Penalty: 3766.563477 Iteration 28Q: 3 clusters Score -165849.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -165852.640625 Penalty: 3766.563477 Iteration 29Q: 3 clusters Score -165852.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -165855.187500 Penalty: 3766.563477 Iteration 30Q: 3 clusters Score -165855.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -165856.828125 Penalty: 3766.563477 Iteration 31Q: 3 clusters Score -165856.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -165856.828125 Penalty: 3766.563477 Iteration 32F: 3 clusters Score -165856.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (17058 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17058 members Entering Unmasked Estep Score: -1571507.250000 Penalty: 2416.604736 Iteration 0F: 2 clusters Score -1571507 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8580 members Mstep: Class 2 contains 8478 members Entering Unmasked Estep Score: -1559260.500000 Penalty: 4833.209473 Iteration 0F: 3 clusters Score -1559260 nChanged 7400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8746 members Mstep: Class 2 contains 8312 members Entering Unmasked Estep Score: -1563344.625000 Penalty: 4833.209473 Iteration 1F: 3 clusters Score -1563345 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8915 members Mstep: Class 2 contains 8143 members Entering Unmasked Estep Score: -1563820.625000 Penalty: 4833.209473 Iteration 2F: 3 clusters Score -1563821 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9130 members Mstep: Class 2 contains 7928 members Entering Unmasked Estep Score: -1564233.500000 Penalty: 4833.209473 Iteration 3F: 3 clusters Score -1564234 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9480 members Mstep: Class 2 contains 7578 members Entering Unmasked Estep Score: -1564619.875000 Penalty: 4833.209473 Iteration 4F: 3 clusters Score -1564620 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9925 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -1565005.000000 Penalty: 4833.209473 Iteration 5Q: 3 clusters Score -1565005 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10446 members Mstep: Class 2 contains 6612 members Entering Unmasked Estep Score: -1565416.625000 Penalty: 4833.209473 Iteration 6Q: 3 clusters Score -1565417 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11064 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -1565852.750000 Penalty: 4833.209473 Iteration 7Q: 3 clusters Score -1565853 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11715 members Mstep: Class 2 contains 5343 members Entering Unmasked Estep Score: -1566349.625000 Penalty: 4833.209473 Iteration 8Q: 3 clusters Score -1566350 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12464 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -1566934.500000 Penalty: 4833.209473 Iteration 9F: 3 clusters Score -1566934 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13216 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -1567587.500000 Penalty: 4833.209473 Iteration 10F: 3 clusters Score -1567588 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13884 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -1568185.625000 Penalty: 4833.209473 Iteration 11Q: 3 clusters Score -1568186 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14485 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -1568743.625000 Penalty: 4833.209473 Iteration 12Q: 3 clusters Score -1568744 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15009 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -1569214.750000 Penalty: 4833.209473 Iteration 13Q: 3 clusters Score -1569215 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15394 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -1569557.625000 Penalty: 4833.209473 Iteration 14Q: 3 clusters Score -1569558 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15700 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -1569837.750000 Penalty: 4833.209473 Iteration 15Q: 3 clusters Score -1569838 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15924 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -1570062.375000 Penalty: 4833.209473 Iteration 16Q: 3 clusters Score -1570062 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16075 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -1570202.375000 Penalty: 4833.209473 Iteration 17Q: 3 clusters Score -1570202 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16174 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -1570286.250000 Penalty: 4833.209473 Iteration 18Q: 3 clusters Score -1570286 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16229 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -1570340.500000 Penalty: 4833.209473 Iteration 19Q: 3 clusters Score -1570340 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16289 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -1570386.625000 Penalty: 4833.209473 Iteration 20F: 3 clusters Score -1570387 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16329 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -1570419.375000 Penalty: 4833.209473 Iteration 21Q: 3 clusters Score -1570419 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16346 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -1570437.000000 Penalty: 4833.209473 Iteration 22Q: 3 clusters Score -1570437 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16362 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -1570456.875000 Penalty: 4833.209473 Iteration 23Q: 3 clusters Score -1570457 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16374 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -1570471.625000 Penalty: 4833.209473 Iteration 24Q: 3 clusters Score -1570472 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16378 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -1570480.625000 Penalty: 4833.209473 Iteration 25Q: 3 clusters Score -1570481 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16386 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -1570484.750000 Penalty: 4833.209473 Iteration 26Q: 3 clusters Score -1570485 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16391 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -1570491.375000 Penalty: 4833.209473 Iteration 27Q: 3 clusters Score -1570491 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16394 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -1570498.000000 Penalty: 4833.209473 Iteration 28Q: 3 clusters Score -1570498 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16398 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -1570504.375000 Penalty: 4833.209473 Iteration 29Q: 3 clusters Score -1570504 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16398 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -1570508.375000 Penalty: 4833.209473 Iteration 30Q: 3 clusters Score -1570508 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16402 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -1570513.375000 Penalty: 4833.209473 Iteration 31Q: 3 clusters Score -1570513 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16401 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -1570513.000000 Penalty: 4833.209473 Iteration 32Q: 3 clusters Score -1570513 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16400 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -1570513.875000 Penalty: 4833.209473 Iteration 33Q: 3 clusters Score -1570514 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16401 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -1570513.375000 Penalty: 4833.209473 Iteration 34Q: 3 clusters Score -1570513 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16403 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -1570515.500000 Penalty: 4833.209473 Iteration 35Q: 3 clusters Score -1570516 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16405 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -1570517.250000 Penalty: 4833.209473 Iteration 36Q: 3 clusters Score -1570517 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16406 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -1570518.500000 Penalty: 4833.209473 Iteration 37Q: 3 clusters Score -1570518 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16407 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -1570518.000000 Penalty: 4833.209473 Iteration 38Q: 3 clusters Score -1570518 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16409 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -1570517.375000 Penalty: 4833.209473 Iteration 39Q: 3 clusters Score -1570517 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16409 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -1570517.375000 Penalty: 4833.209473 Iteration 40F: 3 clusters Score -1570517 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (67725 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67725 members Entering Unmasked Estep Score: -6098370.000000 Penalty: 2758.556396 Iteration 0F: 2 clusters Score -6098370 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34055 members Mstep: Class 2 contains 33670 members Entering Unmasked Estep Score: -6052991.000000 Penalty: 5517.112793 Iteration 0F: 3 clusters Score -6052991 nChanged 31702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35845 members Mstep: Class 2 contains 31880 members Entering Unmasked Estep Score: -6071178.500000 Penalty: 5517.112793 Iteration 1F: 3 clusters Score -6071178 nChanged 2790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37109 members Mstep: Class 2 contains 30616 members Entering Unmasked Estep Score: -6072044.000000 Penalty: 5517.112793 Iteration 2Q: 3 clusters Score -6072044 nChanged 2992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39009 members Mstep: Class 2 contains 28716 members Entering Unmasked Estep Score: -6073180.000000 Penalty: 5517.112793 Iteration 3Q: 3 clusters Score -6073180 nChanged 3552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41805 members Mstep: Class 2 contains 25920 members Entering Unmasked Estep Score: -6074948.000000 Penalty: 5517.112793 Iteration 4F: 3 clusters Score -6074948 nChanged 4247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45532 members Mstep: Class 2 contains 22193 members Entering Unmasked Estep Score: -6077592.000000 Penalty: 5517.112793 Iteration 5F: 3 clusters Score -6077592 nChanged 5006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50150 members Mstep: Class 2 contains 17575 members Entering Unmasked Estep Score: -6081419.500000 Penalty: 5517.112793 Iteration 6F: 3 clusters Score -6081420 nChanged 4958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54868 members Mstep: Class 2 contains 12857 members Entering Unmasked Estep Score: -6085569.000000 Penalty: 5517.112793 Iteration 7F: 3 clusters Score -6085569 nChanged 4226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58956 members Mstep: Class 2 contains 8769 members Entering Unmasked Estep Score: -6089292.500000 Penalty: 5517.112793 Iteration 8F: 3 clusters Score -6089292 nChanged 3081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61969 members Mstep: Class 2 contains 5756 members Entering Unmasked Estep Score: -6091937.000000 Penalty: 5517.112793 Iteration 9Q: 3 clusters Score -6091937 nChanged 2070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64007 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -6093685.500000 Penalty: 5517.112793 Iteration 10Q: 3 clusters Score -6093686 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65263 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -6094677.500000 Penalty: 5517.112793 Iteration 11Q: 3 clusters Score -6094678 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66009 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -6095263.500000 Penalty: 5517.112793 Iteration 12Q: 3 clusters Score -6095264 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66462 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -6095625.000000 Penalty: 5517.112793 Iteration 13Q: 3 clusters Score -6095625 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66711 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -6095840.000000 Penalty: 5517.112793 Iteration 14Q: 3 clusters Score -6095840 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66855 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -6095927.000000 Penalty: 5517.112793 Iteration 15Q: 3 clusters Score -6095927 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66941 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -6095992.500000 Penalty: 5517.112793 Iteration 16Q: 3 clusters Score -6095992 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66993 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -6096019.500000 Penalty: 5517.112793 Iteration 17Q: 3 clusters Score -6096020 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67034 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -6096060.500000 Penalty: 5517.112793 Iteration 18Q: 3 clusters Score -6096060 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67061 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -6096083.000000 Penalty: 5517.112793 Iteration 19Q: 3 clusters Score -6096083 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67083 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -6096105.500000 Penalty: 5517.112793 Iteration 20F: 3 clusters Score -6096106 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67102 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -6096113.500000 Penalty: 5517.112793 Iteration 21Q: 3 clusters Score -6096114 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67119 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -6096134.500000 Penalty: 5517.112793 Iteration 22Q: 3 clusters Score -6096134 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67136 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -6096154.500000 Penalty: 5517.112793 Iteration 23Q: 3 clusters Score -6096154 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67145 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -6096147.500000 Penalty: 5517.112793 Iteration 24Q: 3 clusters Score -6096148 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67147 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -6096153.000000 Penalty: 5517.112793 Iteration 25Q: 3 clusters Score -6096153 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67149 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -6096159.000000 Penalty: 5517.112793 Iteration 26Q: 3 clusters Score -6096159 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67153 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -6096158.000000 Penalty: 5517.112793 Iteration 27Q: 3 clusters Score -6096158 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67160 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -6096171.500000 Penalty: 5517.112793 Iteration 28Q: 3 clusters Score -6096172 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67164 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -6096179.500000 Penalty: 5517.112793 Iteration 29Q: 3 clusters Score -6096180 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67167 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -6096182.500000 Penalty: 5517.112793 Iteration 30Q: 3 clusters Score -6096182 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67168 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -6096185.500000 Penalty: 5517.112793 Iteration 31Q: 3 clusters Score -6096186 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67170 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -6096179.500000 Penalty: 5517.112793 Iteration 32Q: 3 clusters Score -6096180 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67168 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -6096175.000000 Penalty: 5517.112793 Iteration 33Q: 3 clusters Score -6096175 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67170 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -6096177.000000 Penalty: 5517.112793 Iteration 34Q: 3 clusters Score -6096177 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67171 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -6096182.000000 Penalty: 5517.112793 Iteration 35Q: 3 clusters Score -6096182 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67171 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -6096182.000000 Penalty: 5517.112793 Iteration 36F: 3 clusters Score -6096182 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (33154 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33154 members Entering Unmasked Estep Score: -2930659.500000 Penalty: 2581.411865 Iteration 0F: 2 clusters Score -2930660 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16609 members Mstep: Class 2 contains 16545 members Entering Unmasked Estep Score: -2908011.500000 Penalty: 5162.823730 Iteration 0F: 3 clusters Score -2908012 nChanged 15031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16556 members Mstep: Class 2 contains 16598 members Entering Unmasked Estep Score: -2916259.750000 Penalty: 5162.823730 Iteration 1F: 3 clusters Score -2916260 nChanged 1437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16533 members Mstep: Class 2 contains 16621 members Entering Unmasked Estep Score: -2916719.000000 Penalty: 5162.823730 Iteration 2Q: 3 clusters Score -2916719 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16533 members Mstep: Class 2 contains 16621 members Entering Unmasked Estep Score: -2917148.750000 Penalty: 5162.823730 Iteration 3Q: 3 clusters Score -2917149 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16588 members Mstep: Class 2 contains 16566 members Entering Unmasked Estep Score: -2917578.750000 Penalty: 5162.823730 Iteration 4Q: 3 clusters Score -2917579 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16629 members Mstep: Class 2 contains 16525 members Entering Unmasked Estep Score: -2918071.750000 Penalty: 5162.823730 Iteration 5Q: 3 clusters Score -2918072 nChanged 1360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16625 members Mstep: Class 2 contains 16529 members Entering Unmasked Estep Score: -2918723.250000 Penalty: 5162.823730 Iteration 6Q: 3 clusters Score -2918723 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16590 members Mstep: Class 2 contains 16564 members Entering Unmasked Estep Score: -2919400.250000 Penalty: 5162.823730 Iteration 7Q: 3 clusters Score -2919400 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16444 members Mstep: Class 2 contains 16710 members Entering Unmasked Estep Score: -2919980.500000 Penalty: 5162.823730 Iteration 8Q: 3 clusters Score -2919980 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16179 members Mstep: Class 2 contains 16975 members Entering Unmasked Estep Score: -2920445.500000 Penalty: 5162.823730 Iteration 9Q: 3 clusters Score -2920446 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15804 members Mstep: Class 2 contains 17350 members Entering Unmasked Estep Score: -2920804.250000 Penalty: 5162.823730 Iteration 10Q: 3 clusters Score -2920804 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15353 members Mstep: Class 2 contains 17801 members Entering Unmasked Estep Score: -2921149.500000 Penalty: 5162.823730 Iteration 11Q: 3 clusters Score -2921150 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14805 members Mstep: Class 2 contains 18349 members Entering Unmasked Estep Score: -2921462.500000 Penalty: 5162.823730 Iteration 12Q: 3 clusters Score -2921462 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14169 members Mstep: Class 2 contains 18985 members Entering Unmasked Estep Score: -2921763.000000 Penalty: 5162.823730 Iteration 13Q: 3 clusters Score -2921763 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13403 members Mstep: Class 2 contains 19751 members Entering Unmasked Estep Score: -2922130.500000 Penalty: 5162.823730 Iteration 14Q: 3 clusters Score -2922130 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12468 members Mstep: Class 2 contains 20686 members Entering Unmasked Estep Score: -2922566.500000 Penalty: 5162.823730 Iteration 15Q: 3 clusters Score -2922566 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11400 members Mstep: Class 2 contains 21754 members Entering Unmasked Estep Score: -2923102.250000 Penalty: 5162.823730 Iteration 16Q: 3 clusters Score -2923102 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10186 members Mstep: Class 2 contains 22968 members Entering Unmasked Estep Score: -2923731.250000 Penalty: 5162.823730 Iteration 17Q: 3 clusters Score -2923731 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8947 members Mstep: Class 2 contains 24207 members Entering Unmasked Estep Score: -2924438.000000 Penalty: 5162.823730 Iteration 18Q: 3 clusters Score -2924438 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7745 members Mstep: Class 2 contains 25409 members Entering Unmasked Estep Score: -2925162.250000 Penalty: 5162.823730 Iteration 19Q: 3 clusters Score -2925162 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 26555 members Entering Unmasked Estep Score: -2925950.250000 Penalty: 5162.823730 Iteration 20F: 3 clusters Score -2925950 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5568 members Mstep: Class 2 contains 27586 members Entering Unmasked Estep Score: -2926759.000000 Penalty: 5162.823730 Iteration 21Q: 3 clusters Score -2926759 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 28403 members Entering Unmasked Estep Score: -2927438.000000 Penalty: 5162.823730 Iteration 22Q: 3 clusters Score -2927438 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 29048 members Entering Unmasked Estep Score: -2927901.250000 Penalty: 5162.823730 Iteration 23Q: 3 clusters Score -2927901 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 29518 members Entering Unmasked Estep Score: -2928239.250000 Penalty: 5162.823730 Iteration 24Q: 3 clusters Score -2928239 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 29910 members Entering Unmasked Estep Score: -2928517.000000 Penalty: 5162.823730 Iteration 25Q: 3 clusters Score -2928517 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 30197 members Entering Unmasked Estep Score: -2928687.500000 Penalty: 5162.823730 Iteration 26Q: 3 clusters Score -2928688 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 30392 members Entering Unmasked Estep Score: -2928781.750000 Penalty: 5162.823730 Iteration 27Q: 3 clusters Score -2928782 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 30546 members Entering Unmasked Estep Score: -2928842.000000 Penalty: 5162.823730 Iteration 28Q: 3 clusters Score -2928842 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 30681 members Entering Unmasked Estep Score: -2928885.750000 Penalty: 5162.823730 Iteration 29Q: 3 clusters Score -2928886 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 30780 members Entering Unmasked Estep Score: -2928930.000000 Penalty: 5162.823730 Iteration 30Q: 3 clusters Score -2928930 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 30837 members Entering Unmasked Estep Score: -2928938.000000 Penalty: 5162.823730 Iteration 31Q: 3 clusters Score -2928938 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 30883 members Entering Unmasked Estep Score: -2928943.500000 Penalty: 5162.823730 Iteration 32Q: 3 clusters Score -2928944 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 30912 members Entering Unmasked Estep Score: -2928950.250000 Penalty: 5162.823730 Iteration 33Q: 3 clusters Score -2928950 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 30935 members Entering Unmasked Estep Score: -2928953.500000 Penalty: 5162.823730 Iteration 34Q: 3 clusters Score -2928954 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 30950 members Entering Unmasked Estep Score: -2928961.000000 Penalty: 5162.823730 Iteration 35Q: 3 clusters Score -2928961 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 30961 members Entering Unmasked Estep Score: -2928961.000000 Penalty: 5162.823730 Iteration 36Q: 3 clusters Score -2928961 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 30970 members Entering Unmasked Estep Score: -2928965.000000 Penalty: 5162.823730 Iteration 37Q: 3 clusters Score -2928965 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 30983 members Entering Unmasked Estep Score: -2928967.500000 Penalty: 5162.823730 Iteration 38Q: 3 clusters Score -2928968 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 30992 members Entering Unmasked Estep Score: -2928965.000000 Penalty: 5162.823730 Iteration 39Q: 3 clusters Score -2928965 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 31005 members Entering Unmasked Estep Score: -2928970.750000 Penalty: 5162.823730 Iteration 40F: 3 clusters Score -2928971 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 31017 members Entering Unmasked Estep Score: -2928971.000000 Penalty: 5162.823730 Iteration 41Q: 3 clusters Score -2928971 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 31026 members Entering Unmasked Estep Score: -2928969.250000 Penalty: 5162.823730 Iteration 42Q: 3 clusters Score -2928969 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 31029 members Entering Unmasked Estep Score: -2928975.000000 Penalty: 5162.823730 Iteration 43Q: 3 clusters Score -2928975 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 31032 members Entering Unmasked Estep Score: -2928975.750000 Penalty: 5162.823730 Iteration 44Q: 3 clusters Score -2928976 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 31034 members Entering Unmasked Estep Score: -2928976.250000 Penalty: 5162.823730 Iteration 45Q: 3 clusters Score -2928976 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 31036 members Entering Unmasked Estep Score: -2928975.250000 Penalty: 5162.823730 Iteration 46Q: 3 clusters Score -2928975 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 31041 members Entering Unmasked Estep Score: -2928978.500000 Penalty: 5162.823730 Iteration 47Q: 3 clusters Score -2928978 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 31049 members Entering Unmasked Estep Score: -2928978.250000 Penalty: 5162.823730 Iteration 48Q: 3 clusters Score -2928978 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 31057 members Entering Unmasked Estep Score: -2928974.250000 Penalty: 5162.823730 Iteration 49Q: 3 clusters Score -2928974 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 31066 members Entering Unmasked Estep Score: -2928978.250000 Penalty: 5162.823730 Iteration 50Q: 3 clusters Score -2928978 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 31074 members Entering Unmasked Estep Score: -2928972.500000 Penalty: 5162.823730 Iteration 51Q: 3 clusters Score -2928972 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 31078 members Entering Unmasked Estep Score: -2928973.000000 Penalty: 5162.823730 Iteration 52Q: 3 clusters Score -2928973 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 31082 members Entering Unmasked Estep Score: -2928977.500000 Penalty: 5162.823730 Iteration 53Q: 3 clusters Score -2928978 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 31084 members Entering Unmasked Estep Score: -2928977.000000 Penalty: 5162.823730 Iteration 54Q: 3 clusters Score -2928977 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 31086 members Entering Unmasked Estep Score: -2928974.750000 Penalty: 5162.823730 Iteration 55Q: 3 clusters Score -2928975 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 31087 members Entering Unmasked Estep Score: -2928977.250000 Penalty: 5162.823730 Iteration 56Q: 3 clusters Score -2928977 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 31087 members Entering Unmasked Estep Score: -2928977.250000 Penalty: 5162.823730 Iteration 57F: 3 clusters Score -2928977 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (11141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11141 members Entering Unmasked Estep Score: -1009668.250000 Penalty: 2310.959961 Iteration 0F: 2 clusters Score -1009668 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5427 members Mstep: Class 2 contains 5714 members Entering Unmasked Estep Score: -1001368.125000 Penalty: 4621.919922 Iteration 0F: 3 clusters Score -1001368 nChanged 4611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -1003891.125000 Penalty: 4621.919922 Iteration 1F: 3 clusters Score -1003891 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -1004310.937500 Penalty: 4621.919922 Iteration 2F: 3 clusters Score -1004311 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 6423 members Entering Unmasked Estep Score: -1004712.937500 Penalty: 4621.919922 Iteration 3F: 3 clusters Score -1004713 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 6552 members Entering Unmasked Estep Score: -1005106.375000 Penalty: 4621.919922 Iteration 4F: 3 clusters Score -1005106 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -1005512.500000 Penalty: 4621.919922 Iteration 5Q: 3 clusters Score -1005512 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -1005985.750000 Penalty: 4621.919922 Iteration 6F: 3 clusters Score -1005986 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 6763 members Entering Unmasked Estep Score: -1006400.250000 Penalty: 4621.919922 Iteration 7Q: 3 clusters Score -1006400 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -1006708.812500 Penalty: 4621.919922 Iteration 8Q: 3 clusters Score -1006709 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -1006938.437500 Penalty: 4621.919922 Iteration 9Q: 3 clusters Score -1006938 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 6838 members Entering Unmasked Estep Score: -1007085.875000 Penalty: 4621.919922 Iteration 10Q: 3 clusters Score -1007086 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -1007183.937500 Penalty: 4621.919922 Iteration 11Q: 3 clusters Score -1007184 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -1007250.000000 Penalty: 4621.919922 Iteration 12Q: 3 clusters Score -1007250 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -1007298.312500 Penalty: 4621.919922 Iteration 13Q: 3 clusters Score -1007298 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 6806 members Entering Unmasked Estep Score: -1007326.750000 Penalty: 4621.919922 Iteration 14Q: 3 clusters Score -1007327 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -1007355.937500 Penalty: 4621.919922 Iteration 15Q: 3 clusters Score -1007356 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 6775 members Entering Unmasked Estep Score: -1007375.937500 Penalty: 4621.919922 Iteration 16Q: 3 clusters Score -1007376 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 6759 members Entering Unmasked Estep Score: -1007392.437500 Penalty: 4621.919922 Iteration 17Q: 3 clusters Score -1007392 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -1007406.562500 Penalty: 4621.919922 Iteration 18Q: 3 clusters Score -1007407 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: 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Entering Unmasked Estep Score: -1007465.375000 Penalty: 4621.919922 Iteration 27Q: 3 clusters Score -1007465 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 6657 members Entering Unmasked Estep Score: -1007467.375000 Penalty: 4621.919922 Iteration 28Q: 3 clusters Score -1007467 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 6651 members Entering Unmasked Estep Score: -1007471.437500 Penalty: 4621.919922 Iteration 29Q: 3 clusters Score -1007471 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 6646 members Entering Unmasked Estep Score: -1007474.500000 Penalty: 4621.919922 Iteration 30Q: 3 clusters Score -1007474 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 6638 members Entering Unmasked Estep Score: -1007475.937500 Penalty: 4621.919922 Iteration 31Q: 3 clusters Score -1007476 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 6632 members Entering Unmasked Estep Score: -1007480.187500 Penalty: 4621.919922 Iteration 32Q: 3 clusters Score -1007480 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 6627 members Entering Unmasked Estep Score: -1007480.750000 Penalty: 4621.919922 Iteration 33Q: 3 clusters Score -1007481 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 6621 members Entering Unmasked Estep Score: -1007483.062500 Penalty: 4621.919922 Iteration 34Q: 3 clusters Score -1007483 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 6610 members Entering Unmasked Estep Score: -1007486.062500 Penalty: 4621.919922 Iteration 35Q: 3 clusters Score -1007486 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 6600 members Entering Unmasked Estep Score: -1007490.625000 Penalty: 4621.919922 Iteration 36Q: 3 clusters Score -1007491 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 6594 members Entering Unmasked Estep Score: -1007492.375000 Penalty: 4621.919922 Iteration 37Q: 3 clusters Score -1007492 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -1007498.937500 Penalty: 4621.919922 Iteration 38Q: 3 clusters Score -1007499 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 6583 members Entering Unmasked Estep Score: -1007498.312500 Penalty: 4621.919922 Iteration 39Q: 3 clusters Score -1007498 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 6585 members Entering Unmasked Estep Score: -1007499.500000 Penalty: 4621.919922 Iteration 40F: 3 clusters Score -1007500 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 6578 members Entering Unmasked Estep Score: -1007505.125000 Penalty: 4621.919922 Iteration 41Q: 3 clusters Score -1007505 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 6561 members Entering Unmasked Estep Score: -1007508.500000 Penalty: 4621.919922 Iteration 42Q: 3 clusters Score -1007508 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 6540 members Entering Unmasked Estep Score: -1007516.875000 Penalty: 4621.919922 Iteration 43Q: 3 clusters Score -1007517 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 6523 members Entering Unmasked Estep Score: -1007522.750000 Penalty: 4621.919922 Iteration 44Q: 3 clusters Score -1007523 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 6503 members Entering Unmasked Estep Score: -1007531.437500 Penalty: 4621.919922 Iteration 45Q: 3 clusters Score -1007531 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 6485 members Entering Unmasked Estep Score: -1007539.750000 Penalty: 4621.919922 Iteration 46Q: 3 clusters Score -1007540 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 6462 members Entering Unmasked Estep Score: -1007548.687500 Penalty: 4621.919922 Iteration 47Q: 3 clusters Score -1007549 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -1007557.812500 Penalty: 4621.919922 Iteration 48Q: 3 clusters Score -1007558 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 6402 members Entering Unmasked Estep Score: -1007567.125000 Penalty: 4621.919922 Iteration 49Q: 3 clusters Score -1007567 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -1007580.875000 Penalty: 4621.919922 Iteration 50Q: 3 clusters Score -1007581 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 6334 members Entering Unmasked Estep Score: -1007587.312500 Penalty: 4621.919922 Iteration 51Q: 3 clusters Score -1007587 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -1007600.000000 Penalty: 4621.919922 Iteration 52Q: 3 clusters Score -1007600 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -1007604.000000 Penalty: 4621.919922 Iteration 53Q: 3 clusters Score -1007604 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -1007609.437500 Penalty: 4621.919922 Iteration 54Q: 3 clusters Score -1007609 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 6226 members Entering Unmasked Estep Score: -1007613.875000 Penalty: 4621.919922 Iteration 55Q: 3 clusters Score -1007614 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4935 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -1007619.750000 Penalty: 4621.919922 Iteration 56Q: 3 clusters Score -1007620 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -1007620.500000 Penalty: 4621.919922 Iteration 57Q: 3 clusters Score -1007620 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 6187 members Entering Unmasked Estep Score: -1007622.750000 Penalty: 4621.919922 Iteration 58Q: 3 clusters Score -1007623 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 6174 members Entering Unmasked Estep Score: -1007625.187500 Penalty: 4621.919922 Iteration 59Q: 3 clusters Score -1007625 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -1007629.562500 Penalty: 4621.919922 Iteration 60F: 3 clusters Score -1007630 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -1007628.625000 Penalty: 4621.919922 Iteration 61Q: 3 clusters Score -1007629 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -1007631.375000 Penalty: 4621.919922 Iteration 62Q: 3 clusters Score -1007631 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -1007636.812500 Penalty: 4621.919922 Iteration 63Q: 3 clusters Score -1007637 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 6105 members Entering Unmasked Estep Score: -1007636.625000 Penalty: 4621.919922 Iteration 64Q: 3 clusters Score -1007637 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5045 members Mstep: Class 2 contains 6096 members Entering Unmasked Estep Score: -1007638.312500 Penalty: 4621.919922 Iteration 65Q: 3 clusters Score -1007638 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 6084 members Entering Unmasked Estep Score: -1007641.000000 Penalty: 4621.919922 Iteration 66Q: 3 clusters Score -1007641 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 6073 members Entering Unmasked Estep Score: -1007640.000000 Penalty: 4621.919922 Iteration 67Q: 3 clusters Score -1007640 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 6061 members Entering Unmasked Estep Score: -1007647.562500 Penalty: 4621.919922 Iteration 68Q: 3 clusters Score -1007648 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -1007647.687500 Penalty: 4621.919922 Iteration 69Q: 3 clusters Score -1007648 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5109 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -1007648.437500 Penalty: 4621.919922 Iteration 70Q: 3 clusters Score 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clusters Score -1007659 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -1007658.812500 Penalty: 4621.919922 Iteration 75Q: 3 clusters Score -1007659 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5198 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -1007663.500000 Penalty: 4621.919922 Iteration 76Q: 3 clusters Score -1007664 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -1007666.312500 Penalty: 4621.919922 Iteration 77Q: 3 clusters Score -1007666 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 5910 members Entering Unmasked Estep Score: -1007669.375000 Penalty: 4621.919922 Iteration 78Q: 3 clusters Score -1007669 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -1007673.125000 Penalty: 4621.919922 Iteration 79Q: 3 clusters Score -1007673 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -1007673.312500 Penalty: 4621.919922 Iteration 80F: 3 clusters Score -1007673 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 5858 members Entering Unmasked Estep Score: -1007676.187500 Penalty: 4621.919922 Iteration 81Q: 3 clusters Score -1007676 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -1007682.375000 Penalty: 4621.919922 Iteration 82Q: 3 clusters Score -1007682 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -1007686.437500 Penalty: 4621.919922 Iteration 83Q: 3 clusters Score -1007686 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -1007685.687500 Penalty: 4621.919922 Iteration 84Q: 3 clusters Score -1007686 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 5779 members Entering Unmasked Estep Score: -1007690.687500 Penalty: 4621.919922 Iteration 85Q: 3 clusters Score -1007691 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5375 members Mstep: Class 2 contains 5766 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1007694.000000 Penalty: 4621.919922 Iteration 94Q: 3 clusters Score -1007694 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 5723 members Entering Unmasked Estep Score: -1007695.000000 Penalty: 4621.919922 Iteration 95Q: 3 clusters Score -1007695 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -1007694.687500 Penalty: 4621.919922 Iteration 96Q: 3 clusters Score -1007695 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5424 members Mstep: Class 2 contains 5717 members Entering Unmasked Estep Score: -1007695.750000 Penalty: 4621.919922 Iteration 97Q: 3 clusters Score -1007696 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -1007697.812500 Penalty: 4621.919922 Iteration 98Q: 3 clusters Score -1007698 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -1007696.500000 Penalty: 4621.919922 Iteration 99Q: 3 clusters Score -1007696 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 5709 members Entering Unmasked Estep Score: -1007699.125000 Penalty: 4621.919922 Iteration 100F: 3 clusters Score -1007699 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -1007698.437500 Penalty: 4621.919922 Iteration 101Q: 3 clusters Score -1007698 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -1007698.875000 Penalty: 4621.919922 Iteration 102Q: 3 clusters Score -1007699 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -1007698.812500 Penalty: 4621.919922 Iteration 103Q: 3 clusters Score -1007699 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 5698 members Entering Unmasked Estep Score: -1007698.875000 Penalty: 4621.919922 Iteration 104Q: 3 clusters Score -1007699 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5445 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -1007697.937500 Penalty: 4621.919922 Iteration 105Q: 3 clusters Score -1007698 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5445 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -1007697.937500 Penalty: 4621.919922 Iteration 106F: 3 clusters Score -1007698 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (447 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Entering Unmasked Estep Score: -29681.708984 Penalty: 1513.434570 Iteration 0F: 2 clusters Score -29681.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -28352.316406 Penalty: 3026.869141 Iteration 0F: 3 clusters Score -28352.32 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -28579.941406 Penalty: 3026.869141 Iteration 1F: 3 clusters Score -28579.94 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -28671.187500 Penalty: 3026.869141 Iteration 2F: 3 clusters Score -28671.19 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -28764.250000 Penalty: 3026.869141 Iteration 3F: 3 clusters Score -28764.25 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -28863.152344 Penalty: 3026.869141 Iteration 4F: 3 clusters Score -28863.15 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -28928.685547 Penalty: 3026.869141 Iteration 5Q: 3 clusters Score -28928.69 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -29009.529297 Penalty: 3026.869141 Iteration 6Q: 3 clusters Score -29009.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -29066.888672 Penalty: 3026.869141 Iteration 7Q: 3 clusters Score -29066.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -29108.488281 Penalty: 3026.869141 Iteration 8Q: 3 clusters Score -29108.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -29117.906250 Penalty: 3026.869141 Iteration 9Q: 3 clusters Score -29117.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -29131.962891 Penalty: 3026.869141 Iteration 10Q: 3 clusters Score -29131.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -29134.001953 Penalty: 3026.869141 Iteration 11Q: 3 clusters Score -29134 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -29137.703125 Penalty: 3026.869141 Iteration 12Q: 3 clusters Score -29137.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -29137.703125 Penalty: 3026.869141 Iteration 13F: 3 clusters Score -29137.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (17128 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17128 members Entering Unmasked Estep Score: -1400549.375000 Penalty: 2417.620605 Iteration 0F: 2 clusters Score -1400549 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8545 members Mstep: Class 2 contains 8583 members Entering Unmasked Estep Score: -1388354.125000 Penalty: 4835.241211 Iteration 0F: 3 clusters Score -1388354 nChanged 7495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8538 members Mstep: Class 2 contains 8590 members Entering Unmasked Estep Score: -1392543.375000 Penalty: 4835.241211 Iteration 1F: 3 clusters Score -1392543 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8572 members Mstep: Class 2 contains 8556 members Entering Unmasked Estep Score: -1393068.625000 Penalty: 4835.241211 Iteration 2F: 3 clusters Score -1393069 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8572 members Mstep: Class 2 contains 8556 members Entering Unmasked Estep Score: -1393534.750000 Penalty: 4835.241211 Iteration 3F: 3 clusters Score -1393535 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8595 members Mstep: Class 2 contains 8533 members Entering Unmasked Estep Score: -1393958.750000 Penalty: 4835.241211 Iteration 4F: 3 clusters Score -1393959 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8621 members Mstep: Class 2 contains 8507 members Entering Unmasked Estep Score: -1394431.000000 Penalty: 4835.241211 Iteration 5Q: 3 clusters Score -1394431 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 8479 members Entering Unmasked Estep Score: -1394968.625000 Penalty: 4835.241211 Iteration 6F: 3 clusters Score -1394969 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8719 members Mstep: Class 2 contains 8409 members Entering Unmasked Estep Score: -1395579.625000 Penalty: 4835.241211 Iteration 7F: 3 clusters Score -1395580 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8830 members Mstep: Class 2 contains 8298 members Entering Unmasked Estep Score: -1396093.000000 Penalty: 4835.241211 Iteration 8F: 3 clusters Score -1396093 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9008 members Mstep: Class 2 contains 8120 members Entering Unmasked Estep Score: -1396486.500000 Penalty: 4835.241211 Iteration 9Q: 3 clusters Score -1396486 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9163 members Mstep: Class 2 contains 7965 members Entering Unmasked Estep Score: -1396796.875000 Penalty: 4835.241211 Iteration 10Q: 3 clusters Score -1396797 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9308 members Mstep: Class 2 contains 7820 members Entering Unmasked Estep Score: -1397019.250000 Penalty: 4835.241211 Iteration 11Q: 3 clusters Score -1397019 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9460 members Mstep: Class 2 contains 7668 members Entering Unmasked Estep Score: -1397198.000000 Penalty: 4835.241211 Iteration 12Q: 3 clusters Score -1397198 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9613 members Mstep: Class 2 contains 7515 members Entering Unmasked Estep Score: -1397335.500000 Penalty: 4835.241211 Iteration 13Q: 3 clusters Score -1397336 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9756 members Mstep: Class 2 contains 7372 members Entering Unmasked Estep Score: -1397429.625000 Penalty: 4835.241211 Iteration 14Q: 3 clusters Score -1397430 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9890 members Mstep: Class 2 contains 7238 members Entering Unmasked Estep Score: -1397504.875000 Penalty: 4835.241211 Iteration 15Q: 3 clusters Score -1397505 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10018 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -1397566.625000 Penalty: 4835.241211 Iteration 16Q: 3 clusters Score -1397567 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10140 members Mstep: Class 2 contains 6988 members Entering Unmasked Estep Score: -1397621.875000 Penalty: 4835.241211 Iteration 17Q: 3 clusters Score -1397622 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10289 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -1397688.625000 Penalty: 4835.241211 Iteration 18Q: 3 clusters Score -1397689 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10438 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -1397746.750000 Penalty: 4835.241211 Iteration 19Q: 3 clusters Score -1397747 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10599 members Mstep: Class 2 contains 6529 members Entering Unmasked Estep Score: -1397804.125000 Penalty: 4835.241211 Iteration 20F: 3 clusters Score -1397804 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10769 members Mstep: Class 2 contains 6359 members Entering Unmasked Estep Score: -1397860.125000 Penalty: 4835.241211 Iteration 21Q: 3 clusters Score -1397860 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10938 members Mstep: Class 2 contains 6190 members Entering Unmasked Estep Score: -1397914.250000 Penalty: 4835.241211 Iteration 22Q: 3 clusters Score -1397914 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11080 members Mstep: Class 2 contains 6048 members Entering Unmasked Estep Score: -1397964.125000 Penalty: 4835.241211 Iteration 23Q: 3 clusters Score -1397964 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11241 members Mstep: Class 2 contains 5887 members Entering Unmasked Estep Score: -1398013.125000 Penalty: 4835.241211 Iteration 24Q: 3 clusters Score -1398013 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11393 members Mstep: Class 2 contains 5735 members Entering Unmasked Estep Score: -1398051.250000 Penalty: 4835.241211 Iteration 25Q: 3 clusters Score -1398051 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11544 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -1398091.000000 Penalty: 4835.241211 Iteration 26Q: 3 clusters Score -1398091 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -1398138.375000 Penalty: 4835.241211 Iteration 27Q: 3 clusters Score -1398138 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11892 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -1398189.375000 Penalty: 4835.241211 Iteration 28Q: 3 clusters Score -1398189 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12069 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -1398239.375000 Penalty: 4835.241211 Iteration 29Q: 3 clusters Score -1398239 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12246 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -1398275.875000 Penalty: 4835.241211 Iteration 30Q: 3 clusters Score -1398276 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12407 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -1398326.250000 Penalty: 4835.241211 Iteration 31Q: 3 clusters Score -1398326 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12604 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -1398386.875000 Penalty: 4835.241211 Iteration 32Q: 3 clusters Score -1398387 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12814 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -1398458.125000 Penalty: 4835.241211 Iteration 33Q: 3 clusters Score -1398458 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13043 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -1398562.625000 Penalty: 4835.241211 Iteration 34Q: 3 clusters Score -1398563 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13250 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1398661.875000 Penalty: 4835.241211 Iteration 35Q: 3 clusters Score -1398662 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13451 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -1398784.875000 Penalty: 4835.241211 Iteration 36Q: 3 clusters Score -1398785 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13673 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -1398935.250000 Penalty: 4835.241211 Iteration 37Q: 3 clusters Score -1398935 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13879 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -1399074.250000 Penalty: 4835.241211 Iteration 38Q: 3 clusters Score -1399074 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14022 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -1399161.375000 Penalty: 4835.241211 Iteration 39Q: 3 clusters Score -1399161 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14150 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -1399226.500000 Penalty: 4835.241211 Iteration 40F: 3 clusters Score -1399226 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14255 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -1399277.250000 Penalty: 4835.241211 Iteration 41Q: 3 clusters Score -1399277 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14339 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -1399311.625000 Penalty: 4835.241211 Iteration 42Q: 3 clusters Score -1399312 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14411 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -1399337.500000 Penalty: 4835.241211 Iteration 43Q: 3 clusters Score -1399338 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14466 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -1399347.625000 Penalty: 4835.241211 Iteration 44Q: 3 clusters Score -1399348 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14509 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -1399358.500000 Penalty: 4835.241211 Iteration 45Q: 3 clusters Score -1399358 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14546 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -1399364.500000 Penalty: 4835.241211 Iteration 46Q: 3 clusters Score -1399364 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14577 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -1399369.125000 Penalty: 4835.241211 Iteration 47Q: 3 clusters Score -1399369 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14605 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -1399379.625000 Penalty: 4835.241211 Iteration 48Q: 3 clusters Score -1399380 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14629 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -1399387.375000 Penalty: 4835.241211 Iteration 49Q: 3 clusters Score -1399387 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14651 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -1399392.375000 Penalty: 4835.241211 Iteration 50Q: 3 clusters Score -1399392 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14671 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -1399395.875000 Penalty: 4835.241211 Iteration 51Q: 3 clusters Score -1399396 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14696 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -1399400.500000 Penalty: 4835.241211 Iteration 52Q: 3 clusters Score -1399400 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14715 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -1399405.000000 Penalty: 4835.241211 Iteration 53Q: 3 clusters Score -1399405 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14737 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -1399411.875000 Penalty: 4835.241211 Iteration 54Q: 3 clusters Score -1399412 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14764 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -1399418.375000 Penalty: 4835.241211 Iteration 55Q: 3 clusters Score -1399418 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14786 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -1399424.375000 Penalty: 4835.241211 Iteration 56Q: 3 clusters Score -1399424 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14807 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -1399426.750000 Penalty: 4835.241211 Iteration 57Q: 3 clusters Score -1399427 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14827 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -1399435.000000 Penalty: 4835.241211 Iteration 58Q: 3 clusters Score -1399435 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14849 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -1399441.500000 Penalty: 4835.241211 Iteration 59Q: 3 clusters Score -1399442 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14864 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -1399445.750000 Penalty: 4835.241211 Iteration 60F: 3 clusters Score -1399446 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14875 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -1399447.125000 Penalty: 4835.241211 Iteration 61Q: 3 clusters Score -1399447 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14888 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -1399449.750000 Penalty: 4835.241211 Iteration 62Q: 3 clusters Score -1399450 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14905 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -1399457.125000 Penalty: 4835.241211 Iteration 63Q: 3 clusters Score -1399457 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14918 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -1399460.125000 Penalty: 4835.241211 Iteration 64Q: 3 clusters Score -1399460 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14936 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -1399460.625000 Penalty: 4835.241211 Iteration 65Q: 3 clusters Score -1399461 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14951 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1399488.375000 Penalty: 4835.241211 Iteration 70Q: 3 clusters Score -1399488 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15044 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -1399487.375000 Penalty: 4835.241211 Iteration 71Q: 3 clusters Score -1399487 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15058 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -1399494.125000 Penalty: 4835.241211 Iteration 72Q: 3 clusters Score -1399494 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15070 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -1399496.500000 Penalty: 4835.241211 Iteration 73Q: 3 clusters Score -1399496 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15081 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -1399499.250000 Penalty: 4835.241211 Iteration 74Q: 3 clusters Score -1399499 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15093 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -1399497.625000 Penalty: 4835.241211 Iteration 75Q: 3 clusters Score -1399498 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15103 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -1399496.500000 Penalty: 4835.241211 Iteration 76Q: 3 clusters Score -1399496 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15116 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -1399507.000000 Penalty: 4835.241211 Iteration 77Q: 3 clusters Score -1399507 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15129 members Mstep: Class 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contains 15210 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -1399537.250000 Penalty: 4835.241211 Iteration 86Q: 3 clusters Score -1399537 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15218 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -1399544.000000 Penalty: 4835.241211 Iteration 87Q: 3 clusters Score -1399544 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15224 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -1399546.375000 Penalty: 4835.241211 Iteration 88Q: 3 clusters Score -1399546 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15230 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -1399549.750000 Penalty: 4835.241211 Iteration 89Q: 3 clusters Score -1399550 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15238 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -1399555.750000 Penalty: 4835.241211 Iteration 90Q: 3 clusters Score -1399556 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15247 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -1399554.875000 Penalty: 4835.241211 Iteration 91Q: 3 clusters Score -1399555 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15258 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -1399555.375000 Penalty: 4835.241211 Iteration 92Q: 3 clusters Score -1399555 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15261 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -1399558.125000 Penalty: 4835.241211 Iteration 93Q: 3 clusters Score -1399558 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15267 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -1399556.250000 Penalty: 4835.241211 Iteration 94Q: 3 clusters Score -1399556 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15271 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -1399560.000000 Penalty: 4835.241211 Iteration 95Q: 3 clusters Score -1399560 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15272 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -1399562.000000 Penalty: 4835.241211 Iteration 96Q: 3 clusters Score -1399562 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15275 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -1399563.000000 Penalty: 4835.241211 Iteration 97Q: 3 clusters Score -1399563 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15279 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -1399565.500000 Penalty: 4835.241211 Iteration 98Q: 3 clusters Score -1399566 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15285 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -1399564.625000 Penalty: 4835.241211 Iteration 99Q: 3 clusters Score -1399565 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15290 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -1399565.125000 Penalty: 4835.241211 Iteration 100F: 3 clusters Score -1399565 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15294 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -1399568.250000 Penalty: 4835.241211 Iteration 101Q: 3 clusters Score -1399568 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15301 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -1399569.875000 Penalty: 4835.241211 Iteration 102Q: 3 clusters Score -1399570 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15307 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -1399574.125000 Penalty: 4835.241211 Iteration 103Q: 3 clusters Score -1399574 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15313 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -1399575.375000 Penalty: 4835.241211 Iteration 104Q: 3 clusters Score -1399575 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15317 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -1399573.250000 Penalty: 4835.241211 Iteration 105Q: 3 clusters Score -1399573 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15317 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -1399573.250000 Penalty: 4835.241211 Iteration 106F: 3 clusters Score -1399573 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12446 members Entering Unmasked Estep Score: -1141045.000000 Penalty: 2338.430176 Iteration 0F: 2 clusters Score -1141045 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 6294 members Entering Unmasked Estep Score: -1131952.125000 Penalty: 4676.860352 Iteration 0F: 3 clusters Score -1131952 nChanged 5203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5895 members Mstep: Class 2 contains 6551 members Entering Unmasked Estep Score: -1134747.250000 Penalty: 4676.860352 Iteration 1F: 3 clusters Score -1134747 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5720 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -1135085.500000 Penalty: 4676.860352 Iteration 2F: 3 clusters Score -1135086 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 6902 members Entering Unmasked Estep Score: -1135344.000000 Penalty: 4676.860352 Iteration 3F: 3 clusters Score -1135344 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 7130 members Entering Unmasked Estep Score: -1135575.000000 Penalty: 4676.860352 Iteration 4Q: 3 clusters Score -1135575 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 7411 members Entering Unmasked Estep Score: -1135816.000000 Penalty: 4676.860352 Iteration 5Q: 3 clusters Score -1135816 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -1136092.375000 Penalty: 4676.860352 Iteration 6Q: 3 clusters Score -1136092 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 8220 members Entering Unmasked Estep Score: -1136427.375000 Penalty: 4676.860352 Iteration 7Q: 3 clusters Score -1136427 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 8749 members Entering Unmasked Estep Score: -1136838.375000 Penalty: 4676.860352 Iteration 8F: 3 clusters Score -1136838 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 9326 members Entering Unmasked Estep Score: -1137307.875000 Penalty: 4676.860352 Iteration 9F: 3 clusters Score -1137308 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 9840 members Entering Unmasked Estep Score: -1137744.250000 Penalty: 4676.860352 Iteration 10Q: 3 clusters Score -1137744 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 10275 members Entering Unmasked Estep Score: -1138116.125000 Penalty: 4676.860352 Iteration 11Q: 3 clusters Score -1138116 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 10617 members Entering Unmasked Estep Score: -1138404.750000 Penalty: 4676.860352 Iteration 12Q: 3 clusters Score -1138405 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 10903 members Entering Unmasked Estep Score: -1138630.875000 Penalty: 4676.860352 Iteration 13Q: 3 clusters Score -1138631 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 11096 members Entering Unmasked Estep Score: -1138774.125000 Penalty: 4676.860352 Iteration 14Q: 3 clusters Score -1138774 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 11235 members Entering Unmasked Estep Score: -1138878.250000 Penalty: 4676.860352 Iteration 15Q: 3 clusters Score -1138878 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 11336 members Entering Unmasked Estep Score: -1138942.875000 Penalty: 4676.860352 Iteration 16Q: 3 clusters Score -1138943 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 11413 members Entering Unmasked Estep Score: -1139000.250000 Penalty: 4676.860352 Iteration 17Q: 3 clusters Score -1139000 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 11468 members Entering Unmasked Estep Score: -1139048.500000 Penalty: 4676.860352 Iteration 18Q: 3 clusters Score -1139048 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 11522 members Entering Unmasked Estep Score: -1139093.125000 Penalty: 4676.860352 Iteration 19Q: 3 clusters Score -1139093 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 11561 members Entering Unmasked Estep Score: -1139125.500000 Penalty: 4676.860352 Iteration 20F: 3 clusters Score -1139126 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 11594 members Entering Unmasked Estep Score: -1139149.625000 Penalty: 4676.860352 Iteration 21Q: 3 clusters Score -1139150 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 11618 members Entering Unmasked Estep Score: -1139165.500000 Penalty: 4676.860352 Iteration 22Q: 3 clusters Score -1139166 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 11637 members Entering Unmasked Estep Score: -1139178.875000 Penalty: 4676.860352 Iteration 23Q: 3 clusters Score -1139179 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 11647 members Entering Unmasked Estep Score: -1139188.500000 Penalty: 4676.860352 Iteration 24Q: 3 clusters Score -1139188 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 11655 members Entering Unmasked Estep Score: -1139206.375000 Penalty: 4676.860352 Iteration 25Q: 3 clusters Score -1139206 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 11661 members Entering Unmasked Estep Score: -1139217.625000 Penalty: 4676.860352 Iteration 26Q: 3 clusters Score -1139218 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 11669 members Entering Unmasked Estep Score: -1139229.625000 Penalty: 4676.860352 Iteration 27Q: 3 clusters Score -1139230 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 11675 members Entering Unmasked Estep Score: -1139232.875000 Penalty: 4676.860352 Iteration 28Q: 3 clusters Score -1139233 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 11684 members Entering Unmasked Estep Score: -1139244.750000 Penalty: 4676.860352 Iteration 29Q: 3 clusters Score -1139245 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 11689 members Entering Unmasked Estep Score: -1139250.125000 Penalty: 4676.860352 Iteration 30Q: 3 clusters Score -1139250 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 11687 members Entering Unmasked Estep Score: -1139253.500000 Penalty: 4676.860352 Iteration 31Q: 3 clusters Score -1139254 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 11693 members Entering Unmasked Estep Score: -1139259.125000 Penalty: 4676.860352 Iteration 32Q: 3 clusters Score -1139259 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 11699 members Entering Unmasked Estep Score: -1139265.750000 Penalty: 4676.860352 Iteration 33Q: 3 clusters Score -1139266 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 11702 members Entering Unmasked Estep Score: -1139269.875000 Penalty: 4676.860352 Iteration 34Q: 3 clusters Score -1139270 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 11702 members Entering Unmasked Estep Score: -1139269.875000 Penalty: 4676.860352 Iteration 35Q: 3 clusters Score -1139270 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 11703 members Entering Unmasked Estep Score: -1139271.750000 Penalty: 4676.860352 Iteration 36Q: 3 clusters Score -1139272 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 11703 members Entering Unmasked Estep Score: -1139271.750000 Penalty: 4676.860352 Iteration 37F: 3 clusters Score -1139272 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (13302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13302 members Entering Unmasked Estep Score: -1216877.375000 Penalty: 2354.926025 Iteration 0F: 2 clusters Score -1216877 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 6608 members Entering Unmasked Estep Score: -1207219.125000 Penalty: 4709.852051 Iteration 0F: 3 clusters Score -1207219 nChanged 5647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 6745 members Entering Unmasked Estep Score: -1210457.000000 Penalty: 4709.852051 Iteration 1F: 3 clusters Score -1210457 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 7103 members Entering Unmasked Estep Score: -1211346.000000 Penalty: 4709.852051 Iteration 2F: 3 clusters Score -1211346 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 7608 members Entering Unmasked Estep Score: -1212429.125000 Penalty: 4709.852051 Iteration 3F: 3 clusters Score -1212429 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 8182 members Entering Unmasked Estep Score: -1213441.875000 Penalty: 4709.852051 Iteration 4F: 3 clusters Score -1213442 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 8729 members Entering Unmasked Estep Score: -1214161.375000 Penalty: 4709.852051 Iteration 5F: 3 clusters Score -1214161 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 9209 members Entering Unmasked Estep Score: -1214603.625000 Penalty: 4709.852051 Iteration 6F: 3 clusters Score -1214604 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 9649 members Entering Unmasked Estep Score: -1214920.500000 Penalty: 4709.852051 Iteration 7Q: 3 clusters Score -1214920 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 10031 members Entering Unmasked Estep Score: -1215140.125000 Penalty: 4709.852051 Iteration 8Q: 3 clusters Score -1215140 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 10314 members Entering Unmasked Estep Score: -1215281.250000 Penalty: 4709.852051 Iteration 9Q: 3 clusters Score -1215281 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 10575 members Entering Unmasked Estep Score: -1215402.375000 Penalty: 4709.852051 Iteration 10Q: 3 clusters Score -1215402 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 10779 members Entering Unmasked Estep Score: -1215493.500000 Penalty: 4709.852051 Iteration 11Q: 3 clusters Score -1215494 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 10958 members Entering Unmasked Estep Score: -1215566.375000 Penalty: 4709.852051 Iteration 12Q: 3 clusters Score -1215566 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 11107 members Entering Unmasked Estep Score: -1215619.250000 Penalty: 4709.852051 Iteration 13Q: 3 clusters Score -1215619 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 11223 members Entering Unmasked Estep Score: -1215660.625000 Penalty: 4709.852051 Iteration 14Q: 3 clusters Score -1215661 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 11331 members Entering Unmasked Estep Score: -1215695.750000 Penalty: 4709.852051 Iteration 15Q: 3 clusters Score -1215696 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 11429 members Entering Unmasked Estep Score: -1215731.250000 Penalty: 4709.852051 Iteration 16Q: 3 clusters Score -1215731 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 11507 members Entering Unmasked Estep Score: -1215757.750000 Penalty: 4709.852051 Iteration 17Q: 3 clusters Score -1215758 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 11565 members Entering Unmasked Estep Score: -1215774.375000 Penalty: 4709.852051 Iteration 18Q: 3 clusters Score -1215774 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 11618 members Entering Unmasked Estep Score: -1215785.875000 Penalty: 4709.852051 Iteration 19Q: 3 clusters Score -1215786 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 11662 members Entering Unmasked Estep Score: -1215799.625000 Penalty: 4709.852051 Iteration 20F: 3 clusters Score -1215800 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 11700 members Entering Unmasked Estep Score: -1215804.375000 Penalty: 4709.852051 Iteration 21Q: 3 clusters Score -1215804 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 11730 members Entering Unmasked Estep Score: -1215816.500000 Penalty: 4709.852051 Iteration 22Q: 3 clusters Score -1215816 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 11756 members Entering Unmasked Estep Score: -1215820.250000 Penalty: 4709.852051 Iteration 23Q: 3 clusters Score -1215820 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 11779 members Entering Unmasked Estep Score: -1215827.625000 Penalty: 4709.852051 Iteration 24Q: 3 clusters Score -1215828 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 11795 members Entering Unmasked Estep Score: -1215834.375000 Penalty: 4709.852051 Iteration 25Q: 3 clusters Score -1215834 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 11814 members Entering Unmasked Estep Score: -1215837.375000 Penalty: 4709.852051 Iteration 26Q: 3 clusters Score -1215837 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 11832 members Entering Unmasked Estep Score: -1215839.250000 Penalty: 4709.852051 Iteration 27Q: 3 clusters Score -1215839 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 11853 members Entering Unmasked Estep Score: -1215845.250000 Penalty: 4709.852051 Iteration 28Q: 3 clusters Score -1215845 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 11872 members Entering Unmasked Estep Score: -1215847.000000 Penalty: 4709.852051 Iteration 29Q: 3 clusters Score -1215847 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 11887 members Entering Unmasked Estep Score: -1215855.625000 Penalty: 4709.852051 Iteration 30Q: 3 clusters Score -1215856 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 11901 members Entering Unmasked Estep Score: -1215858.375000 Penalty: 4709.852051 Iteration 31Q: 3 clusters Score -1215858 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 11912 members Entering Unmasked Estep Score: -1215858.125000 Penalty: 4709.852051 Iteration 32Q: 3 clusters Score -1215858 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 11921 members Entering Unmasked Estep Score: -1215859.625000 Penalty: 4709.852051 Iteration 33Q: 3 clusters Score -1215860 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 11929 members Entering Unmasked Estep Score: -1215864.125000 Penalty: 4709.852051 Iteration 34Q: 3 clusters Score -1215864 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 11937 members Entering Unmasked Estep Score: -1215865.750000 Penalty: 4709.852051 Iteration 35Q: 3 clusters Score -1215866 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 11949 members Entering Unmasked Estep Score: -1215867.125000 Penalty: 4709.852051 Iteration 36Q: 3 clusters Score -1215867 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 11956 members Entering Unmasked Estep Score: -1215872.000000 Penalty: 4709.852051 Iteration 37Q: 3 clusters Score -1215872 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 11963 members Entering Unmasked Estep Score: -1215872.500000 Penalty: 4709.852051 Iteration 38Q: 3 clusters Score -1215872 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 11968 members Entering Unmasked Estep Score: -1215872.625000 Penalty: 4709.852051 Iteration 39Q: 3 clusters Score -1215873 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 11970 members Entering Unmasked Estep Score: -1215875.250000 Penalty: 4709.852051 Iteration 40F: 3 clusters Score -1215875 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 11973 members Entering Unmasked Estep Score: -1215875.625000 Penalty: 4709.852051 Iteration 41Q: 3 clusters Score -1215876 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 11975 members Entering Unmasked Estep Score: -1215873.500000 Penalty: 4709.852051 Iteration 42Q: 3 clusters Score -1215874 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 11976 members Entering Unmasked Estep Score: -1215874.125000 Penalty: 4709.852051 Iteration 43Q: 3 clusters Score -1215874 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 11978 members Entering Unmasked Estep Score: -1215876.250000 Penalty: 4709.852051 Iteration 44Q: 3 clusters Score -1215876 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 11981 members Entering Unmasked Estep Score: -1215875.750000 Penalty: 4709.852051 Iteration 45Q: 3 clusters Score -1215876 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 11991 members Entering Unmasked Estep Score: -1215882.000000 Penalty: 4709.852051 Iteration 46Q: 3 clusters Score -1215882 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 12000 members Entering Unmasked Estep Score: -1215879.375000 Penalty: 4709.852051 Iteration 47Q: 3 clusters Score -1215879 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 12006 members Entering Unmasked Estep Score: -1215883.000000 Penalty: 4709.852051 Iteration 48Q: 3 clusters Score -1215883 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 12013 members Entering Unmasked Estep Score: -1215884.750000 Penalty: 4709.852051 Iteration 49Q: 3 clusters Score -1215885 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 12020 members Entering Unmasked Estep Score: -1215887.875000 Penalty: 4709.852051 Iteration 50Q: 3 clusters Score -1215888 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 12030 members Entering Unmasked Estep Score: -1215887.250000 Penalty: 4709.852051 Iteration 51Q: 3 clusters Score -1215887 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 12041 members Entering Unmasked Estep Score: -1215892.625000 Penalty: 4709.852051 Iteration 52Q: 3 clusters Score -1215893 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 12049 members Entering Unmasked Estep Score: -1215895.125000 Penalty: 4709.852051 Iteration 53Q: 3 clusters Score -1215895 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 12054 members Entering Unmasked Estep Score: -1215895.875000 Penalty: 4709.852051 Iteration 54Q: 3 clusters Score -1215896 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 12057 members Entering Unmasked Estep Score: -1215897.875000 Penalty: 4709.852051 Iteration 55Q: 3 clusters Score -1215898 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 12061 members Entering Unmasked Estep Score: -1215898.750000 Penalty: 4709.852051 Iteration 56Q: 3 clusters Score -1215899 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 12061 members Entering Unmasked Estep Score: -1215898.750000 Penalty: 4709.852051 Iteration 57F: 3 clusters Score -1215899 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Entering Unmasked Estep Score: -106332.351562 Penalty: 1776.274536 Iteration 0F: 2 clusters Score -106332.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -104203.515625 Penalty: 3552.549072 Iteration 0F: 3 clusters Score -104203.5 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -104607.773438 Penalty: 3552.549072 Iteration 1F: 3 clusters Score -104607.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -104729.039062 Penalty: 3552.549072 Iteration 2F: 3 clusters Score -104729 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -104804.937500 Penalty: 3552.549072 Iteration 3Q: 3 clusters Score -104804.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -104878.210938 Penalty: 3552.549072 Iteration 4Q: 3 clusters Score -104878.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -104984.796875 Penalty: 3552.549072 Iteration 5Q: 3 clusters Score -104984.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -105057.328125 Penalty: 3552.549072 Iteration 6Q: 3 clusters Score -105057.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -105093.859375 Penalty: 3552.549072 Iteration 7Q: 3 clusters Score -105093.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -105128.828125 Penalty: 3552.549072 Iteration 8Q: 3 clusters Score -105128.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -105158.281250 Penalty: 3552.549072 Iteration 9Q: 3 clusters Score -105158.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -105200.179688 Penalty: 3552.549072 Iteration 10Q: 3 clusters Score -105200.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -105261.570312 Penalty: 3552.549072 Iteration 11Q: 3 clusters Score -105261.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -105331.578125 Penalty: 3552.549072 Iteration 12Q: 3 clusters Score -105331.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -105461.023438 Penalty: 3552.549072 Iteration 13Q: 3 clusters Score -105461 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -105596.132812 Penalty: 3552.549072 Iteration 14Q: 3 clusters Score -105596.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -105781.632812 Penalty: 3552.549072 Iteration 15Q: 3 clusters Score -105781.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -105844.179688 Penalty: 3552.549072 Iteration 16Q: 3 clusters Score -105844.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -105898.945312 Penalty: 3552.549072 Iteration 17Q: 3 clusters Score -105898.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -105951.390625 Penalty: 3552.549072 Iteration 18Q: 3 clusters Score -105951.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -105980.476562 Penalty: 3552.549072 Iteration 19Q: 3 clusters Score -105980.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -106016.640625 Penalty: 3552.549072 Iteration 20F: 3 clusters Score -106016.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -106044.554688 Penalty: 3552.549072 Iteration 21Q: 3 clusters Score -106044.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -106070.703125 Penalty: 3552.549072 Iteration 22Q: 3 clusters Score -106070.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -106091.093750 Penalty: 3552.549072 Iteration 23Q: 3 clusters Score -106091.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -106106.054688 Penalty: 3552.549072 Iteration 24Q: 3 clusters Score -106106.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -106135.664062 Penalty: 3552.549072 Iteration 25Q: 3 clusters Score -106135.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -106148.109375 Penalty: 3552.549072 Iteration 26Q: 3 clusters Score -106148.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -106159.187500 Penalty: 3552.549072 Iteration 27Q: 3 clusters Score -106159.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -106179.914062 Penalty: 3552.549072 Iteration 28Q: 3 clusters Score -106179.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -106181.148438 Penalty: 3552.549072 Iteration 29Q: 3 clusters Score -106181.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -106181.148438 Penalty: 3552.549072 Iteration 30F: 3 clusters Score -106181.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (14327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14327 members Entering Unmasked Estep Score: -1317087.750000 Penalty: 2373.335449 Iteration 0F: 2 clusters Score -1317088 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 7231 members Entering Unmasked Estep Score: -1306719.125000 Penalty: 4746.670898 Iteration 0F: 3 clusters Score -1306719 nChanged 6161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6921 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -1309889.500000 Penalty: 4746.670898 Iteration 1F: 3 clusters Score -1309890 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6810 members Mstep: Class 2 contains 7517 members Entering Unmasked Estep Score: -1310222.375000 Penalty: 4746.670898 Iteration 2F: 3 clusters Score -1310222 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 7673 members Entering Unmasked Estep Score: -1310474.875000 Penalty: 4746.670898 Iteration 3Q: 3 clusters Score -1310475 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 7902 members Entering Unmasked Estep Score: -1310706.875000 Penalty: 4746.670898 Iteration 4Q: 3 clusters Score -1310707 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 8166 members Entering Unmasked Estep Score: -1310905.500000 Penalty: 4746.670898 Iteration 5Q: 3 clusters Score -1310906 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 8454 members Entering Unmasked Estep Score: -1311103.750000 Penalty: 4746.670898 Iteration 6Q: 3 clusters Score -1311104 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 8828 members Entering Unmasked Estep Score: -1311337.375000 Penalty: 4746.670898 Iteration 7Q: 3 clusters Score -1311337 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 9270 members Entering Unmasked Estep Score: -1311631.250000 Penalty: 4746.670898 Iteration 8Q: 3 clusters Score -1311631 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 9796 members Entering Unmasked Estep Score: -1312023.375000 Penalty: 4746.670898 Iteration 9Q: 3 clusters Score -1312023 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 10432 members Entering Unmasked Estep Score: -1312550.250000 Penalty: 4746.670898 Iteration 10Q: 3 clusters Score -1312550 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 11076 members Entering Unmasked Estep Score: -1313195.125000 Penalty: 4746.670898 Iteration 11F: 3 clusters Score -1313195 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 11610 members Entering Unmasked Estep Score: -1313830.875000 Penalty: 4746.670898 Iteration 12Q: 3 clusters Score -1313831 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 11978 members Entering Unmasked Estep Score: -1314419.625000 Penalty: 4746.670898 Iteration 13Q: 3 clusters Score -1314420 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 12165 members Entering Unmasked Estep Score: -1314848.625000 Penalty: 4746.670898 Iteration 14Q: 3 clusters Score -1314849 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 12227 members Entering Unmasked Estep Score: -1315159.875000 Penalty: 4746.670898 Iteration 15Q: 3 clusters Score -1315160 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 12190 members Entering Unmasked Estep Score: -1315331.375000 Penalty: 4746.670898 Iteration 16Q: 3 clusters Score -1315331 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 12112 members Entering Unmasked Estep Score: -1315443.625000 Penalty: 4746.670898 Iteration 17Q: 3 clusters Score -1315444 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 12013 members Entering Unmasked Estep Score: -1315534.000000 Penalty: 4746.670898 Iteration 18Q: 3 clusters Score -1315534 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 11903 members Entering Unmasked Estep Score: -1315609.125000 Penalty: 4746.670898 Iteration 19Q: 3 clusters Score -1315609 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 11801 members Entering Unmasked Estep Score: -1315664.625000 Penalty: 4746.670898 Iteration 20F: 3 clusters Score -1315665 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 11690 members Entering Unmasked Estep Score: -1315737.000000 Penalty: 4746.670898 Iteration 21Q: 3 clusters Score -1315737 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 11583 members Entering Unmasked Estep Score: -1315792.625000 Penalty: 4746.670898 Iteration 22Q: 3 clusters Score -1315793 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 11450 members Entering Unmasked Estep Score: -1315869.625000 Penalty: 4746.670898 Iteration 23Q: 3 clusters Score -1315870 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 11318 members Entering Unmasked Estep Score: -1315931.750000 Penalty: 4746.670898 Iteration 24Q: 3 clusters Score -1315932 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 11204 members Entering Unmasked Estep Score: -1315980.000000 Penalty: 4746.670898 Iteration 25Q: 3 clusters Score -1315980 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 11090 members Entering Unmasked Estep Score: -1316032.250000 Penalty: 4746.670898 Iteration 26Q: 3 clusters Score -1316032 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 10992 members Entering Unmasked Estep Score: -1316076.875000 Penalty: 4746.670898 Iteration 27Q: 3 clusters Score -1316077 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 10899 members Entering Unmasked Estep Score: -1316113.875000 Penalty: 4746.670898 Iteration 28Q: 3 clusters Score -1316114 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 10820 members Entering Unmasked Estep Score: -1316142.875000 Penalty: 4746.670898 Iteration 29Q: 3 clusters Score -1316143 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 10746 members Entering Unmasked Estep Score: -1316165.125000 Penalty: 4746.670898 Iteration 30Q: 3 clusters Score -1316165 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 10689 members Entering Unmasked Estep Score: -1316178.250000 Penalty: 4746.670898 Iteration 31Q: 3 clusters Score -1316178 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 10636 members Entering Unmasked Estep Score: -1316193.000000 Penalty: 4746.670898 Iteration 32Q: 3 clusters Score -1316193 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 10582 members Entering Unmasked Estep Score: -1316207.125000 Penalty: 4746.670898 Iteration 33Q: 3 clusters Score -1316207 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 10532 members Entering Unmasked Estep Score: -1316219.375000 Penalty: 4746.670898 Iteration 34Q: 3 clusters Score -1316219 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 10479 members Entering Unmasked Estep Score: -1316238.500000 Penalty: 4746.670898 Iteration 35Q: 3 clusters Score -1316238 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 10435 members Entering Unmasked Estep Score: -1316253.375000 Penalty: 4746.670898 Iteration 36Q: 3 clusters Score -1316253 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 10399 members Entering Unmasked Estep Score: -1316265.625000 Penalty: 4746.670898 Iteration 37Q: 3 clusters Score -1316266 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 10371 members Entering Unmasked Estep Score: -1316265.250000 Penalty: 4746.670898 Iteration 38Q: 3 clusters Score -1316265 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 10350 members Entering Unmasked Estep Score: -1316273.500000 Penalty: 4746.670898 Iteration 39Q: 3 clusters Score -1316274 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 10325 members Entering Unmasked Estep Score: -1316279.250000 Penalty: 4746.670898 Iteration 40F: 3 clusters Score -1316279 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 10304 members Entering Unmasked Estep Score: -1316285.000000 Penalty: 4746.670898 Iteration 41Q: 3 clusters Score -1316285 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 10286 members Entering Unmasked Estep Score: -1316285.750000 Penalty: 4746.670898 Iteration 42Q: 3 clusters Score -1316286 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 10276 members Entering Unmasked Estep Score: -1316287.000000 Penalty: 4746.670898 Iteration 43Q: 3 clusters Score -1316287 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 10266 members Entering Unmasked Estep Score: -1316289.125000 Penalty: 4746.670898 Iteration 44Q: 3 clusters Score -1316289 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 10261 members Entering Unmasked Estep Score: -1316288.875000 Penalty: 4746.670898 Iteration 45Q: 3 clusters Score -1316289 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 10256 members Entering Unmasked Estep Score: -1316286.375000 Penalty: 4746.670898 Iteration 46Q: 3 clusters Score -1316286 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 10252 members Entering Unmasked Estep Score: -1316290.750000 Penalty: 4746.670898 Iteration 47Q: 3 clusters Score -1316291 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 10249 members Entering Unmasked Estep Score: -1316290.500000 Penalty: 4746.670898 Iteration 48Q: 3 clusters Score -1316290 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 10248 members Entering Unmasked Estep Score: -1316290.750000 Penalty: 4746.670898 Iteration 49Q: 3 clusters Score -1316291 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 10248 members Entering Unmasked Estep Score: -1316290.750000 Penalty: 4746.670898 Iteration 50F: 3 clusters Score -1316291 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (317003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317003 members Entering Unmasked Estep Score: -28889040.000000 Penalty: 3141.333496 Iteration 0F: 2 clusters Score -2.888904e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158936 members Mstep: Class 2 contains 158067 members Entering Unmasked Estep Score: -28675788.000000 Penalty: 6282.666992 Iteration 0F: 3 clusters Score -2.867579e+07 nChanged 153785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168879 members Mstep: Class 2 contains 148124 members Entering Unmasked Estep Score: -28767630.000000 Penalty: 6282.666992 Iteration 1F: 3 clusters Score -2.876763e+07 nChanged 9341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175376 members Mstep: Class 2 contains 141627 members Entering Unmasked Estep Score: -28770358.000000 Penalty: 6282.666992 Iteration 2Q: 3 clusters Score -2.877036e+07 nChanged 12080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185788 members Mstep: Class 2 contains 131215 members Entering Unmasked Estep Score: -28774334.000000 Penalty: 6282.666992 Iteration 3Q: 3 clusters Score -2.877433e+07 nChanged 16746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201828 members Mstep: Class 2 contains 115175 members Entering Unmasked Estep Score: -28782432.000000 Penalty: 6282.666992 Iteration 4F: 3 clusters Score -2.878243e+07 nChanged 23309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224901 members Mstep: Class 2 contains 92102 members Entering Unmasked Estep Score: -28798268.000000 Penalty: 6282.666992 Iteration 5F: 3 clusters Score -2.879827e+07 nChanged 29279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254132 members Mstep: Class 2 contains 62871 members Entering Unmasked Estep Score: -28823964.000000 Penalty: 6282.666992 Iteration 6F: 3 clusters Score -2.882396e+07 nChanged 29634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283760 members Mstep: Class 2 contains 33243 members Entering Unmasked Estep Score: -28853536.000000 Penalty: 6282.666992 Iteration 7F: 3 clusters Score -2.885354e+07 nChanged 20784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304544 members Mstep: Class 2 contains 12459 members Entering Unmasked Estep Score: -28874786.000000 Penalty: 6282.666992 Iteration 8F: 3 clusters Score -2.887479e+07 nChanged 9089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313633 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -28883272.000000 Penalty: 6282.666992 Iteration 9Q: 3 clusters Score -2.888327e+07 nChanged 2514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316147 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -28885358.000000 Penalty: 6282.666992 Iteration 10Q: 3 clusters Score -2.888536e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316661 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -28885936.000000 Penalty: 6282.666992 Iteration 11Q: 3 clusters Score -2.888594e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316757 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -28886082.000000 Penalty: 6282.666992 Iteration 12Q: 3 clusters Score -2.888608e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316778 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -28886138.000000 Penalty: 6282.666992 Iteration 13Q: 3 clusters Score -2.888614e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316786 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -28886170.000000 Penalty: 6282.666992 Iteration 14Q: 3 clusters Score -2.888617e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316791 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -28886202.000000 Penalty: 6282.666992 Iteration 15Q: 3 clusters Score -2.88862e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316796 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -28886174.000000 Penalty: 6282.666992 Iteration 16Q: 3 clusters Score -2.888617e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316798 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -28886186.000000 Penalty: 6282.666992 Iteration 17Q: 3 clusters Score -2.888619e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316800 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -28886190.000000 Penalty: 6282.666992 Iteration 18Q: 3 clusters Score -2.888619e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316802 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -28886196.000000 Penalty: 6282.666992 Iteration 19Q: 3 clusters Score -2.88862e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316804 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -28886206.000000 Penalty: 6282.666992 Iteration 20F: 3 clusters Score -2.888621e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316803 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -28886226.000000 Penalty: 6282.666992 Iteration 21Q: 3 clusters Score -2.888623e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316804 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -28886230.000000 Penalty: 6282.666992 Iteration 22Q: 3 clusters Score -2.888623e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316808 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -28886242.000000 Penalty: 6282.666992 Iteration 23Q: 3 clusters Score -2.888624e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316809 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -28886238.000000 Penalty: 6282.666992 Iteration 24Q: 3 clusters Score -2.888624e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316809 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -28886238.000000 Penalty: 6282.666992 Iteration 25F: 3 clusters Score -2.888624e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (255140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255140 members Entering Unmasked Estep Score: -23154646.000000 Penalty: 3087.492920 Iteration 0F: 2 clusters Score -2.315465e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127381 members Mstep: Class 2 contains 127759 members Entering Unmasked Estep Score: -22983566.000000 Penalty: 6174.985840 Iteration 0F: 3 clusters Score -2.298357e+07 nChanged 123353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125586 members Mstep: Class 2 contains 129554 members Entering Unmasked Estep Score: -23056572.000000 Penalty: 6174.985840 Iteration 1F: 3 clusters Score -2.305657e+07 nChanged 6700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124226 members Mstep: Class 2 contains 130914 members Entering Unmasked Estep Score: -23057718.000000 Penalty: 6174.985840 Iteration 2Q: 3 clusters Score -2.305772e+07 nChanged 7008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122040 members Mstep: Class 2 contains 133100 members Entering Unmasked Estep Score: -23058964.000000 Penalty: 6174.985840 Iteration 3Q: 3 clusters Score -2.305896e+07 nChanged 7594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118628 members Mstep: Class 2 contains 136512 members Entering Unmasked Estep Score: -23061058.000000 Penalty: 6174.985840 Iteration 4Q: 3 clusters Score -2.306106e+07 nChanged 8705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113367 members Mstep: Class 2 contains 141773 members Entering Unmasked Estep Score: -23063682.000000 Penalty: 6174.985840 Iteration 5Q: 3 clusters Score -2.306368e+07 nChanged 10522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105343 members Mstep: Class 2 contains 149797 members Entering Unmasked Estep Score: -23067686.000000 Penalty: 6174.985840 Iteration 6Q: 3 clusters Score -2.306769e+07 nChanged 13314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93691 members Mstep: Class 2 contains 161449 members Entering Unmasked Estep Score: -23074686.000000 Penalty: 6174.985840 Iteration 7F: 3 clusters Score -2.307469e+07 nChanged 16527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78096 members Mstep: Class 2 contains 177044 members Entering Unmasked Estep Score: -23086320.000000 Penalty: 6174.985840 Iteration 8F: 3 clusters Score -2.308632e+07 nChanged 18650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59970 members Mstep: Class 2 contains 195170 members Entering Unmasked Estep Score: -23100972.000000 Penalty: 6174.985840 Iteration 9F: 3 clusters Score -2.310097e+07 nChanged 17986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42200 members Mstep: Class 2 contains 212940 members Entering Unmasked Estep Score: -23116252.000000 Penalty: 6174.985840 Iteration 10F: 3 clusters Score -2.311625e+07 nChanged 14522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27740 members Mstep: Class 2 contains 227400 members Entering Unmasked Estep Score: -23129154.000000 Penalty: 6174.985840 Iteration 11F: 3 clusters Score -2.312915e+07 nChanged 10510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17244 members Mstep: Class 2 contains 237896 members Entering Unmasked Estep Score: -23138162.000000 Penalty: 6174.985840 Iteration 12Q: 3 clusters Score -2.313816e+07 nChanged 6953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10303 members Mstep: Class 2 contains 244837 members Entering Unmasked Estep Score: -23144102.000000 Penalty: 6174.985840 Iteration 13Q: 3 clusters Score -2.31441e+07 nChanged 4386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Mstep: Class 2 contains 249217 members Entering Unmasked Estep Score: -23147674.000000 Penalty: 6174.985840 Iteration 14Q: 3 clusters Score -2.314767e+07 nChanged 2521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 251730 members Entering Unmasked Estep Score: -23149642.000000 Penalty: 6174.985840 Iteration 15Q: 3 clusters Score -2.314964e+07 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 253062 members Entering Unmasked Estep Score: -23150660.000000 Penalty: 6174.985840 Iteration 16Q: 3 clusters Score -2.315066e+07 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 253764 members Entering Unmasked Estep Score: -23151224.000000 Penalty: 6174.985840 Iteration 17Q: 3 clusters Score -2.315122e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 254127 members Entering Unmasked Estep Score: -23151500.000000 Penalty: 6174.985840 Iteration 18Q: 3 clusters Score -2.31515e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 254325 members Entering Unmasked Estep Score: -23151642.000000 Penalty: 6174.985840 Iteration 19Q: 3 clusters Score -2.315164e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 254441 members Entering Unmasked Estep Score: -23151692.000000 Penalty: 6174.985840 Iteration 20F: 3 clusters Score -2.315169e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 254512 members Entering Unmasked Estep Score: -23151742.000000 Penalty: 6174.985840 Iteration 21Q: 3 clusters Score -2.315174e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 254562 members Entering Unmasked Estep Score: -23151766.000000 Penalty: 6174.985840 Iteration 22Q: 3 clusters Score -2.315177e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 254594 members Entering Unmasked Estep Score: -23151802.000000 Penalty: 6174.985840 Iteration 23Q: 3 clusters Score -2.31518e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 254611 members Entering Unmasked Estep Score: -23151790.000000 Penalty: 6174.985840 Iteration 24Q: 3 clusters Score -2.315179e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 254626 members Entering Unmasked Estep Score: -23151834.000000 Penalty: 6174.985840 Iteration 25Q: 3 clusters Score -2.315183e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 254636 members Entering Unmasked Estep Score: -23151858.000000 Penalty: 6174.985840 Iteration 26Q: 3 clusters Score -2.315186e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 254646 members Entering Unmasked Estep Score: -23151862.000000 Penalty: 6174.985840 Iteration 27Q: 3 clusters Score -2.315186e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 254650 members Entering Unmasked Estep Score: -23151864.000000 Penalty: 6174.985840 Iteration 28Q: 3 clusters Score -2.315186e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 254652 members Entering Unmasked Estep Score: -23151880.000000 Penalty: 6174.985840 Iteration 29Q: 3 clusters Score -2.315188e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 254661 members Entering Unmasked Estep Score: -23151896.000000 Penalty: 6174.985840 Iteration 30Q: 3 clusters Score -2.31519e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 254670 members Entering Unmasked Estep Score: -23151904.000000 Penalty: 6174.985840 Iteration 31Q: 3 clusters Score -2.31519e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 254673 members Entering Unmasked Estep Score: -23151932.000000 Penalty: 6174.985840 Iteration 32Q: 3 clusters Score -2.315193e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 254670 members Entering Unmasked Estep Score: -23151920.000000 Penalty: 6174.985840 Iteration 33Q: 3 clusters Score -2.315192e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 254673 members Entering Unmasked Estep Score: -23151938.000000 Penalty: 6174.985840 Iteration 34Q: 3 clusters Score -2.315194e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 254675 members Entering Unmasked Estep Score: -23151934.000000 Penalty: 6174.985840 Iteration 35Q: 3 clusters Score -2.315193e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 254679 members Entering Unmasked Estep Score: -23151934.000000 Penalty: 6174.985840 Iteration 36Q: 3 clusters Score -2.315193e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 254679 members Entering Unmasked Estep Score: -23151934.000000 Penalty: 6174.985840 Iteration 37Q: 3 clusters Score -2.315193e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 254681 members Entering Unmasked Estep Score: -23151952.000000 Penalty: 6174.985840 Iteration 38Q: 3 clusters Score -2.315195e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 254682 members Entering Unmasked Estep Score: -23151962.000000 Penalty: 6174.985840 Iteration 39Q: 3 clusters Score -2.315196e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 254682 members Entering Unmasked Estep Score: -23151958.000000 Penalty: 6174.985840 Iteration 40F: 3 clusters Score -2.315196e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 254684 members Entering Unmasked Estep Score: -23151944.000000 Penalty: 6174.985840 Iteration 41Q: 3 clusters Score -2.315194e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 254688 members Entering Unmasked Estep Score: -23151944.000000 Penalty: 6174.985840 Iteration 42Q: 3 clusters Score -2.315194e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 254691 members Entering Unmasked Estep Score: -23151948.000000 Penalty: 6174.985840 Iteration 43Q: 3 clusters Score -2.315195e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 254695 members Entering Unmasked Estep Score: -23151946.000000 Penalty: 6174.985840 Iteration 44Q: 3 clusters Score -2.315195e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 254701 members Entering Unmasked Estep Score: -23151914.000000 Penalty: 6174.985840 Iteration 45Q: 3 clusters Score -2.315191e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 254703 members Entering Unmasked Estep Score: -23151926.000000 Penalty: 6174.985840 Iteration 46Q: 3 clusters Score -2.315193e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 254704 members Entering Unmasked Estep Score: -23151934.000000 Penalty: 6174.985840 Iteration 47Q: 3 clusters Score -2.315193e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 254705 members Entering Unmasked Estep Score: -23151942.000000 Penalty: 6174.985840 Iteration 48Q: 3 clusters Score -2.315194e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 254705 members Entering Unmasked Estep Score: -23151942.000000 Penalty: 6174.985840 Iteration 49F: 3 clusters Score -2.315194e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (7801 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7801 members Entering Unmasked Estep Score: -708253.562500 Penalty: 2222.577881 Iteration 0F: 2 clusters Score -708253.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -701969.250000 Penalty: 4445.155762 Iteration 0F: 3 clusters Score -701969.2 nChanged 3169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -703636.312500 Penalty: 4445.155762 Iteration 1F: 3 clusters Score -703636.3 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -703906.625000 Penalty: 4445.155762 Iteration 2F: 3 clusters Score -703906.6 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -704125.375000 Penalty: 4445.155762 Iteration 3F: 3 clusters Score -704125.4 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -704367.375000 Penalty: 4445.155762 Iteration 4Q: 3 clusters Score -704367.4 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -704682.125000 Penalty: 4445.155762 Iteration 5F: 3 clusters Score -704682.1 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -705055.625000 Penalty: 4445.155762 Iteration 6F: 3 clusters Score -705055.6 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -705406.062500 Penalty: 4445.155762 Iteration 7F: 3 clusters Score -705406.1 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -705735.000000 Penalty: 4445.155762 Iteration 8F: 3 clusters Score -705735 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 5348 members Entering Unmasked Estep Score: -706046.250000 Penalty: 4445.155762 Iteration 9F: 3 clusters Score -706046.2 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -706296.937500 Penalty: 4445.155762 Iteration 10Q: 3 clusters Score -706296.9 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -706467.562500 Penalty: 4445.155762 Iteration 11Q: 3 clusters Score -706467.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -706565.187500 Penalty: 4445.155762 Iteration 12Q: 3 clusters Score -706565.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -706623.000000 Penalty: 4445.155762 Iteration 13Q: 3 clusters Score -706623 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 5867 members Entering Unmasked Estep Score: -706664.937500 Penalty: 4445.155762 Iteration 14Q: 3 clusters Score -706664.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 5911 members Entering Unmasked Estep Score: -706692.750000 Penalty: 4445.155762 Iteration 15Q: 3 clusters Score -706692.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -706718.250000 Penalty: 4445.155762 Iteration 16Q: 3 clusters Score -706718.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 5978 members Entering Unmasked Estep Score: -706733.687500 Penalty: 4445.155762 Iteration 17Q: 3 clusters Score -706733.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 6000 members Entering Unmasked Estep Score: -706748.000000 Penalty: 4445.155762 Iteration 18Q: 3 clusters Score -706748 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -706759.937500 Penalty: 4445.155762 Iteration 19Q: 3 clusters Score -706759.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -706766.937500 Penalty: 4445.155762 Iteration 20F: 3 clusters Score -706766.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 6048 members Entering Unmasked Estep Score: -706773.875000 Penalty: 4445.155762 Iteration 21Q: 3 clusters Score -706773.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -706786.312500 Penalty: 4445.155762 Iteration 22Q: 3 clusters Score -706786.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -706794.625000 Penalty: 4445.155762 Iteration 23Q: 3 clusters Score -706794.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 6096 members Entering Unmasked Estep Score: -706798.562500 Penalty: 4445.155762 Iteration 24Q: 3 clusters Score -706798.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 6107 members Entering Unmasked Estep Score: -706805.375000 Penalty: 4445.155762 Iteration 25Q: 3 clusters Score -706805.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -706809.312500 Penalty: 4445.155762 Iteration 26Q: 3 clusters Score -706809.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -706813.062500 Penalty: 4445.155762 Iteration 27Q: 3 clusters Score -706813.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 6128 members Entering Unmasked Estep Score: -706815.500000 Penalty: 4445.155762 Iteration 28Q: 3 clusters Score -706815.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -706815.312500 Penalty: 4445.155762 Iteration 29Q: 3 clusters Score -706815.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 6132 members Entering Unmasked Estep Score: -706816.687500 Penalty: 4445.155762 Iteration 30Q: 3 clusters Score -706816.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -706821.750000 Penalty: 4445.155762 Iteration 31Q: 3 clusters Score -706821.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -706824.125000 Penalty: 4445.155762 Iteration 32Q: 3 clusters Score -706824.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -706823.625000 Penalty: 4445.155762 Iteration 33Q: 3 clusters Score -706823.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 6153 members Entering Unmasked Estep Score: -706826.687500 Penalty: 4445.155762 Iteration 34Q: 3 clusters Score -706826.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 6156 members Entering Unmasked Estep Score: -706826.125000 Penalty: 4445.155762 Iteration 35Q: 3 clusters Score -706826.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -706827.937500 Penalty: 4445.155762 Iteration 36Q: 3 clusters Score -706827.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 6158 members Entering Unmasked Estep Score: -706828.312500 Penalty: 4445.155762 Iteration 37Q: 3 clusters Score -706828.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -706827.375000 Penalty: 4445.155762 Iteration 38Q: 3 clusters Score -706827.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 6161 members Entering Unmasked Estep Score: -706828.562500 Penalty: 4445.155762 Iteration 39Q: 3 clusters Score -706828.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 6163 members Entering Unmasked Estep Score: -706828.500000 Penalty: 4445.155762 Iteration 40F: 3 clusters Score -706828.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 6164 members Entering Unmasked Estep Score: -706828.500000 Penalty: 4445.155762 Iteration 41Q: 3 clusters Score -706828.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 6164 members Entering Unmasked Estep Score: -706828.500000 Penalty: 4445.155762 Iteration 42F: 3 clusters Score -706828.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Entering Unmasked Estep Score: -223762.921875 Penalty: 1940.660889 Iteration 0F: 2 clusters Score -223762.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -220840.031250 Penalty: 3881.321777 Iteration 0F: 3 clusters Score -220840 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -221397.562500 Penalty: 3881.321777 Iteration 1F: 3 clusters Score -221397.6 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -221551.437500 Penalty: 3881.321777 Iteration 2F: 3 clusters Score -221551.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -221620.046875 Penalty: 3881.321777 Iteration 3Q: 3 clusters Score -221620 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -221667.078125 Penalty: 3881.321777 Iteration 4Q: 3 clusters Score -221667.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -221696.531250 Penalty: 3881.321777 Iteration 5Q: 3 clusters Score -221696.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -221718.078125 Penalty: 3881.321777 Iteration 6Q: 3 clusters Score -221718.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -221732.515625 Penalty: 3881.321777 Iteration 7Q: 3 clusters Score -221732.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -221740.562500 Penalty: 3881.321777 Iteration 8Q: 3 clusters Score -221740.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -221747.250000 Penalty: 3881.321777 Iteration 9Q: 3 clusters Score -221747.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -221753.156250 Penalty: 3881.321777 Iteration 10Q: 3 clusters Score -221753.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -221755.968750 Penalty: 3881.321777 Iteration 11Q: 3 clusters Score -221756 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -221757.296875 Penalty: 3881.321777 Iteration 12Q: 3 clusters Score -221757.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -221757.296875 Penalty: 3881.321777 Iteration 13F: 3 clusters Score -221757.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Entering Unmasked Estep Score: -89438.054688 Penalty: 1725.223267 Iteration 0F: 2 clusters Score -89438.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -87456.375000 Penalty: 3450.446533 Iteration 0F: 3 clusters Score -87456.38 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -87692.343750 Penalty: 3450.446533 Iteration 1F: 3 clusters Score -87692.34 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -87752.023438 Penalty: 3450.446533 Iteration 2Q: 3 clusters Score -87752.02 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -87798.304688 Penalty: 3450.446533 Iteration 3Q: 3 clusters Score -87798.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -87827.578125 Penalty: 3450.446533 Iteration 4Q: 3 clusters Score -87827.58 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -87852.851562 Penalty: 3450.446533 Iteration 5Q: 3 clusters Score -87852.85 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -87869.070312 Penalty: 3450.446533 Iteration 6Q: 3 clusters Score -87869.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -87879.257812 Penalty: 3450.446533 Iteration 7Q: 3 clusters Score -87879.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -87883.828125 Penalty: 3450.446533 Iteration 8Q: 3 clusters Score -87883.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -87889.773438 Penalty: 3450.446533 Iteration 9Q: 3 clusters Score -87889.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -87893.070312 Penalty: 3450.446533 Iteration 10Q: 3 clusters Score -87893.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -87894.828125 Penalty: 3450.446533 Iteration 11Q: 3 clusters Score -87894.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -87896.429688 Penalty: 3450.446533 Iteration 12Q: 3 clusters Score -87896.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -87897.140625 Penalty: 3450.446533 Iteration 13Q: 3 clusters Score -87897.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -87898.796875 Penalty: 3450.446533 Iteration 14Q: 3 clusters Score -87898.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -87899.515625 Penalty: 3450.446533 Iteration 15Q: 3 clusters Score -87899.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -87899.929688 Penalty: 3450.446533 Iteration 16Q: 3 clusters Score -87899.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -87901.312500 Penalty: 3450.446533 Iteration 17Q: 3 clusters Score -87901.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -87902.023438 Penalty: 3450.446533 Iteration 18Q: 3 clusters Score -87902.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -87902.023438 Penalty: 3450.446533 Iteration 19F: 3 clusters Score -87902.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17058 members Mstep: Class 5 contains 67725 members Mstep: Class 6 contains 33154 members Mstep: Class 7 contains 11141 members Mstep: Class 8 contains 447 members Mstep: Class 9 contains 17128 members Mstep: Class 10 contains 12446 members Mstep: Class 12 contains 13302 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14327 members Mstep: Class 15 contains 317003 members Mstep: Class 17 contains 255140 members Mstep: Class 19 contains 7801 members Mstep: Class 21 contains 2503 members Mstep: Class 22 contains 1050 members Entering Unmasked Estep ConsiderDeletion Score: -68882248.000000 Penalty: 57171.062500 Iteration 119Q: 18 clusters Score -6.888225e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17050 members Mstep: Class 5 contains 67726 members Mstep: Class 6 contains 33157 members Mstep: Class 7 contains 11141 members Mstep: Class 8 contains 447 members Mstep: Class 9 contains 17128 members Mstep: Class 10 contains 12446 members Mstep: Class 12 contains 13301 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14323 members Mstep: Class 15 contains 316987 members Mstep: Class 17 contains 255164 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2504 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882200.000000 Penalty: 57171.062500 Iteration 120F: 18 clusters Score -6.88822e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17045 members Mstep: Class 5 contains 67726 members Mstep: Class 6 contains 33159 members Mstep: Class 7 contains 11141 members Mstep: Class 8 contains 448 members Mstep: Class 9 contains 17128 members Mstep: Class 10 contains 12445 members Mstep: Class 12 contains 13300 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14321 members Mstep: Class 15 contains 316966 members Mstep: Class 17 contains 255192 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2504 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882336.000000 Penalty: 57171.062500 Iteration 121Q: 18 clusters Score -6.888234e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17039 members Mstep: Class 5 contains 67726 members Mstep: Class 6 contains 33161 members Mstep: Class 7 contains 11142 members Mstep: Class 8 contains 443 members Mstep: Class 9 contains 17128 members Mstep: Class 10 contains 12442 members Mstep: Class 12 contains 13302 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14317 members Mstep: Class 15 contains 316951 members Mstep: Class 17 contains 255220 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2504 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882328.000000 Penalty: 57171.062500 Iteration 122Q: 18 clusters Score -6.888233e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17031 members Mstep: Class 5 contains 67727 members Mstep: Class 6 contains 33163 members Mstep: Class 7 contains 11142 members Mstep: Class 8 contains 442 members Mstep: Class 9 contains 17129 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13297 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14314 members Mstep: Class 15 contains 316937 members Mstep: Class 17 contains 255247 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2504 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882384.000000 Penalty: 57171.062500 Iteration 123Q: 18 clusters Score -6.888238e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17022 members Mstep: Class 5 contains 67724 members Mstep: Class 6 contains 33166 members Mstep: Class 7 contains 11142 members Mstep: Class 8 contains 441 members Mstep: Class 9 contains 17133 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13295 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14314 members Mstep: Class 15 contains 316924 members Mstep: Class 17 contains 255270 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2503 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882408.000000 Penalty: 57171.062500 Iteration 124Q: 18 clusters Score -6.888241e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17012 members Mstep: Class 5 contains 67722 members Mstep: Class 6 contains 33169 members Mstep: Class 7 contains 11141 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17139 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13296 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14314 members Mstep: Class 15 contains 316907 members Mstep: Class 17 contains 255292 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2502 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882376.000000 Penalty: 57171.062500 Iteration 125Q: 18 clusters Score -6.888238e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 17001 members Mstep: Class 5 contains 67720 members Mstep: Class 6 contains 33172 members Mstep: Class 7 contains 11141 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17142 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13294 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14312 members Mstep: Class 15 contains 316889 members Mstep: Class 17 contains 255321 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2502 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882392.000000 Penalty: 57171.062500 Iteration 126Q: 18 clusters Score -6.888239e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16995 members Mstep: Class 5 contains 67719 members Mstep: Class 6 contains 33174 members Mstep: Class 7 contains 11141 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17143 members Mstep: Class 10 contains 12442 members Mstep: Class 12 contains 13292 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14309 members Mstep: Class 15 contains 316871 members Mstep: Class 17 contains 255347 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2502 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882432.000000 Penalty: 57171.062500 Iteration 127Q: 18 clusters Score -6.888243e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16982 members Mstep: Class 5 contains 67719 members Mstep: Class 6 contains 33177 members Mstep: Class 7 contains 11141 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17145 members Mstep: Class 10 contains 12442 members Mstep: Class 12 contains 13290 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14304 members Mstep: Class 15 contains 316855 members Mstep: Class 17 contains 255378 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2502 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882416.000000 Penalty: 57171.062500 Iteration 128Q: 18 clusters Score -6.888242e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16972 members Mstep: Class 5 contains 67720 members Mstep: Class 6 contains 33176 members Mstep: Class 7 contains 11140 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17146 members Mstep: Class 10 contains 12442 members Mstep: Class 12 contains 13289 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14297 members Mstep: Class 15 contains 316838 members Mstep: Class 17 contains 255413 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2502 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882496.000000 Penalty: 57171.062500 Iteration 129Q: 18 clusters Score -6.88825e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16965 members Mstep: Class 5 contains 67720 members Mstep: Class 6 contains 33177 members Mstep: Class 7 contains 11139 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17149 members Mstep: Class 10 contains 12442 members Mstep: Class 12 contains 13287 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14289 members Mstep: Class 15 contains 316818 members Mstep: Class 17 contains 255447 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2502 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882472.000000 Penalty: 57171.062500 Iteration 130Q: 18 clusters Score -6.888247e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16962 members Mstep: Class 5 contains 67719 members Mstep: Class 6 contains 33177 members Mstep: Class 7 contains 11137 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12442 members Mstep: Class 12 contains 13286 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14280 members Mstep: Class 15 contains 316801 members Mstep: Class 17 contains 255477 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2502 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882480.000000 Penalty: 57171.062500 Iteration 131Q: 18 clusters Score -6.888248e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16958 members Mstep: Class 5 contains 67719 members Mstep: Class 6 contains 33177 members Mstep: Class 7 contains 11135 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17154 members Mstep: Class 10 contains 12442 members Mstep: Class 12 contains 13286 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14272 members Mstep: Class 15 contains 316785 members Mstep: Class 17 contains 255505 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2502 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882496.000000 Penalty: 57171.062500 Iteration 132Q: 18 clusters Score -6.88825e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16954 members Mstep: Class 5 contains 67720 members Mstep: Class 6 contains 33178 members Mstep: Class 7 contains 11134 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17153 members Mstep: Class 10 contains 12442 members Mstep: Class 12 contains 13286 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14272 members Mstep: Class 15 contains 316767 members Mstep: Class 17 contains 255527 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2502 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882480.000000 Penalty: 57171.062500 Iteration 133Q: 18 clusters Score -6.888248e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16952 members Mstep: Class 5 contains 67721 members Mstep: Class 6 contains 33180 members Mstep: Class 7 contains 11132 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17153 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13284 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14268 members Mstep: Class 15 contains 316738 members Mstep: Class 17 contains 255562 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2502 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882440.000000 Penalty: 57171.062500 Iteration 134Q: 18 clusters Score -6.888244e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16949 members Mstep: Class 5 contains 67722 members Mstep: Class 6 contains 33184 members Mstep: Class 7 contains 11129 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12444 members Mstep: Class 12 contains 13281 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14265 members Mstep: Class 15 contains 316712 members Mstep: Class 17 contains 255594 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2503 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882440.000000 Penalty: 57171.062500 Iteration 135Q: 18 clusters Score -6.888244e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16946 members Mstep: Class 5 contains 67725 members Mstep: Class 6 contains 33187 members Mstep: Class 7 contains 11127 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17151 members Mstep: Class 10 contains 12444 members Mstep: Class 12 contains 13280 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14262 members Mstep: Class 15 contains 316688 members Mstep: Class 17 contains 255621 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2504 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882448.000000 Penalty: 57171.062500 Iteration 136Q: 18 clusters Score -6.888245e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16944 members Mstep: Class 5 contains 67725 members Mstep: Class 6 contains 33187 members Mstep: Class 7 contains 11123 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17151 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13279 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14259 members Mstep: Class 15 contains 316663 members Mstep: Class 17 contains 255656 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2505 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882448.000000 Penalty: 57171.062500 Iteration 137Q: 18 clusters Score -6.888245e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16942 members Mstep: Class 5 contains 67727 members Mstep: Class 6 contains 33187 members Mstep: Class 7 contains 11119 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13278 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14257 members Mstep: Class 15 contains 316633 members Mstep: Class 17 contains 255691 members Mstep: Class 19 contains 7802 members Mstep: Class 21 contains 2506 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882432.000000 Penalty: 57171.062500 Iteration 138Q: 18 clusters Score -6.888243e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16939 members Mstep: Class 5 contains 67729 members Mstep: Class 6 contains 33188 members Mstep: Class 7 contains 11115 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17151 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13280 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14252 members Mstep: Class 15 contains 316606 members Mstep: Class 17 contains 255724 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2507 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882480.000000 Penalty: 57171.062500 Iteration 139Q: 18 clusters Score -6.888248e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16931 members Mstep: Class 5 contains 67730 members Mstep: Class 6 contains 33189 members Mstep: Class 7 contains 11114 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13278 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14249 members Mstep: Class 15 contains 316584 members Mstep: Class 17 contains 255753 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2511 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882488.000000 Penalty: 57171.062500 Iteration 140F: 18 clusters Score -6.888249e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16926 members Mstep: Class 5 contains 67731 members Mstep: Class 6 contains 33189 members Mstep: Class 7 contains 11111 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13277 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14245 members Mstep: Class 15 contains 316570 members Mstep: Class 17 contains 255778 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2512 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882512.000000 Penalty: 57171.062500 Iteration 141Q: 18 clusters Score -6.888251e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16923 members Mstep: Class 5 contains 67733 members Mstep: Class 6 contains 33190 members Mstep: Class 7 contains 11109 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17151 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13276 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14239 members Mstep: Class 15 contains 316557 members Mstep: Class 17 contains 255800 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2513 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882504.000000 Penalty: 57171.062500 Iteration 142Q: 18 clusters Score -6.88825e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16918 members Mstep: Class 5 contains 67739 members Mstep: Class 6 contains 33191 members Mstep: Class 7 contains 11106 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13276 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14234 members Mstep: Class 15 contains 316541 members Mstep: Class 17 contains 255819 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2515 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882536.000000 Penalty: 57171.062500 Iteration 143Q: 18 clusters Score -6.888254e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16910 members Mstep: Class 5 contains 67740 members Mstep: Class 6 contains 33190 members Mstep: Class 7 contains 11100 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17153 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13276 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14231 members Mstep: Class 15 contains 316531 members Mstep: Class 17 contains 255845 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2515 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882528.000000 Penalty: 57171.062500 Iteration 144Q: 18 clusters Score -6.888253e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16906 members Mstep: Class 5 contains 67740 members Mstep: Class 6 contains 33192 members Mstep: Class 7 contains 11093 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13276 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316523 members Mstep: Class 17 contains 255864 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2515 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882496.000000 Penalty: 57171.062500 Iteration 145Q: 18 clusters Score -6.88825e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16900 members Mstep: Class 5 contains 67740 members Mstep: Class 6 contains 33192 members Mstep: Class 7 contains 11085 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13276 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316516 members Mstep: Class 17 contains 255885 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2515 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882496.000000 Penalty: 57171.062500 Iteration 146Q: 18 clusters Score -6.88825e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16894 members Mstep: Class 5 contains 67740 members Mstep: Class 6 contains 33192 members Mstep: Class 7 contains 11079 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17151 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13276 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316510 members Mstep: Class 17 contains 255903 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2516 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882520.000000 Penalty: 57171.062500 Iteration 147Q: 18 clusters Score -6.888252e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16889 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33193 members Mstep: Class 7 contains 11076 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17151 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13276 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316500 members Mstep: Class 17 contains 255918 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2517 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882528.000000 Penalty: 57171.062500 Iteration 148Q: 18 clusters Score -6.888253e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16887 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33194 members Mstep: Class 7 contains 11073 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17150 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13276 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316490 members Mstep: Class 17 contains 255933 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2517 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882528.000000 Penalty: 57171.062500 Iteration 149Q: 18 clusters Score -6.888253e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16884 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33193 members Mstep: Class 7 contains 11071 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17150 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13276 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316477 members Mstep: Class 17 contains 255952 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2517 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882536.000000 Penalty: 57171.062500 Iteration 150Q: 18 clusters Score -6.888254e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16882 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33193 members Mstep: Class 7 contains 11066 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17150 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13276 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316470 members Mstep: Class 17 contains 255966 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2517 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882512.000000 Penalty: 57171.062500 Iteration 151Q: 18 clusters Score -6.888251e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16879 members Mstep: Class 5 contains 67740 members Mstep: Class 6 contains 33195 members Mstep: Class 7 contains 11061 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17150 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13275 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316467 members Mstep: Class 17 contains 255976 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882536.000000 Penalty: 57171.062500 Iteration 152Q: 18 clusters Score -6.888254e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16876 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33195 members Mstep: Class 7 contains 11061 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17150 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13273 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316463 members Mstep: Class 17 contains 255984 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882520.000000 Penalty: 57171.062500 Iteration 153Q: 18 clusters Score -6.888252e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16875 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33195 members Mstep: Class 7 contains 11057 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17150 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13272 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316459 members Mstep: Class 17 contains 255994 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882512.000000 Penalty: 57171.062500 Iteration 154Q: 18 clusters Score -6.888251e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16874 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33195 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17151 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13269 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316454 members Mstep: Class 17 contains 256005 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882504.000000 Penalty: 57171.062500 Iteration 155Q: 18 clusters Score -6.88825e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16873 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33196 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17151 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13269 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316452 members Mstep: Class 17 contains 256007 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882496.000000 Penalty: 57171.062500 Iteration 156Q: 18 clusters Score -6.88825e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16873 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33196 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17151 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13269 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316451 members Mstep: Class 17 contains 256007 members Mstep: Class 19 contains 7804 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882488.000000 Penalty: 57171.062500 Iteration 157Q: 18 clusters Score -6.888249e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16873 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33196 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17151 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13269 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316450 members Mstep: Class 17 contains 256009 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882496.000000 Penalty: 57171.062500 Iteration 158Q: 18 clusters Score -6.88825e+07 nChanged 2 Entering ConstructFrom: Score: -68882496.000000 Penalty: 57171.062500 Entering ConstructFrom: Trying to split cluster 1 (1364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Entering Unmasked Estep Score: -112972.031250 Penalty: 1790.107910 Iteration 0F: 2 clusters Score -112972 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -110830.390625 Penalty: 3580.215820 Iteration 0F: 3 clusters Score -110830.4 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -111205.453125 Penalty: 3580.215820 Iteration 1F: 3 clusters Score -111205.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -111332.710938 Penalty: 3580.215820 Iteration 2F: 3 clusters Score -111332.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -111392.734375 Penalty: 3580.215820 Iteration 3Q: 3 clusters Score -111392.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -111438.585938 Penalty: 3580.215820 Iteration 4Q: 3 clusters Score -111438.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -111491.445312 Penalty: 3580.215820 Iteration 5Q: 3 clusters Score -111491.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -111568.523438 Penalty: 3580.215820 Iteration 6Q: 3 clusters Score -111568.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -111636.671875 Penalty: 3580.215820 Iteration 7Q: 3 clusters Score -111636.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -111703.632812 Penalty: 3580.215820 Iteration 8Q: 3 clusters Score -111703.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -111755.695312 Penalty: 3580.215820 Iteration 9Q: 3 clusters Score -111755.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -111803.664062 Penalty: 3580.215820 Iteration 10Q: 3 clusters Score -111803.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -111854.953125 Penalty: 3580.215820 Iteration 11Q: 3 clusters Score -111855 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -111897.390625 Penalty: 3580.215820 Iteration 12Q: 3 clusters Score -111897.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -111935.093750 Penalty: 3580.215820 Iteration 13Q: 3 clusters Score -111935.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -111975.625000 Penalty: 3580.215820 Iteration 14Q: 3 clusters Score -111975.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -112019.523438 Penalty: 3580.215820 Iteration 15Q: 3 clusters Score -112019.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -112066.445312 Penalty: 3580.215820 Iteration 16Q: 3 clusters Score -112066.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -112080.664062 Penalty: 3580.215820 Iteration 17Q: 3 clusters Score -112080.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -112096.148438 Penalty: 3580.215820 Iteration 18Q: 3 clusters Score -112096.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -112110.906250 Penalty: 3580.215820 Iteration 19Q: 3 clusters Score -112110.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -112128.000000 Penalty: 3580.215820 Iteration 20F: 3 clusters Score -112128 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -112144.437500 Penalty: 3580.215820 Iteration 21Q: 3 clusters Score -112144.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -112169.648438 Penalty: 3580.215820 Iteration 22Q: 3 clusters Score -112169.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -112197.953125 Penalty: 3580.215820 Iteration 23Q: 3 clusters Score -112198 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -112244.281250 Penalty: 3580.215820 Iteration 24Q: 3 clusters Score -112244.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -112279.390625 Penalty: 3580.215820 Iteration 25Q: 3 clusters Score -112279.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -112314.382812 Penalty: 3580.215820 Iteration 26Q: 3 clusters Score -112314.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -112342.531250 Penalty: 3580.215820 Iteration 27Q: 3 clusters Score -112342.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -112366.593750 Penalty: 3580.215820 Iteration 28Q: 3 clusters Score -112366.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -112391.117188 Penalty: 3580.215820 Iteration 29Q: 3 clusters Score -112391.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -112413.500000 Penalty: 3580.215820 Iteration 30Q: 3 clusters Score -112413.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -112435.531250 Penalty: 3580.215820 Iteration 31Q: 3 clusters Score -112435.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -112471.507812 Penalty: 3580.215820 Iteration 32Q: 3 clusters Score -112471.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -112527.234375 Penalty: 3580.215820 Iteration 33Q: 3 clusters Score -112527.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -112576.210938 Penalty: 3580.215820 Iteration 34Q: 3 clusters Score -112576.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -112602.257812 Penalty: 3580.215820 Iteration 35Q: 3 clusters Score -112602.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -112619.726562 Penalty: 3580.215820 Iteration 36Q: 3 clusters Score -112619.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -112620.312500 Penalty: 3580.215820 Iteration 37Q: 3 clusters Score -112620.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -112621.789062 Penalty: 3580.215820 Iteration 38Q: 3 clusters Score -112621.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -112623.570312 Penalty: 3580.215820 Iteration 39Q: 3 clusters Score -112623.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -112634.039062 Penalty: 3580.215820 Iteration 40F: 3 clusters Score -112634 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -112649.273438 Penalty: 3580.215820 Iteration 41Q: 3 clusters Score -112649.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -112649.273438 Penalty: 3580.215820 Iteration 42F: 3 clusters Score -112649.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1986 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Entering Unmasked Estep Score: -167037.750000 Penalty: 1883.281738 Iteration 0F: 2 clusters Score -167037.8 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 940 members Entering Unmasked Estep Score: -164391.109375 Penalty: 3766.563477 Iteration 0F: 3 clusters Score -164391.1 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -164867.671875 Penalty: 3766.563477 Iteration 1F: 3 clusters Score -164867.7 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -165010.453125 Penalty: 3766.563477 Iteration 2F: 3 clusters Score -165010.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -165089.828125 Penalty: 3766.563477 Iteration 3Q: 3 clusters Score -165089.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -165141.484375 Penalty: 3766.563477 Iteration 4Q: 3 clusters Score -165141.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -165188.484375 Penalty: 3766.563477 Iteration 5Q: 3 clusters Score -165188.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -165222.187500 Penalty: 3766.563477 Iteration 6Q: 3 clusters Score -165222.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -165241.953125 Penalty: 3766.563477 Iteration 7Q: 3 clusters Score -165242 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -165260.343750 Penalty: 3766.563477 Iteration 8Q: 3 clusters Score -165260.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -165274.984375 Penalty: 3766.563477 Iteration 9Q: 3 clusters Score -165275 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -165295.687500 Penalty: 3766.563477 Iteration 10Q: 3 clusters Score -165295.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -165342.687500 Penalty: 3766.563477 Iteration 11Q: 3 clusters Score -165342.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -165426.453125 Penalty: 3766.563477 Iteration 12Q: 3 clusters Score -165426.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -165500.218750 Penalty: 3766.563477 Iteration 13Q: 3 clusters Score -165500.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -165574.484375 Penalty: 3766.563477 Iteration 14Q: 3 clusters Score -165574.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -165637.812500 Penalty: 3766.563477 Iteration 15Q: 3 clusters Score -165637.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -165687.015625 Penalty: 3766.563477 Iteration 16Q: 3 clusters Score -165687 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -165734.125000 Penalty: 3766.563477 Iteration 17Q: 3 clusters Score -165734.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -165777.187500 Penalty: 3766.563477 Iteration 18Q: 3 clusters Score -165777.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -165813.406250 Penalty: 3766.563477 Iteration 19Q: 3 clusters Score -165813.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -165841.453125 Penalty: 3766.563477 Iteration 20F: 3 clusters Score -165841.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -165851.203125 Penalty: 3766.563477 Iteration 21Q: 3 clusters Score -165851.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -165857.031250 Penalty: 3766.563477 Iteration 22Q: 3 clusters Score -165857 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -165858.546875 Penalty: 3766.563477 Iteration 23Q: 3 clusters Score -165858.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -165860.578125 Penalty: 3766.563477 Iteration 24Q: 3 clusters Score -165860.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -165861.359375 Penalty: 3766.563477 Iteration 25Q: 3 clusters Score -165861.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -165863.796875 Penalty: 3766.563477 Iteration 26Q: 3 clusters Score -165863.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -165866.921875 Penalty: 3766.563477 Iteration 27Q: 3 clusters Score -165866.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -165870.359375 Penalty: 3766.563477 Iteration 28Q: 3 clusters Score -165870.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -165872.921875 Penalty: 3766.563477 Iteration 29Q: 3 clusters Score -165872.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -165876.203125 Penalty: 3766.563477 Iteration 30Q: 3 clusters Score -165876.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -165881.046875 Penalty: 3766.563477 Iteration 31Q: 3 clusters Score -165881 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -165887.062500 Penalty: 3766.563477 Iteration 32Q: 3 clusters Score -165887.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -165890.671875 Penalty: 3766.563477 Iteration 33Q: 3 clusters Score -165890.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -165893.671875 Penalty: 3766.563477 Iteration 34Q: 3 clusters Score -165893.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -165897.890625 Penalty: 3766.563477 Iteration 35Q: 3 clusters Score -165897.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -165901.781250 Penalty: 3766.563477 Iteration 36Q: 3 clusters Score -165901.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -165903.984375 Penalty: 3766.563477 Iteration 37Q: 3 clusters Score -165904 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -165906.906250 Penalty: 3766.563477 Iteration 38Q: 3 clusters Score -165906.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -165909.187500 Penalty: 3766.563477 Iteration 39Q: 3 clusters Score -165909.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -165910.781250 Penalty: 3766.563477 Iteration 40F: 3 clusters Score -165910.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -165912.421875 Penalty: 3766.563477 Iteration 41Q: 3 clusters Score -165912.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -165912.421875 Penalty: 3766.563477 Iteration 42F: 3 clusters Score -165912.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (16873 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16873 members Entering Unmasked Estep Score: -1554523.000000 Penalty: 2413.900635 Iteration 0F: 2 clusters Score -1554523 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8357 members Mstep: Class 2 contains 8516 members Entering Unmasked Estep Score: -1542404.250000 Penalty: 4827.801270 Iteration 0F: 3 clusters Score -1542404 nChanged 7444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8079 members Mstep: Class 2 contains 8794 members Entering Unmasked Estep Score: -1546482.750000 Penalty: 4827.801270 Iteration 1F: 3 clusters Score -1546483 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 9037 members Entering Unmasked Estep Score: -1546949.000000 Penalty: 4827.801270 Iteration 2F: 3 clusters Score -1546949 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 9374 members Entering Unmasked Estep Score: -1547468.750000 Penalty: 4827.801270 Iteration 3F: 3 clusters Score -1547469 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6982 members Mstep: Class 2 contains 9891 members Entering Unmasked Estep Score: -1548082.000000 Penalty: 4827.801270 Iteration 4F: 3 clusters Score -1548082 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 10567 members Entering Unmasked Estep Score: -1548789.875000 Penalty: 4827.801270 Iteration 5F: 3 clusters Score -1548790 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Mstep: Class 2 contains 11420 members Entering Unmasked Estep Score: -1549633.375000 Penalty: 4827.801270 Iteration 6F: 3 clusters Score -1549633 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 12308 members Entering Unmasked Estep Score: -1550541.250000 Penalty: 4827.801270 Iteration 7F: 3 clusters Score -1550541 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 13100 members Entering Unmasked Estep Score: -1551340.000000 Penalty: 4827.801270 Iteration 8F: 3 clusters Score -1551340 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 13774 members Entering Unmasked Estep Score: -1551976.500000 Penalty: 4827.801270 Iteration 9Q: 3 clusters Score -1551976 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 14309 members Entering Unmasked Estep Score: -1552389.750000 Penalty: 4827.801270 Iteration 10Q: 3 clusters Score -1552390 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 14717 members Entering Unmasked Estep Score: -1552664.750000 Penalty: 4827.801270 Iteration 11Q: 3 clusters Score -1552665 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 15068 members Entering Unmasked Estep Score: -1552906.125000 Penalty: 4827.801270 Iteration 12Q: 3 clusters Score -1552906 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 15325 members Entering Unmasked Estep Score: -1553065.375000 Penalty: 4827.801270 Iteration 13Q: 3 clusters Score -1553065 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 15545 members Entering Unmasked Estep Score: -1553185.000000 Penalty: 4827.801270 Iteration 14Q: 3 clusters Score -1553185 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 15725 members Entering Unmasked Estep Score: -1553294.750000 Penalty: 4827.801270 Iteration 15Q: 3 clusters Score -1553295 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 15862 members Entering Unmasked Estep Score: -1553377.125000 Penalty: 4827.801270 Iteration 16Q: 3 clusters Score -1553377 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 15948 members Entering Unmasked Estep Score: -1553433.500000 Penalty: 4827.801270 Iteration 17Q: 3 clusters Score -1553434 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 15996 members Entering Unmasked Estep Score: -1553460.000000 Penalty: 4827.801270 Iteration 18Q: 3 clusters Score -1553460 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 16035 members Entering Unmasked Estep Score: -1553475.250000 Penalty: 4827.801270 Iteration 19Q: 3 clusters Score -1553475 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 16058 members Entering Unmasked Estep Score: -1553483.375000 Penalty: 4827.801270 Iteration 20F: 3 clusters Score -1553483 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 16074 members Entering Unmasked Estep Score: -1553493.875000 Penalty: 4827.801270 Iteration 21Q: 3 clusters Score -1553494 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 16087 members Entering Unmasked Estep Score: -1553498.625000 Penalty: 4827.801270 Iteration 22Q: 3 clusters Score -1553499 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 16097 members Entering Unmasked Estep Score: -1553501.750000 Penalty: 4827.801270 Iteration 23Q: 3 clusters Score -1553502 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 16101 members Entering Unmasked Estep Score: -1553504.125000 Penalty: 4827.801270 Iteration 24Q: 3 clusters Score -1553504 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 16104 members Entering Unmasked Estep Score: -1553505.500000 Penalty: 4827.801270 Iteration 25Q: 3 clusters Score -1553506 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 16107 members Entering Unmasked Estep Score: -1553504.500000 Penalty: 4827.801270 Iteration 26Q: 3 clusters Score -1553504 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 16109 members Entering Unmasked Estep Score: -1553502.750000 Penalty: 4827.801270 Iteration 27Q: 3 clusters Score -1553503 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 16111 members Entering Unmasked Estep Score: -1553506.125000 Penalty: 4827.801270 Iteration 28Q: 3 clusters Score -1553506 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 16112 members Entering Unmasked Estep Score: -1553502.500000 Penalty: 4827.801270 Iteration 29Q: 3 clusters Score -1553502 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 16113 members Entering Unmasked Estep Score: -1553504.375000 Penalty: 4827.801270 Iteration 30Q: 3 clusters Score -1553504 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 16113 members Entering Unmasked Estep Score: -1553504.375000 Penalty: 4827.801270 Iteration 31F: 3 clusters Score -1553504 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (67741 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67741 members Entering Unmasked Estep Score: -6099846.500000 Penalty: 2758.614746 Iteration 0F: 2 clusters Score -6099846 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33596 members Mstep: Class 2 contains 34145 members Entering Unmasked Estep Score: -6054299.000000 Penalty: 5517.229492 Iteration 0F: 3 clusters Score -6054299 nChanged 31684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31194 members Mstep: Class 2 contains 36547 members Entering Unmasked Estep Score: -6072123.000000 Penalty: 5517.229492 Iteration 1F: 3 clusters Score -6072123 nChanged 2625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29437 members Mstep: Class 2 contains 38304 members Entering Unmasked Estep Score: -6073085.500000 Penalty: 5517.229492 Iteration 2Q: 3 clusters Score -6073086 nChanged 3126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26803 members Mstep: Class 2 contains 40938 members Entering Unmasked Estep Score: -6074495.500000 Penalty: 5517.229492 Iteration 3Q: 3 clusters Score -6074496 nChanged 3943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23064 members Mstep: Class 2 contains 44677 members Entering Unmasked Estep Score: -6076779.500000 Penalty: 5517.229492 Iteration 4F: 3 clusters Score -6076780 nChanged 5087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18033 members Mstep: Class 2 contains 49708 members Entering Unmasked Estep Score: -6080510.000000 Penalty: 5517.229492 Iteration 5F: 3 clusters Score -6080510 nChanged 6005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12044 members Mstep: Class 2 contains 55697 members Entering Unmasked Estep Score: -6085801.000000 Penalty: 5517.229492 Iteration 6F: 3 clusters Score -6085801 nChanged 5612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 61303 members Entering Unmasked Estep Score: -6091234.500000 Penalty: 5517.229492 Iteration 7F: 3 clusters Score -6091234 nChanged 3709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 65006 members Entering Unmasked Estep Score: -6094901.500000 Penalty: 5517.229492 Iteration 8F: 3 clusters Score -6094902 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 66681 members Entering Unmasked Estep Score: -6096533.000000 Penalty: 5517.229492 Iteration 9Q: 3 clusters Score -6096533 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 67223 members Entering Unmasked Estep Score: -6097059.000000 Penalty: 5517.229492 Iteration 10Q: 3 clusters Score -6097059 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 67375 members Entering Unmasked Estep Score: -6097249.500000 Penalty: 5517.229492 Iteration 11Q: 3 clusters Score -6097250 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 67421 members Entering Unmasked Estep Score: -6097331.000000 Penalty: 5517.229492 Iteration 12Q: 3 clusters Score -6097331 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 67443 members Entering Unmasked Estep Score: -6097361.000000 Penalty: 5517.229492 Iteration 13Q: 3 clusters Score -6097361 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 67462 members Entering Unmasked Estep Score: -6097406.000000 Penalty: 5517.229492 Iteration 14Q: 3 clusters Score -6097406 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 67468 members Entering Unmasked Estep Score: -6097416.500000 Penalty: 5517.229492 Iteration 15Q: 3 clusters Score -6097416 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 67472 members Entering Unmasked Estep Score: -6097423.500000 Penalty: 5517.229492 Iteration 16Q: 3 clusters Score -6097424 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 67474 members Entering Unmasked Estep Score: -6097421.000000 Penalty: 5517.229492 Iteration 17Q: 3 clusters Score -6097421 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 67476 members Entering Unmasked Estep Score: -6097428.000000 Penalty: 5517.229492 Iteration 18Q: 3 clusters Score -6097428 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 67477 members Entering Unmasked Estep Score: -6097424.000000 Penalty: 5517.229492 Iteration 19Q: 3 clusters Score -6097424 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 67478 members Entering Unmasked Estep Score: -6097434.500000 Penalty: 5517.229492 Iteration 20F: 3 clusters Score -6097434 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 67477 members Entering Unmasked Estep Score: -6097434.000000 Penalty: 5517.229492 Iteration 21Q: 3 clusters Score -6097434 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 67476 members Entering Unmasked Estep Score: -6097431.500000 Penalty: 5517.229492 Iteration 22Q: 3 clusters Score -6097432 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 67476 members Entering Unmasked Estep Score: -6097431.500000 Penalty: 5517.229492 Iteration 23F: 3 clusters Score -6097432 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (33196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33196 members Entering Unmasked Estep Score: -2934435.000000 Penalty: 2581.725830 Iteration 0F: 2 clusters Score -2934435 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16629 members Mstep: Class 2 contains 16567 members Entering Unmasked Estep Score: -2911773.500000 Penalty: 5163.451660 Iteration 0F: 3 clusters Score -2911774 nChanged 15004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16739 members Mstep: Class 2 contains 16457 members Entering Unmasked Estep Score: -2919716.750000 Penalty: 5163.451660 Iteration 1F: 3 clusters Score -2919717 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16748 members Mstep: Class 2 contains 16448 members Entering Unmasked Estep Score: -2920103.750000 Penalty: 5163.451660 Iteration 2Q: 3 clusters Score -2920104 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16788 members Mstep: Class 2 contains 16408 members Entering Unmasked Estep Score: -2920411.750000 Penalty: 5163.451660 Iteration 3Q: 3 clusters Score -2920412 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16871 members Mstep: Class 2 contains 16325 members Entering Unmasked Estep Score: -2920700.500000 Penalty: 5163.451660 Iteration 4Q: 3 clusters Score -2920700 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17009 members Mstep: Class 2 contains 16187 members Entering Unmasked Estep Score: -2920916.000000 Penalty: 5163.451660 Iteration 5Q: 3 clusters Score -2920916 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17199 members Mstep: Class 2 contains 15997 members Entering Unmasked Estep Score: -2921112.750000 Penalty: 5163.451660 Iteration 6Q: 3 clusters Score -2921113 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17468 members Mstep: Class 2 contains 15728 members Entering Unmasked Estep Score: -2921306.000000 Penalty: 5163.451660 Iteration 7Q: 3 clusters Score -2921306 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17862 members Mstep: Class 2 contains 15334 members Entering Unmasked Estep Score: -2921533.000000 Penalty: 5163.451660 Iteration 8Q: 3 clusters Score -2921533 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18358 members Mstep: Class 2 contains 14838 members Entering Unmasked Estep Score: -2921771.000000 Penalty: 5163.451660 Iteration 9Q: 3 clusters Score -2921771 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19026 members Mstep: Class 2 contains 14170 members Entering Unmasked Estep Score: -2922087.750000 Penalty: 5163.451660 Iteration 10Q: 3 clusters Score -2922088 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19947 members Mstep: Class 2 contains 13249 members Entering Unmasked Estep Score: -2922536.250000 Penalty: 5163.451660 Iteration 11Q: 3 clusters Score -2922536 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21123 members Mstep: Class 2 contains 12073 members Entering Unmasked Estep Score: -2923211.500000 Penalty: 5163.451660 Iteration 12Q: 3 clusters Score -2923212 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22653 members Mstep: Class 2 contains 10543 members Entering Unmasked Estep Score: -2924201.000000 Penalty: 5163.451660 Iteration 13F: 3 clusters Score -2924201 nChanged 1886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24367 members Mstep: Class 2 contains 8829 members Entering Unmasked Estep Score: -2925496.750000 Penalty: 5163.451660 Iteration 14F: 3 clusters Score -2925497 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26203 members Mstep: Class 2 contains 6993 members Entering Unmasked Estep Score: -2927012.000000 Penalty: 5163.451660 Iteration 15F: 3 clusters Score -2927012 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27973 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -2928516.500000 Penalty: 5163.451660 Iteration 16F: 3 clusters Score -2928516 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29406 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -2929752.250000 Penalty: 5163.451660 Iteration 17Q: 3 clusters Score -2929752 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30471 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -2930641.500000 Penalty: 5163.451660 Iteration 18Q: 3 clusters Score -2930642 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31190 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -2931257.750000 Penalty: 5163.451660 Iteration 19Q: 3 clusters Score -2931258 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31688 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -2931707.000000 Penalty: 5163.451660 Iteration 20F: 3 clusters Score -2931707 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31958 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -2931980.500000 Penalty: 5163.451660 Iteration 21Q: 3 clusters Score -2931980 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32121 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -2932145.250000 Penalty: 5163.451660 Iteration 22Q: 3 clusters Score -2932145 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32214 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -2932270.500000 Penalty: 5163.451660 Iteration 23Q: 3 clusters Score -2932270 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32263 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -2932357.000000 Penalty: 5163.451660 Iteration 24Q: 3 clusters Score -2932357 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32278 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -2932424.250000 Penalty: 5163.451660 Iteration 25Q: 3 clusters Score -2932424 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32293 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -2932458.250000 Penalty: 5163.451660 Iteration 26Q: 3 clusters Score -2932458 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32305 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -2932494.750000 Penalty: 5163.451660 Iteration 27Q: 3 clusters Score -2932495 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32315 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -2932513.750000 Penalty: 5163.451660 Iteration 28Q: 3 clusters Score -2932514 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32313 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -2932538.500000 Penalty: 5163.451660 Iteration 29Q: 3 clusters Score -2932538 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32308 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -2932549.000000 Penalty: 5163.451660 Iteration 30Q: 3 clusters Score -2932549 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32302 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -2932548.250000 Penalty: 5163.451660 Iteration 31Q: 3 clusters Score -2932548 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32296 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -2932551.750000 Penalty: 5163.451660 Iteration 32Q: 3 clusters Score -2932552 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32298 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -2932568.000000 Penalty: 5163.451660 Iteration 33Q: 3 clusters Score -2932568 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32299 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -2932573.250000 Penalty: 5163.451660 Iteration 34Q: 3 clusters Score -2932573 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32296 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -2932578.750000 Penalty: 5163.451660 Iteration 35Q: 3 clusters Score -2932579 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32294 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -2932584.000000 Penalty: 5163.451660 Iteration 36Q: 3 clusters Score -2932584 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32296 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -2932584.750000 Penalty: 5163.451660 Iteration 37Q: 3 clusters Score -2932585 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32288 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -2932593.250000 Penalty: 5163.451660 Iteration 38Q: 3 clusters Score -2932593 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32280 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -2932595.000000 Penalty: 5163.451660 Iteration 39Q: 3 clusters Score -2932595 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32275 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -2932601.250000 Penalty: 5163.451660 Iteration 40F: 3 clusters Score -2932601 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32270 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -2932596.750000 Penalty: 5163.451660 Iteration 41Q: 3 clusters Score -2932597 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32270 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -2932596.750000 Penalty: 5163.451660 Iteration 42F: 3 clusters Score -2932597 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (11054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11054 members Entering Unmasked Estep Score: -1001690.375000 Penalty: 2309.015869 Iteration 0F: 2 clusters Score -1001690 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 5539 members Entering Unmasked Estep Score: -993411.875000 Penalty: 4618.031738 Iteration 0F: 3 clusters Score -993411.9 nChanged 4613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -995807.437500 Penalty: 4618.031738 Iteration 1F: 3 clusters Score -995807.4 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5503 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -996107.187500 Penalty: 4618.031738 Iteration 2F: 3 clusters Score -996107.2 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 5620 members Entering Unmasked Estep Score: -996334.750000 Penalty: 4618.031738 Iteration 3Q: 3 clusters Score -996334.8 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -996536.500000 Penalty: 4618.031738 Iteration 4Q: 3 clusters Score -996536.5 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -996710.875000 Penalty: 4618.031738 Iteration 5Q: 3 clusters Score -996710.9 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -996885.187500 Penalty: 4618.031738 Iteration 6Q: 3 clusters Score -996885.2 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 6280 members Entering Unmasked Estep Score: -997107.250000 Penalty: 4618.031738 Iteration 7Q: 3 clusters Score -997107.2 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 6578 members Entering Unmasked Estep Score: -997404.812500 Penalty: 4618.031738 Iteration 8Q: 3 clusters Score -997404.8 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -997758.250000 Penalty: 4618.031738 Iteration 9Q: 3 clusters Score -997758.2 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 7360 members Entering Unmasked Estep Score: -998172.875000 Penalty: 4618.031738 Iteration 10F: 3 clusters Score -998172.9 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -998524.187500 Penalty: 4618.031738 Iteration 11Q: 3 clusters Score -998524.2 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 8070 members Entering Unmasked Estep Score: -998811.250000 Penalty: 4618.031738 Iteration 12Q: 3 clusters Score -998811.2 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 8320 members Entering Unmasked Estep Score: -999022.750000 Penalty: 4618.031738 Iteration 13Q: 3 clusters Score -999022.8 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 8552 members Entering Unmasked Estep Score: -999233.875000 Penalty: 4618.031738 Iteration 14Q: 3 clusters Score -999233.9 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 8746 members Entering Unmasked Estep Score: -999408.937500 Penalty: 4618.031738 Iteration 15Q: 3 clusters Score -999408.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 8910 members Entering Unmasked Estep Score: -999549.062500 Penalty: 4618.031738 Iteration 16Q: 3 clusters Score -999549.1 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 9033 members Entering Unmasked Estep Score: -999644.312500 Penalty: 4618.031738 Iteration 17Q: 3 clusters Score -999644.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 9127 members Entering Unmasked Estep Score: -999719.812500 Penalty: 4618.031738 Iteration 18Q: 3 clusters Score -999719.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 9203 members Entering Unmasked Estep Score: -999768.000000 Penalty: 4618.031738 Iteration 19Q: 3 clusters Score -999768 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 9251 members Entering Unmasked Estep Score: -999792.625000 Penalty: 4618.031738 Iteration 20F: 3 clusters Score -999792.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 9294 members Entering Unmasked Estep Score: -999814.812500 Penalty: 4618.031738 Iteration 21Q: 3 clusters Score -999814.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 9330 members Entering Unmasked Estep Score: -999835.750000 Penalty: 4618.031738 Iteration 22Q: 3 clusters Score -999835.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 9368 members Entering Unmasked Estep Score: -999855.625000 Penalty: 4618.031738 Iteration 23Q: 3 clusters Score -999855.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 9392 members Entering Unmasked Estep Score: -999869.125000 Penalty: 4618.031738 Iteration 24Q: 3 clusters Score -999869.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 9411 members Entering Unmasked Estep Score: -999876.937500 Penalty: 4618.031738 Iteration 25Q: 3 clusters Score -999876.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 9434 members Entering Unmasked Estep Score: -999884.000000 Penalty: 4618.031738 Iteration 26Q: 3 clusters Score -999884 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 9449 members Entering Unmasked Estep Score: -999888.750000 Penalty: 4618.031738 Iteration 27Q: 3 clusters Score -999888.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 9459 members Entering Unmasked Estep Score: -999893.750000 Penalty: 4618.031738 Iteration 28Q: 3 clusters Score -999893.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 9470 members Entering Unmasked Estep Score: -999896.125000 Penalty: 4618.031738 Iteration 29Q: 3 clusters Score -999896.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 9486 members Entering Unmasked Estep Score: -999903.125000 Penalty: 4618.031738 Iteration 30Q: 3 clusters Score -999903.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 9495 members Entering Unmasked Estep Score: -999904.312500 Penalty: 4618.031738 Iteration 31Q: 3 clusters Score -999904.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 9501 members Entering Unmasked Estep Score: -999906.437500 Penalty: 4618.031738 Iteration 32Q: 3 clusters Score -999906.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 9507 members Entering Unmasked Estep Score: -999911.062500 Penalty: 4618.031738 Iteration 33Q: 3 clusters Score -999911.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 9513 members Entering Unmasked Estep Score: -999909.062500 Penalty: 4618.031738 Iteration 34Q: 3 clusters Score -999909.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 9513 members Entering Unmasked Estep Score: -999909.437500 Penalty: 4618.031738 Iteration 35Q: 3 clusters Score -999909.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 9517 members Entering Unmasked Estep Score: -999910.500000 Penalty: 4618.031738 Iteration 36Q: 3 clusters Score -999910.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 9520 members Entering Unmasked Estep Score: -999910.250000 Penalty: 4618.031738 Iteration 37Q: 3 clusters Score -999910.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 9521 members Entering Unmasked Estep Score: -999911.125000 Penalty: 4618.031738 Iteration 38Q: 3 clusters Score -999911.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 9522 members Entering Unmasked Estep Score: -999909.187500 Penalty: 4618.031738 Iteration 39Q: 3 clusters Score -999909.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 9522 members Entering Unmasked Estep Score: -999909.187500 Penalty: 4618.031738 Iteration 40F: 3 clusters Score -999909.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Entering Unmasked Estep Score: -29104.183594 Penalty: 1509.520142 Iteration 0F: 2 clusters Score -29104.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -27777.232422 Penalty: 3019.040283 Iteration 0F: 3 clusters Score -27777.23 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -27974.365234 Penalty: 3019.040283 Iteration 1F: 3 clusters Score -27974.37 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -28080.134766 Penalty: 3019.040283 Iteration 2F: 3 clusters Score -28080.13 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -28114.845703 Penalty: 3019.040283 Iteration 3Q: 3 clusters Score -28114.85 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -28143.078125 Penalty: 3019.040283 Iteration 4Q: 3 clusters Score -28143.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -28148.375000 Penalty: 3019.040283 Iteration 5Q: 3 clusters Score -28148.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -28152.531250 Penalty: 3019.040283 Iteration 6Q: 3 clusters Score -28152.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -28154.505859 Penalty: 3019.040283 Iteration 7Q: 3 clusters Score -28154.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -28156.146484 Penalty: 3019.040283 Iteration 8Q: 3 clusters Score -28156.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -28157.041016 Penalty: 3019.040283 Iteration 9Q: 3 clusters Score -28157.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -28157.699219 Penalty: 3019.040283 Iteration 10Q: 3 clusters Score -28157.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -28157.699219 Penalty: 3019.040283 Iteration 11F: 3 clusters Score -28157.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (17151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17151 members Entering Unmasked Estep Score: -1402498.250000 Penalty: 2417.953369 Iteration 0F: 2 clusters Score -1402498 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8479 members Mstep: Class 2 contains 8672 members Entering Unmasked Estep Score: -1390205.250000 Penalty: 4835.906738 Iteration 0F: 3 clusters Score -1390205 nChanged 7463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8142 members Mstep: Class 2 contains 9009 members Entering Unmasked Estep Score: -1394421.125000 Penalty: 4835.906738 Iteration 1F: 3 clusters Score -1394421 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7935 members Mstep: Class 2 contains 9216 members Entering Unmasked Estep Score: -1395085.000000 Penalty: 4835.906738 Iteration 2F: 3 clusters Score -1395085 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7664 members Mstep: Class 2 contains 9487 members Entering Unmasked Estep Score: -1395691.625000 Penalty: 4835.906738 Iteration 3F: 3 clusters Score -1395692 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7292 members Mstep: Class 2 contains 9859 members Entering Unmasked Estep Score: -1396332.625000 Penalty: 4835.906738 Iteration 4F: 3 clusters Score -1396333 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 10342 members Entering Unmasked Estep Score: -1397004.750000 Penalty: 4835.906738 Iteration 5F: 3 clusters Score -1397005 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6238 members Mstep: Class 2 contains 10913 members Entering Unmasked Estep Score: -1397789.250000 Penalty: 4835.906738 Iteration 6F: 3 clusters Score -1397789 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 11406 members Entering Unmasked Estep Score: -1398541.125000 Penalty: 4835.906738 Iteration 7F: 3 clusters Score -1398541 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 11751 members Entering Unmasked Estep Score: -1399131.500000 Penalty: 4835.906738 Iteration 8Q: 3 clusters Score -1399132 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 12004 members Entering Unmasked Estep Score: -1399610.375000 Penalty: 4835.906738 Iteration 9Q: 3 clusters Score -1399610 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 12182 members Entering Unmasked Estep Score: -1399903.875000 Penalty: 4835.906738 Iteration 10Q: 3 clusters Score -1399904 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 12324 members Entering Unmasked Estep Score: -1400092.125000 Penalty: 4835.906738 Iteration 11Q: 3 clusters Score -1400092 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 12447 members Entering Unmasked Estep Score: -1400227.125000 Penalty: 4835.906738 Iteration 12Q: 3 clusters Score -1400227 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 12585 members Entering Unmasked Estep Score: -1400311.250000 Penalty: 4835.906738 Iteration 13Q: 3 clusters Score -1400311 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 12696 members Entering Unmasked Estep Score: -1400379.625000 Penalty: 4835.906738 Iteration 14Q: 3 clusters Score -1400380 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 12799 members Entering Unmasked Estep Score: -1400422.750000 Penalty: 4835.906738 Iteration 15Q: 3 clusters Score -1400423 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 12900 members Entering Unmasked Estep Score: -1400469.875000 Penalty: 4835.906738 Iteration 16Q: 3 clusters Score -1400470 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 13004 members Entering Unmasked Estep Score: -1400507.750000 Penalty: 4835.906738 Iteration 17Q: 3 clusters Score -1400508 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 13100 members Entering Unmasked Estep Score: -1400546.000000 Penalty: 4835.906738 Iteration 18Q: 3 clusters Score -1400546 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 13184 members Entering Unmasked Estep Score: -1400577.750000 Penalty: 4835.906738 Iteration 19Q: 3 clusters Score -1400578 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 13270 members Entering Unmasked Estep Score: -1400611.250000 Penalty: 4835.906738 Iteration 20F: 3 clusters Score -1400611 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 13383 members Entering Unmasked Estep Score: -1400652.000000 Penalty: 4835.906738 Iteration 21Q: 3 clusters Score -1400652 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 13506 members Entering Unmasked Estep Score: -1400705.500000 Penalty: 4835.906738 Iteration 22Q: 3 clusters Score -1400706 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 13629 members Entering Unmasked Estep Score: -1400769.125000 Penalty: 4835.906738 Iteration 23Q: 3 clusters Score -1400769 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 13764 members Entering Unmasked Estep Score: -1400813.125000 Penalty: 4835.906738 Iteration 24Q: 3 clusters Score -1400813 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 13895 members Entering Unmasked Estep Score: -1400873.375000 Penalty: 4835.906738 Iteration 25Q: 3 clusters Score -1400873 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 14033 members Entering Unmasked Estep Score: -1400934.000000 Penalty: 4835.906738 Iteration 26Q: 3 clusters Score -1400934 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 14162 members Entering Unmasked Estep Score: -1400999.625000 Penalty: 4835.906738 Iteration 27Q: 3 clusters Score -1401000 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 14268 members Entering Unmasked Estep Score: -1401054.625000 Penalty: 4835.906738 Iteration 28Q: 3 clusters Score -1401055 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 14373 members Entering Unmasked Estep Score: -1401100.750000 Penalty: 4835.906738 Iteration 29Q: 3 clusters Score -1401101 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 14468 members Entering Unmasked Estep Score: -1401137.875000 Penalty: 4835.906738 Iteration 30Q: 3 clusters Score -1401138 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 14549 members Entering Unmasked Estep Score: -1401170.875000 Penalty: 4835.906738 Iteration 31Q: 3 clusters Score -1401171 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 14618 members Entering Unmasked Estep Score: -1401199.875000 Penalty: 4835.906738 Iteration 32Q: 3 clusters Score -1401200 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 14685 members Entering Unmasked Estep Score: -1401229.875000 Penalty: 4835.906738 Iteration 33Q: 3 clusters Score -1401230 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 14746 members Entering Unmasked Estep Score: -1401259.125000 Penalty: 4835.906738 Iteration 34Q: 3 clusters Score -1401259 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 14814 members Entering Unmasked Estep Score: -1401285.375000 Penalty: 4835.906738 Iteration 35Q: 3 clusters Score -1401285 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 14897 members Entering Unmasked Estep Score: -1401313.500000 Penalty: 4835.906738 Iteration 36Q: 3 clusters Score -1401314 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 14988 members Entering Unmasked Estep Score: -1401355.875000 Penalty: 4835.906738 Iteration 37Q: 3 clusters Score -1401356 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 15066 members Entering Unmasked Estep Score: -1401391.875000 Penalty: 4835.906738 Iteration 38Q: 3 clusters Score -1401392 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 15126 members Entering Unmasked Estep Score: -1401407.875000 Penalty: 4835.906738 Iteration 39Q: 3 clusters Score -1401408 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 15168 members Entering Unmasked Estep Score: -1401420.250000 Penalty: 4835.906738 Iteration 40F: 3 clusters Score -1401420 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 15212 members Entering Unmasked Estep Score: -1401440.000000 Penalty: 4835.906738 Iteration 41Q: 3 clusters Score -1401440 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 15249 members Entering Unmasked Estep Score: -1401452.750000 Penalty: 4835.906738 Iteration 42Q: 3 clusters Score -1401453 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 15279 members Entering Unmasked Estep Score: -1401462.625000 Penalty: 4835.906738 Iteration 43Q: 3 clusters Score -1401463 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 15302 members Entering Unmasked Estep Score: -1401465.500000 Penalty: 4835.906738 Iteration 44Q: 3 clusters Score -1401466 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 15321 members Entering Unmasked Estep Score: -1401474.500000 Penalty: 4835.906738 Iteration 45Q: 3 clusters Score -1401474 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 15341 members Entering Unmasked Estep Score: -1401483.125000 Penalty: 4835.906738 Iteration 46Q: 3 clusters Score -1401483 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 15360 members Entering Unmasked Estep Score: -1401490.375000 Penalty: 4835.906738 Iteration 47Q: 3 clusters Score -1401490 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 15375 members Entering Unmasked Estep Score: -1401493.625000 Penalty: 4835.906738 Iteration 48Q: 3 clusters Score -1401494 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 15389 members Entering Unmasked Estep Score: -1401495.750000 Penalty: 4835.906738 Iteration 49Q: 3 clusters Score -1401496 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 15408 members Entering Unmasked Estep Score: -1401498.500000 Penalty: 4835.906738 Iteration 50Q: 3 clusters Score -1401498 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 15421 members Entering Unmasked Estep Score: -1401510.375000 Penalty: 4835.906738 Iteration 51Q: 3 clusters Score -1401510 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 15431 members Entering Unmasked Estep Score: -1401514.250000 Penalty: 4835.906738 Iteration 52Q: 3 clusters Score -1401514 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 15444 members Entering Unmasked Estep Score: -1401519.375000 Penalty: 4835.906738 Iteration 53Q: 3 clusters Score -1401519 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 15452 members Entering Unmasked Estep Score: -1401523.500000 Penalty: 4835.906738 Iteration 54Q: 3 clusters Score -1401524 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 15465 members Entering Unmasked Estep Score: -1401527.500000 Penalty: 4835.906738 Iteration 55Q: 3 clusters Score -1401528 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 15477 members Entering Unmasked Estep Score: -1401529.625000 Penalty: 4835.906738 Iteration 56Q: 3 clusters Score -1401530 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 15482 members Entering Unmasked Estep Score: -1401528.125000 Penalty: 4835.906738 Iteration 57Q: 3 clusters Score -1401528 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 15483 members Entering Unmasked Estep Score: -1401529.250000 Penalty: 4835.906738 Iteration 58Q: 3 clusters Score -1401529 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 15487 members Entering Unmasked Estep Score: -1401529.000000 Penalty: 4835.906738 Iteration 59Q: 3 clusters Score -1401529 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 15489 members Entering Unmasked Estep Score: -1401532.125000 Penalty: 4835.906738 Iteration 60F: 3 clusters Score -1401532 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 15491 members Entering Unmasked Estep Score: -1401535.500000 Penalty: 4835.906738 Iteration 61Q: 3 clusters Score -1401536 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 15494 members Entering Unmasked Estep Score: -1401533.625000 Penalty: 4835.906738 Iteration 62Q: 3 clusters Score -1401534 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 15500 members Entering Unmasked Estep Score: -1401538.375000 Penalty: 4835.906738 Iteration 63Q: 3 clusters Score -1401538 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 15504 members Entering Unmasked Estep Score: -1401539.375000 Penalty: 4835.906738 Iteration 64Q: 3 clusters Score -1401539 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 15508 members Entering Unmasked Estep Score: -1401540.250000 Penalty: 4835.906738 Iteration 65Q: 3 clusters Score -1401540 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 15513 members Entering Unmasked Estep Score: -1401543.625000 Penalty: 4835.906738 Iteration 66Q: 3 clusters Score -1401544 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 15519 members Entering Unmasked Estep Score: -1401545.375000 Penalty: 4835.906738 Iteration 67Q: 3 clusters Score -1401545 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 15521 members Entering Unmasked Estep Score: -1401546.750000 Penalty: 4835.906738 Iteration 68Q: 3 clusters Score -1401547 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 15521 members Entering Unmasked Estep Score: -1401546.625000 Penalty: 4835.906738 Iteration 69Q: 3 clusters Score -1401547 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 15521 members Entering Unmasked Estep Score: -1401546.625000 Penalty: 4835.906738 Iteration 70F: 3 clusters Score -1401547 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12443 members Entering Unmasked Estep Score: -1140758.875000 Penalty: 2338.370361 Iteration 0F: 2 clusters Score -1140759 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6301 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -1131561.875000 Penalty: 4676.740723 Iteration 0F: 3 clusters Score -1131562 nChanged 5285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -1134341.750000 Penalty: 4676.740723 Iteration 1F: 3 clusters Score -1134342 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -1134714.000000 Penalty: 4676.740723 Iteration 2F: 3 clusters Score -1134714 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7207 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -1135024.000000 Penalty: 4676.740723 Iteration 3F: 3 clusters Score -1135024 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7584 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -1135351.000000 Penalty: 4676.740723 Iteration 4Q: 3 clusters Score -1135351 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8042 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -1135747.875000 Penalty: 4676.740723 Iteration 5F: 3 clusters Score -1135748 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8584 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -1136241.250000 Penalty: 4676.740723 Iteration 6F: 3 clusters Score -1136241 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9177 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -1136797.125000 Penalty: 4676.740723 Iteration 7F: 3 clusters Score -1136797 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9784 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -1137364.625000 Penalty: 4676.740723 Iteration 8F: 3 clusters Score -1137365 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10315 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -1137848.000000 Penalty: 4676.740723 Iteration 9F: 3 clusters Score -1137848 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10695 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -1138183.625000 Penalty: 4676.740723 Iteration 10Q: 3 clusters Score -1138184 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10985 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -1138423.000000 Penalty: 4676.740723 Iteration 11Q: 3 clusters Score -1138423 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11160 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -1138555.625000 Penalty: 4676.740723 Iteration 12Q: 3 clusters Score -1138556 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11282 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -1138655.375000 Penalty: 4676.740723 Iteration 13Q: 3 clusters Score -1138655 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11367 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -1138722.125000 Penalty: 4676.740723 Iteration 14Q: 3 clusters Score -1138722 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11434 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -1138788.250000 Penalty: 4676.740723 Iteration 15Q: 3 clusters Score -1138788 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11487 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -1138831.375000 Penalty: 4676.740723 Iteration 16Q: 3 clusters Score -1138831 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11514 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -1138860.000000 Penalty: 4676.740723 Iteration 17Q: 3 clusters Score -1138860 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11533 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -1138878.875000 Penalty: 4676.740723 Iteration 18Q: 3 clusters Score -1138879 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11554 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -1138890.875000 Penalty: 4676.740723 Iteration 19Q: 3 clusters Score -1138891 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11565 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -1138902.875000 Penalty: 4676.740723 Iteration 20F: 3 clusters Score -1138903 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11585 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -1138916.625000 Penalty: 4676.740723 Iteration 21Q: 3 clusters Score -1138917 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11598 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -1138929.500000 Penalty: 4676.740723 Iteration 22Q: 3 clusters Score -1138930 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11610 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -1138934.375000 Penalty: 4676.740723 Iteration 23Q: 3 clusters Score -1138934 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11616 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -1138941.000000 Penalty: 4676.740723 Iteration 24Q: 3 clusters Score -1138941 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11625 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -1138945.500000 Penalty: 4676.740723 Iteration 25Q: 3 clusters Score -1138946 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11632 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1138955.625000 Penalty: 4676.740723 Iteration 26Q: 3 clusters Score -1138956 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11633 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -1138959.125000 Penalty: 4676.740723 Iteration 27Q: 3 clusters Score -1138959 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11637 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -1138967.000000 Penalty: 4676.740723 Iteration 28Q: 3 clusters Score -1138967 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11645 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1138976.000000 Penalty: 4676.740723 Iteration 29Q: 3 clusters Score -1138976 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11651 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -1138982.750000 Penalty: 4676.740723 Iteration 30Q: 3 clusters Score -1138983 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11654 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -1138994.375000 Penalty: 4676.740723 Iteration 31Q: 3 clusters Score -1138994 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11661 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -1139001.250000 Penalty: 4676.740723 Iteration 32Q: 3 clusters Score -1139001 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11666 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -1139005.125000 Penalty: 4676.740723 Iteration 33Q: 3 clusters Score -1139005 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11674 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -1139009.375000 Penalty: 4676.740723 Iteration 34Q: 3 clusters Score -1139009 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11672 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -1139010.625000 Penalty: 4676.740723 Iteration 35Q: 3 clusters Score -1139011 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11673 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -1139013.000000 Penalty: 4676.740723 Iteration 36Q: 3 clusters Score -1139013 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11673 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -1139014.250000 Penalty: 4676.740723 Iteration 37Q: 3 clusters Score -1139014 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11671 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -1139014.875000 Penalty: 4676.740723 Iteration 38Q: 3 clusters Score -1139015 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11670 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -1139015.125000 Penalty: 4676.740723 Iteration 39Q: 3 clusters Score -1139015 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11670 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -1139015.125000 Penalty: 4676.740723 Iteration 40F: 3 clusters Score -1139015 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (13269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13269 members Entering Unmasked Estep Score: -1213744.875000 Penalty: 2354.310059 Iteration 0F: 2 clusters Score -1213745 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 6578 members Entering Unmasked Estep Score: -1204013.375000 Penalty: 4708.620117 Iteration 0F: 3 clusters Score -1204013 nChanged 5609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -1207066.000000 Penalty: 4708.620117 Iteration 1F: 3 clusters Score -1207066 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6590 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -1207563.625000 Penalty: 4708.620117 Iteration 2F: 3 clusters Score -1207564 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -1207986.625000 Penalty: 4708.620117 Iteration 3F: 3 clusters Score -1207987 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 6946 members Entering Unmasked Estep Score: -1208417.375000 Penalty: 4708.620117 Iteration 4F: 3 clusters Score -1208417 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 7153 members Entering Unmasked Estep Score: -1208908.500000 Penalty: 4708.620117 Iteration 5F: 3 clusters Score -1208908 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 7429 members Entering Unmasked Estep Score: -1209450.625000 Penalty: 4708.620117 Iteration 6F: 3 clusters Score -1209451 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5517 members Mstep: Class 2 contains 7752 members Entering Unmasked Estep Score: -1210029.500000 Penalty: 4708.620117 Iteration 7F: 3 clusters Score -1210030 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 8130 members Entering Unmasked Estep Score: -1210596.250000 Penalty: 4708.620117 Iteration 8F: 3 clusters Score -1210596 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 8523 members Entering Unmasked Estep Score: -1211052.000000 Penalty: 4708.620117 Iteration 9F: 3 clusters Score -1211052 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 8914 members Entering Unmasked Estep Score: -1211407.625000 Penalty: 4708.620117 Iteration 10Q: 3 clusters Score -1211408 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 9296 members Entering Unmasked Estep Score: -1211685.500000 Penalty: 4708.620117 Iteration 11Q: 3 clusters Score -1211686 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 9634 members Entering Unmasked Estep Score: -1211888.375000 Penalty: 4708.620117 Iteration 12Q: 3 clusters Score -1211888 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -1212047.500000 Penalty: 4708.620117 Iteration 13Q: 3 clusters Score -1212048 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 10221 members Entering Unmasked Estep Score: -1212166.875000 Penalty: 4708.620117 Iteration 14Q: 3 clusters Score -1212167 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 10461 members Entering Unmasked Estep Score: -1212269.250000 Penalty: 4708.620117 Iteration 15Q: 3 clusters Score -1212269 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 10677 members Entering Unmasked Estep Score: -1212355.750000 Penalty: 4708.620117 Iteration 16Q: 3 clusters Score -1212356 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 10873 members Entering Unmasked Estep Score: -1212437.250000 Penalty: 4708.620117 Iteration 17Q: 3 clusters Score -1212437 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 11033 members Entering Unmasked Estep Score: -1212494.500000 Penalty: 4708.620117 Iteration 18Q: 3 clusters Score -1212494 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 11157 members Entering Unmasked Estep Score: -1212539.125000 Penalty: 4708.620117 Iteration 19Q: 3 clusters Score -1212539 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 11280 members Entering Unmasked Estep Score: -1212585.625000 Penalty: 4708.620117 Iteration 20F: 3 clusters Score -1212586 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 11379 members Entering Unmasked Estep Score: -1212617.250000 Penalty: 4708.620117 Iteration 21Q: 3 clusters Score -1212617 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 11448 members Entering Unmasked Estep Score: -1212635.625000 Penalty: 4708.620117 Iteration 22Q: 3 clusters Score -1212636 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 11508 members Entering Unmasked Estep Score: -1212653.500000 Penalty: 4708.620117 Iteration 23Q: 3 clusters Score -1212654 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 11561 members Entering Unmasked Estep Score: -1212667.625000 Penalty: 4708.620117 Iteration 24Q: 3 clusters Score -1212668 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 11601 members Entering Unmasked Estep Score: -1212681.125000 Penalty: 4708.620117 Iteration 25Q: 3 clusters Score -1212681 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 11642 members Entering Unmasked Estep Score: -1212690.500000 Penalty: 4708.620117 Iteration 26Q: 3 clusters Score -1212690 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 11677 members Entering Unmasked Estep Score: -1212703.625000 Penalty: 4708.620117 Iteration 27Q: 3 clusters Score -1212704 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 11710 members Entering Unmasked Estep Score: -1212712.750000 Penalty: 4708.620117 Iteration 28Q: 3 clusters Score -1212713 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 11738 members Entering Unmasked Estep Score: -1212718.875000 Penalty: 4708.620117 Iteration 29Q: 3 clusters Score -1212719 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 11758 members Entering Unmasked Estep Score: -1212723.625000 Penalty: 4708.620117 Iteration 30Q: 3 clusters Score -1212724 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 11780 members Entering Unmasked Estep Score: -1212723.125000 Penalty: 4708.620117 Iteration 31Q: 3 clusters Score -1212723 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 11792 members Entering Unmasked Estep Score: -1212725.750000 Penalty: 4708.620117 Iteration 32Q: 3 clusters Score -1212726 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 11811 members Entering Unmasked Estep Score: -1212736.625000 Penalty: 4708.620117 Iteration 33Q: 3 clusters Score -1212737 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 11829 members Entering Unmasked Estep Score: -1212743.000000 Penalty: 4708.620117 Iteration 34Q: 3 clusters Score -1212743 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 11848 members Entering Unmasked Estep Score: -1212744.250000 Penalty: 4708.620117 Iteration 35Q: 3 clusters Score -1212744 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 11867 members Entering Unmasked Estep Score: -1212751.125000 Penalty: 4708.620117 Iteration 36Q: 3 clusters Score -1212751 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 11880 members Entering Unmasked Estep Score: -1212757.625000 Penalty: 4708.620117 Iteration 37Q: 3 clusters Score -1212758 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 11893 members Entering Unmasked Estep Score: -1212760.375000 Penalty: 4708.620117 Iteration 38Q: 3 clusters Score -1212760 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 11907 members Entering Unmasked Estep Score: -1212767.125000 Penalty: 4708.620117 Iteration 39Q: 3 clusters Score -1212767 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 11922 members Entering Unmasked Estep Score: -1212769.875000 Penalty: 4708.620117 Iteration 40F: 3 clusters Score -1212770 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 11929 members Entering Unmasked Estep Score: -1212771.000000 Penalty: 4708.620117 Iteration 41Q: 3 clusters Score -1212771 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 11935 members Entering Unmasked Estep Score: -1212770.000000 Penalty: 4708.620117 Iteration 42Q: 3 clusters Score -1212770 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 11940 members Entering Unmasked Estep Score: -1212768.375000 Penalty: 4708.620117 Iteration 43Q: 3 clusters Score -1212768 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 11947 members Entering Unmasked Estep Score: -1212769.000000 Penalty: 4708.620117 Iteration 44Q: 3 clusters Score -1212769 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 11953 members Entering Unmasked Estep Score: -1212772.750000 Penalty: 4708.620117 Iteration 45Q: 3 clusters Score -1212773 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 11959 members Entering Unmasked Estep Score: -1212777.000000 Penalty: 4708.620117 Iteration 46Q: 3 clusters Score -1212777 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 11965 members Entering Unmasked Estep Score: -1212780.500000 Penalty: 4708.620117 Iteration 47Q: 3 clusters Score -1212780 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 11971 members Entering Unmasked Estep Score: -1212780.375000 Penalty: 4708.620117 Iteration 48Q: 3 clusters Score -1212780 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 11976 members Entering Unmasked Estep Score: -1212782.375000 Penalty: 4708.620117 Iteration 49Q: 3 clusters Score -1212782 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 11980 members Entering Unmasked Estep Score: -1212780.625000 Penalty: 4708.620117 Iteration 50Q: 3 clusters Score -1212781 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 11984 members Entering Unmasked Estep Score: -1212786.625000 Penalty: 4708.620117 Iteration 51Q: 3 clusters Score -1212787 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 11988 members Entering Unmasked Estep Score: -1212786.125000 Penalty: 4708.620117 Iteration 52Q: 3 clusters Score -1212786 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 11989 members Entering Unmasked Estep Score: -1212787.625000 Penalty: 4708.620117 Iteration 53Q: 3 clusters Score -1212788 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 11990 members Entering Unmasked Estep Score: -1212787.500000 Penalty: 4708.620117 Iteration 54Q: 3 clusters Score -1212788 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 11991 members Entering Unmasked Estep Score: -1212787.750000 Penalty: 4708.620117 Iteration 55Q: 3 clusters Score -1212788 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 11992 members Entering Unmasked Estep Score: -1212787.000000 Penalty: 4708.620117 Iteration 56Q: 3 clusters Score -1212787 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 11992 members Entering Unmasked Estep Score: -1212787.000000 Penalty: 4708.620117 Iteration 57F: 3 clusters Score -1212787 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Entering Unmasked Estep Score: -106332.351562 Penalty: 1776.274536 Iteration 0F: 2 clusters Score -106332.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -104227.507812 Penalty: 3552.549072 Iteration 0F: 3 clusters Score -104227.5 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -104566.460938 Penalty: 3552.549072 Iteration 1F: 3 clusters Score -104566.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -104720.421875 Penalty: 3552.549072 Iteration 2F: 3 clusters Score -104720.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -104873.062500 Penalty: 3552.549072 Iteration 3F: 3 clusters Score -104873.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -104980.437500 Penalty: 3552.549072 Iteration 4Q: 3 clusters Score -104980.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -105060.101562 Penalty: 3552.549072 Iteration 5Q: 3 clusters Score -105060.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -105106.601562 Penalty: 3552.549072 Iteration 6Q: 3 clusters Score -105106.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -105158.671875 Penalty: 3552.549072 Iteration 7Q: 3 clusters Score -105158.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -105190.085938 Penalty: 3552.549072 Iteration 8Q: 3 clusters Score -105190.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -105211.000000 Penalty: 3552.549072 Iteration 9Q: 3 clusters Score -105211 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -105233.570312 Penalty: 3552.549072 Iteration 10Q: 3 clusters Score -105233.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -105253.171875 Penalty: 3552.549072 Iteration 11Q: 3 clusters Score -105253.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -105281.906250 Penalty: 3552.549072 Iteration 12Q: 3 clusters Score -105281.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -105314.320312 Penalty: 3552.549072 Iteration 13Q: 3 clusters Score -105314.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -105381.304688 Penalty: 3552.549072 Iteration 14Q: 3 clusters Score -105381.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -105477.796875 Penalty: 3552.549072 Iteration 15Q: 3 clusters Score -105477.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -105584.484375 Penalty: 3552.549072 Iteration 16Q: 3 clusters Score -105584.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -105700.195312 Penalty: 3552.549072 Iteration 17Q: 3 clusters Score -105700.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -105792.015625 Penalty: 3552.549072 Iteration 18Q: 3 clusters Score -105792 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -105958.843750 Penalty: 3552.549072 Iteration 19Q: 3 clusters Score -105958.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -106057.242188 Penalty: 3552.549072 Iteration 20F: 3 clusters Score -106057.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -106077.625000 Penalty: 3552.549072 Iteration 21Q: 3 clusters Score -106077.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -106079.929688 Penalty: 3552.549072 Iteration 22Q: 3 clusters Score -106079.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -106081.281250 Penalty: 3552.549072 Iteration 23Q: 3 clusters Score -106081.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -106081.281250 Penalty: 3552.549072 Iteration 24F: 3 clusters Score -106081.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (14230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14230 members Entering Unmasked Estep Score: -1308154.750000 Penalty: 2371.650635 Iteration 0F: 2 clusters Score -1308155 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 7194 members Entering Unmasked Estep Score: -1297826.750000 Penalty: 4743.301270 Iteration 0F: 3 clusters Score -1297827 nChanged 6081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 7537 members Entering Unmasked Estep Score: -1301092.875000 Penalty: 4743.301270 Iteration 1F: 3 clusters Score -1301093 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 7798 members Entering Unmasked Estep Score: -1301476.875000 Penalty: 4743.301270 Iteration 2F: 3 clusters Score -1301477 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 8180 members Entering Unmasked Estep Score: -1301817.000000 Penalty: 4743.301270 Iteration 3F: 3 clusters Score -1301817 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 8637 members Entering Unmasked Estep Score: -1302154.250000 Penalty: 4743.301270 Iteration 4Q: 3 clusters Score -1302154 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5046 members Mstep: Class 2 contains 9184 members Entering Unmasked Estep Score: -1302510.625000 Penalty: 4743.301270 Iteration 5Q: 3 clusters Score -1302511 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 9753 members Entering Unmasked Estep Score: -1302855.625000 Penalty: 4743.301270 Iteration 6Q: 3 clusters Score -1302856 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 10362 members Entering Unmasked Estep Score: -1303261.000000 Penalty: 4743.301270 Iteration 7Q: 3 clusters Score -1303261 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 11053 members Entering Unmasked Estep Score: -1303779.375000 Penalty: 4743.301270 Iteration 8F: 3 clusters Score -1303779 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 11768 members Entering Unmasked Estep Score: -1304350.375000 Penalty: 4743.301270 Iteration 9F: 3 clusters Score -1304350 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 12433 members Entering Unmasked Estep Score: -1304961.500000 Penalty: 4743.301270 Iteration 10Q: 3 clusters Score -1304962 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 12973 members Entering Unmasked Estep Score: -1305462.625000 Penalty: 4743.301270 Iteration 11Q: 3 clusters Score -1305463 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 13308 members Entering Unmasked Estep Score: -1305773.250000 Penalty: 4743.301270 Iteration 12Q: 3 clusters Score -1305773 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 13506 members Entering Unmasked Estep Score: -1305954.750000 Penalty: 4743.301270 Iteration 13Q: 3 clusters Score -1305955 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 13612 members Entering Unmasked Estep Score: -1306063.500000 Penalty: 4743.301270 Iteration 14Q: 3 clusters Score -1306064 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 13682 members Entering Unmasked Estep Score: -1306145.000000 Penalty: 4743.301270 Iteration 15Q: 3 clusters Score -1306145 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 13734 members Entering Unmasked Estep Score: -1306209.875000 Penalty: 4743.301270 Iteration 16Q: 3 clusters Score -1306210 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 13775 members Entering Unmasked Estep Score: -1306261.500000 Penalty: 4743.301270 Iteration 17Q: 3 clusters Score -1306262 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 13795 members Entering Unmasked Estep Score: -1306288.625000 Penalty: 4743.301270 Iteration 18Q: 3 clusters Score -1306289 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 13802 members Entering Unmasked Estep Score: -1306301.250000 Penalty: 4743.301270 Iteration 19Q: 3 clusters Score -1306301 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 13807 members Entering Unmasked Estep Score: -1306311.750000 Penalty: 4743.301270 Iteration 20F: 3 clusters Score -1306312 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 13815 members Entering Unmasked Estep Score: -1306319.875000 Penalty: 4743.301270 Iteration 21Q: 3 clusters Score -1306320 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 13822 members Entering Unmasked Estep Score: -1306327.000000 Penalty: 4743.301270 Iteration 22Q: 3 clusters Score -1306327 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 13826 members Entering Unmasked Estep Score: -1306332.125000 Penalty: 4743.301270 Iteration 23Q: 3 clusters Score -1306332 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 13833 members Entering Unmasked Estep Score: -1306341.875000 Penalty: 4743.301270 Iteration 24Q: 3 clusters Score -1306342 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 13838 members Entering Unmasked Estep Score: -1306349.625000 Penalty: 4743.301270 Iteration 25Q: 3 clusters Score -1306350 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 13843 members Entering Unmasked Estep Score: -1306353.375000 Penalty: 4743.301270 Iteration 26Q: 3 clusters Score -1306353 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 13846 members Entering Unmasked Estep Score: -1306356.000000 Penalty: 4743.301270 Iteration 27Q: 3 clusters Score -1306356 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 13849 members Entering Unmasked Estep Score: -1306355.000000 Penalty: 4743.301270 Iteration 28Q: 3 clusters Score -1306355 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 13849 members Entering Unmasked Estep Score: -1306355.000000 Penalty: 4743.301270 Iteration 29F: 3 clusters Score -1306355 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (316448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316448 members Entering Unmasked Estep Score: -28839964.000000 Penalty: 3140.898682 Iteration 0F: 2 clusters Score -2.883996e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158219 members Mstep: Class 2 contains 158229 members Entering Unmasked Estep Score: -28626958.000000 Penalty: 6281.797363 Iteration 0F: 3 clusters Score -2.862696e+07 nChanged 153816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160201 members Mstep: Class 2 contains 156247 members Entering Unmasked Estep Score: -28719086.000000 Penalty: 6281.797363 Iteration 1F: 3 clusters Score -2.871909e+07 nChanged 7340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161923 members Mstep: Class 2 contains 154525 members Entering Unmasked Estep Score: -28720046.000000 Penalty: 6281.797363 Iteration 2Q: 3 clusters Score -2.872005e+07 nChanged 7617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164552 members Mstep: Class 2 contains 151896 members Entering Unmasked Estep Score: -28721300.000000 Penalty: 6281.797363 Iteration 3Q: 3 clusters Score -2.87213e+07 nChanged 8581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168607 members Mstep: Class 2 contains 147841 members Entering Unmasked Estep Score: -28723138.000000 Penalty: 6281.797363 Iteration 4Q: 3 clusters Score -2.872314e+07 nChanged 10091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174698 members Mstep: Class 2 contains 141750 members Entering Unmasked Estep Score: -28726128.000000 Penalty: 6281.797363 Iteration 5Q: 3 clusters Score -2.872613e+07 nChanged 12716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183862 members Mstep: Class 2 contains 132586 members Entering Unmasked Estep Score: -28730846.000000 Penalty: 6281.797363 Iteration 6Q: 3 clusters Score -2.873085e+07 nChanged 16118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196838 members Mstep: Class 2 contains 119610 members Entering Unmasked Estep Score: -28738604.000000 Penalty: 6281.797363 Iteration 7F: 3 clusters Score -2.87386e+07 nChanged 20223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214461 members Mstep: Class 2 contains 101987 members Entering Unmasked Estep Score: -28751314.000000 Penalty: 6281.797363 Iteration 8F: 3 clusters Score -2.875131e+07 nChanged 23670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235947 members Mstep: Class 2 contains 80501 members Entering Unmasked Estep Score: -28770214.000000 Penalty: 6281.797363 Iteration 9F: 3 clusters Score -2.877021e+07 nChanged 23840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258263 members Mstep: Class 2 contains 58185 members Entering Unmasked Estep Score: -28791498.000000 Penalty: 6281.797363 Iteration 10F: 3 clusters Score -2.87915e+07 nChanged 19934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277499 members Mstep: Class 2 contains 38949 members Entering Unmasked Estep Score: -28809714.000000 Penalty: 6281.797363 Iteration 11F: 3 clusters Score -2.880971e+07 nChanged 13546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290801 members Mstep: Class 2 contains 25647 members Entering Unmasked Estep Score: -28822584.000000 Penalty: 6281.797363 Iteration 12Q: 3 clusters Score -2.882258e+07 nChanged 7894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298545 members Mstep: Class 2 contains 17903 members Entering Unmasked Estep Score: -28830254.000000 Penalty: 6281.797363 Iteration 13Q: 3 clusters Score -2.883025e+07 nChanged 4490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302765 members Mstep: Class 2 contains 13683 members Entering Unmasked Estep Score: -28834362.000000 Penalty: 6281.797363 Iteration 14Q: 3 clusters Score -2.883436e+07 nChanged 2760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305315 members Mstep: Class 2 contains 11133 members Entering Unmasked Estep Score: -28836390.000000 Penalty: 6281.797363 Iteration 15Q: 3 clusters Score -2.883639e+07 nChanged 1858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307029 members Mstep: Class 2 contains 9419 members Entering Unmasked Estep Score: -28837558.000000 Penalty: 6281.797363 Iteration 16Q: 3 clusters Score -2.883756e+07 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308178 members Mstep: Class 2 contains 8270 members Entering Unmasked Estep Score: -28838248.000000 Penalty: 6281.797363 Iteration 17Q: 3 clusters Score -2.883825e+07 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309017 members Mstep: Class 2 contains 7431 members Entering Unmasked Estep Score: -28838616.000000 Penalty: 6281.797363 Iteration 18Q: 3 clusters Score -2.883862e+07 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309695 members Mstep: Class 2 contains 6753 members Entering Unmasked Estep Score: -28838930.000000 Penalty: 6281.797363 Iteration 19Q: 3 clusters Score -2.883893e+07 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310210 members Mstep: Class 2 contains 6238 members Entering Unmasked Estep Score: -28839114.000000 Penalty: 6281.797363 Iteration 20F: 3 clusters Score -2.883911e+07 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310593 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -28839184.000000 Penalty: 6281.797363 Iteration 21Q: 3 clusters Score -2.883918e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310891 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -28839192.000000 Penalty: 6281.797363 Iteration 22Q: 3 clusters Score -2.883919e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311150 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -28839280.000000 Penalty: 6281.797363 Iteration 23Q: 3 clusters Score -2.883928e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311358 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -28839314.000000 Penalty: 6281.797363 Iteration 24Q: 3 clusters Score -2.883931e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311536 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -28839296.000000 Penalty: 6281.797363 Iteration 25Q: 3 clusters Score -2.88393e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311687 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -28839308.000000 Penalty: 6281.797363 Iteration 26Q: 3 clusters Score -2.883931e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311794 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -28839278.000000 Penalty: 6281.797363 Iteration 27Q: 3 clusters Score -2.883928e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311889 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -28839340.000000 Penalty: 6281.797363 Iteration 28Q: 3 clusters Score -2.883934e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311972 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -28839374.000000 Penalty: 6281.797363 Iteration 29Q: 3 clusters Score -2.883937e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312035 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -28839322.000000 Penalty: 6281.797363 Iteration 30Q: 3 clusters Score -2.883932e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312077 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -28839346.000000 Penalty: 6281.797363 Iteration 31Q: 3 clusters Score -2.883935e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312100 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -28839338.000000 Penalty: 6281.797363 Iteration 32Q: 3 clusters Score -2.883934e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312122 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -28839330.000000 Penalty: 6281.797363 Iteration 33Q: 3 clusters Score -2.883933e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312150 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -28839320.000000 Penalty: 6281.797363 Iteration 34Q: 3 clusters Score -2.883932e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312175 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -28839322.000000 Penalty: 6281.797363 Iteration 35Q: 3 clusters Score -2.883932e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312190 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -28839306.000000 Penalty: 6281.797363 Iteration 36Q: 3 clusters Score -2.883931e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312198 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -28839306.000000 Penalty: 6281.797363 Iteration 37Q: 3 clusters Score -2.883931e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312205 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -28839306.000000 Penalty: 6281.797363 Iteration 38Q: 3 clusters Score -2.883931e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312212 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -28839288.000000 Penalty: 6281.797363 Iteration 39Q: 3 clusters Score -2.883929e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312216 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -28839280.000000 Penalty: 6281.797363 Iteration 40F: 3 clusters Score -2.883928e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312225 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -28839282.000000 Penalty: 6281.797363 Iteration 41Q: 3 clusters Score -2.883928e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312230 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -28839290.000000 Penalty: 6281.797363 Iteration 42Q: 3 clusters Score -2.883929e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312243 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -28839290.000000 Penalty: 6281.797363 Iteration 43Q: 3 clusters Score -2.883929e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312253 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -28839300.000000 Penalty: 6281.797363 Iteration 44Q: 3 clusters Score -2.88393e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312264 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -28839284.000000 Penalty: 6281.797363 Iteration 45Q: 3 clusters Score -2.883928e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312273 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -28839294.000000 Penalty: 6281.797363 Iteration 46Q: 3 clusters Score -2.883929e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312279 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -28839294.000000 Penalty: 6281.797363 Iteration 47Q: 3 clusters Score -2.883929e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312288 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -28839296.000000 Penalty: 6281.797363 Iteration 48Q: 3 clusters Score -2.88393e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312295 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -28839286.000000 Penalty: 6281.797363 Iteration 49Q: 3 clusters Score -2.883929e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312303 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -28839292.000000 Penalty: 6281.797363 Iteration 50Q: 3 clusters Score -2.883929e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312309 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -28839286.000000 Penalty: 6281.797363 Iteration 51Q: 3 clusters Score -2.883929e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312313 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -28839276.000000 Penalty: 6281.797363 Iteration 52Q: 3 clusters Score -2.883928e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312317 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -28839288.000000 Penalty: 6281.797363 Iteration 53Q: 3 clusters Score -2.883929e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312317 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -28839288.000000 Penalty: 6281.797363 Iteration 54F: 3 clusters Score -2.883929e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (256011 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256011 members Entering Unmasked Estep Score: -23232074.000000 Penalty: 3088.337891 Iteration 0F: 2 clusters Score -2.323207e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127926 members Mstep: Class 2 contains 128085 members Entering Unmasked Estep Score: -23060466.000000 Penalty: 6176.675781 Iteration 0F: 3 clusters Score -2.306047e+07 nChanged 123868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127010 members Mstep: Class 2 contains 129001 members Entering Unmasked Estep Score: -23133740.000000 Penalty: 6176.675781 Iteration 1F: 3 clusters Score -2.313374e+07 nChanged 6614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126442 members Mstep: Class 2 contains 129569 members Entering Unmasked Estep Score: -23135004.000000 Penalty: 6176.675781 Iteration 2Q: 3 clusters Score -2.3135e+07 nChanged 6868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125292 members Mstep: Class 2 contains 130719 members Entering Unmasked Estep Score: -23136320.000000 Penalty: 6176.675781 Iteration 3Q: 3 clusters Score -2.313632e+07 nChanged 7285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123479 members Mstep: Class 2 contains 132532 members Entering Unmasked Estep Score: -23138056.000000 Penalty: 6176.675781 Iteration 4Q: 3 clusters Score -2.313806e+07 nChanged 8139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120608 members Mstep: Class 2 contains 135403 members Entering Unmasked Estep Score: -23140188.000000 Penalty: 6176.675781 Iteration 5Q: 3 clusters Score -2.314019e+07 nChanged 9359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116379 members Mstep: Class 2 contains 139632 members Entering Unmasked Estep Score: -23143304.000000 Penalty: 6176.675781 Iteration 6Q: 3 clusters Score -2.31433e+07 nChanged 11099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110328 members Mstep: Class 2 contains 145683 members Entering Unmasked Estep Score: -23148304.000000 Penalty: 6176.675781 Iteration 7Q: 3 clusters Score -2.31483e+07 nChanged 13164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102464 members Mstep: Class 2 contains 153547 members Entering Unmasked Estep Score: -23155712.000000 Penalty: 6176.675781 Iteration 8F: 3 clusters Score -2.315571e+07 nChanged 15102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93334 members Mstep: Class 2 contains 162677 members Entering Unmasked Estep Score: -23166508.000000 Penalty: 6176.675781 Iteration 9F: 3 clusters Score -2.316651e+07 nChanged 15600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84736 members Mstep: Class 2 contains 171275 members Entering Unmasked Estep Score: -23178072.000000 Penalty: 6176.675781 Iteration 10F: 3 clusters Score -2.317807e+07 nChanged 13694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78070 members Mstep: Class 2 contains 177941 members Entering Unmasked Estep Score: -23186554.000000 Penalty: 6176.675781 Iteration 11F: 3 clusters Score -2.318655e+07 nChanged 9865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72907 members Mstep: Class 2 contains 183104 members Entering Unmasked Estep Score: -23190576.000000 Penalty: 6176.675781 Iteration 12Q: 3 clusters Score -2.319058e+07 nChanged 6387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68150 members Mstep: Class 2 contains 187861 members Entering Unmasked Estep Score: -23192896.000000 Penalty: 6176.675781 Iteration 13Q: 3 clusters Score -2.31929e+07 nChanged 5096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63316 members Mstep: Class 2 contains 192695 members Entering Unmasked Estep Score: -23194442.000000 Penalty: 6176.675781 Iteration 14Q: 3 clusters Score -2.319444e+07 nChanged 5025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58303 members Mstep: Class 2 contains 197708 members Entering Unmasked Estep Score: -23196118.000000 Penalty: 6176.675781 Iteration 15Q: 3 clusters Score -2.319612e+07 nChanged 5314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52989 members Mstep: Class 2 contains 203022 members Entering Unmasked Estep Score: -23197926.000000 Penalty: 6176.675781 Iteration 16Q: 3 clusters Score -2.319793e+07 nChanged 5542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47447 members Mstep: Class 2 contains 208564 members Entering Unmasked Estep Score: -23200338.000000 Penalty: 6176.675781 Iteration 17Q: 3 clusters Score -2.320034e+07 nChanged 5659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41788 members Mstep: Class 2 contains 214223 members Entering Unmasked Estep Score: -23203046.000000 Penalty: 6176.675781 Iteration 18Q: 3 clusters Score -2.320305e+07 nChanged 5593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36195 members Mstep: Class 2 contains 219816 members Entering Unmasked Estep Score: -23205874.000000 Penalty: 6176.675781 Iteration 19Q: 3 clusters Score -2.320587e+07 nChanged 5455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30740 members Mstep: Class 2 contains 225271 members Entering Unmasked Estep Score: -23208840.000000 Penalty: 6176.675781 Iteration 20F: 3 clusters Score -2.320884e+07 nChanged 5225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25515 members Mstep: Class 2 contains 230496 members Entering Unmasked Estep Score: -23211902.000000 Penalty: 6176.675781 Iteration 21Q: 3 clusters Score -2.32119e+07 nChanged 4905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20610 members Mstep: Class 2 contains 235401 members Entering Unmasked Estep Score: -23214772.000000 Penalty: 6176.675781 Iteration 22Q: 3 clusters Score -2.321477e+07 nChanged 4436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16174 members Mstep: Class 2 contains 239837 members Entering Unmasked Estep Score: -23217768.000000 Penalty: 6176.675781 Iteration 23Q: 3 clusters Score -2.321777e+07 nChanged 3981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12193 members Mstep: Class 2 contains 243818 members Entering Unmasked Estep Score: -23220530.000000 Penalty: 6176.675781 Iteration 24Q: 3 clusters Score -2.322053e+07 nChanged 3313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8880 members Mstep: Class 2 contains 247131 members Entering Unmasked Estep Score: -23222970.000000 Penalty: 6176.675781 Iteration 25Q: 3 clusters Score -2.322297e+07 nChanged 2781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 249912 members Entering Unmasked Estep Score: -23225036.000000 Penalty: 6176.675781 Iteration 26Q: 3 clusters Score -2.322504e+07 nChanged 2150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 252062 members Entering Unmasked Estep Score: -23226400.000000 Penalty: 6176.675781 Iteration 27Q: 3 clusters Score -2.32264e+07 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 253546 members Entering Unmasked Estep Score: -23227608.000000 Penalty: 6176.675781 Iteration 28Q: 3 clusters Score -2.322761e+07 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 254479 members Entering Unmasked Estep Score: -23228322.000000 Penalty: 6176.675781 Iteration 29Q: 3 clusters Score -2.322832e+07 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 255012 members Entering Unmasked Estep Score: -23228628.000000 Penalty: 6176.675781 Iteration 30Q: 3 clusters Score -2.322863e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 255289 members Entering Unmasked Estep Score: -23228902.000000 Penalty: 6176.675781 Iteration 31Q: 3 clusters Score -2.32289e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 255436 members Entering Unmasked Estep Score: -23229016.000000 Penalty: 6176.675781 Iteration 32Q: 3 clusters Score -2.322902e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 255504 members Entering Unmasked Estep Score: -23229088.000000 Penalty: 6176.675781 Iteration 33Q: 3 clusters Score -2.322909e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 255543 members Entering Unmasked Estep Score: -23229138.000000 Penalty: 6176.675781 Iteration 34Q: 3 clusters Score -2.322914e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 255576 members Entering Unmasked Estep Score: -23229204.000000 Penalty: 6176.675781 Iteration 35Q: 3 clusters Score -2.32292e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 255593 members Entering Unmasked Estep Score: -23229218.000000 Penalty: 6176.675781 Iteration 36Q: 3 clusters Score -2.322922e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 255600 members Entering Unmasked Estep Score: -23229246.000000 Penalty: 6176.675781 Iteration 37Q: 3 clusters Score -2.322925e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 255612 members Entering Unmasked Estep Score: -23229266.000000 Penalty: 6176.675781 Iteration 38Q: 3 clusters Score -2.322927e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 255622 members Entering Unmasked Estep Score: -23229284.000000 Penalty: 6176.675781 Iteration 39Q: 3 clusters Score -2.322928e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 255628 members Entering Unmasked Estep Score: -23229306.000000 Penalty: 6176.675781 Iteration 40F: 3 clusters Score -2.322931e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 255633 members Entering Unmasked Estep Score: -23229302.000000 Penalty: 6176.675781 Iteration 41Q: 3 clusters Score -2.32293e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 255639 members Entering Unmasked Estep Score: -23229306.000000 Penalty: 6176.675781 Iteration 42Q: 3 clusters Score -2.322931e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 255641 members Entering Unmasked Estep Score: -23229310.000000 Penalty: 6176.675781 Iteration 43Q: 3 clusters Score -2.322931e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 255644 members Entering Unmasked Estep Score: -23229312.000000 Penalty: 6176.675781 Iteration 44Q: 3 clusters Score -2.322931e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 255645 members Entering Unmasked Estep Score: -23229310.000000 Penalty: 6176.675781 Iteration 45Q: 3 clusters Score -2.322931e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 255645 members Entering Unmasked Estep Score: -23229310.000000 Penalty: 6176.675781 Iteration 46F: 3 clusters Score -2.322931e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (7803 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7803 members Entering Unmasked Estep Score: -708413.562500 Penalty: 2222.641357 Iteration 0F: 2 clusters Score -708413.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -702112.687500 Penalty: 4445.282715 Iteration 0F: 3 clusters Score -702112.7 nChanged 3210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -703883.812500 Penalty: 4445.282715 Iteration 1F: 3 clusters Score -703883.8 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -704277.500000 Penalty: 4445.282715 Iteration 2F: 3 clusters Score -704277.5 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -704692.187500 Penalty: 4445.282715 Iteration 3F: 3 clusters Score -704692.2 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -705114.937500 Penalty: 4445.282715 Iteration 4F: 3 clusters Score -705114.9 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -705558.500000 Penalty: 4445.282715 Iteration 5F: 3 clusters Score -705558.5 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -705917.500000 Penalty: 4445.282715 Iteration 6F: 3 clusters Score -705917.5 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -706173.312500 Penalty: 4445.282715 Iteration 7F: 3 clusters Score -706173.3 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -706380.375000 Penalty: 4445.282715 Iteration 8Q: 3 clusters Score -706380.4 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -706529.125000 Penalty: 4445.282715 Iteration 9Q: 3 clusters Score -706529.1 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -706621.250000 Penalty: 4445.282715 Iteration 10Q: 3 clusters Score -706621.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -706673.062500 Penalty: 4445.282715 Iteration 11Q: 3 clusters Score -706673.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -706710.000000 Penalty: 4445.282715 Iteration 12Q: 3 clusters Score -706710 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5465 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -706739.562500 Penalty: 4445.282715 Iteration 13Q: 3 clusters Score -706739.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -706758.812500 Penalty: 4445.282715 Iteration 14Q: 3 clusters Score -706758.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -706777.187500 Penalty: 4445.282715 Iteration 15Q: 3 clusters Score -706777.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -706798.000000 Penalty: 4445.282715 Iteration 16Q: 3 clusters Score -706798 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -706814.625000 Penalty: 4445.282715 Iteration 17Q: 3 clusters Score -706814.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -706830.000000 Penalty: 4445.282715 Iteration 18Q: 3 clusters Score -706830 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -706847.312500 Penalty: 4445.282715 Iteration 19Q: 3 clusters Score -706847.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -706859.937500 Penalty: 4445.282715 Iteration 20F: 3 clusters Score -706859.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5755 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -706868.250000 Penalty: 4445.282715 Iteration 21Q: 3 clusters Score -706868.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -706877.562500 Penalty: 4445.282715 Iteration 22Q: 3 clusters Score -706877.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5795 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -706886.062500 Penalty: 4445.282715 Iteration 23Q: 3 clusters Score -706886.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -706893.312500 Penalty: 4445.282715 Iteration 24Q: 3 clusters Score -706893.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -706903.250000 Penalty: 4445.282715 Iteration 25Q: 3 clusters Score -706903.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -706918.062500 Penalty: 4445.282715 Iteration 26Q: 3 clusters Score -706918.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -706926.375000 Penalty: 4445.282715 Iteration 27Q: 3 clusters Score -706926.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -706936.812500 Penalty: 4445.282715 Iteration 28Q: 3 clusters Score -706936.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -706940.000000 Penalty: 4445.282715 Iteration 29Q: 3 clusters Score -706940 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -706945.750000 Penalty: 4445.282715 Iteration 30Q: 3 clusters Score -706945.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5944 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -706948.687500 Penalty: 4445.282715 Iteration 31Q: 3 clusters Score -706948.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5955 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -706951.500000 Penalty: 4445.282715 Iteration 32Q: 3 clusters Score -706951.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -706952.625000 Penalty: 4445.282715 Iteration 33Q: 3 clusters Score -706952.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5966 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -706954.750000 Penalty: 4445.282715 Iteration 34Q: 3 clusters Score -706954.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5968 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -706955.625000 Penalty: 4445.282715 Iteration 35Q: 3 clusters Score -706955.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -706957.437500 Penalty: 4445.282715 Iteration 36Q: 3 clusters Score -706957.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -706957.500000 Penalty: 4445.282715 Iteration 37Q: 3 clusters Score -706957.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5977 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -706958.125000 Penalty: 4445.282715 Iteration 38Q: 3 clusters Score -706958.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -706960.812500 Penalty: 4445.282715 Iteration 39Q: 3 clusters Score -706960.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -706959.750000 Penalty: 4445.282715 Iteration 40F: 3 clusters Score -706959.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Entering Unmasked Estep Score: -225157.390625 Penalty: 1942.142578 Iteration 0F: 2 clusters Score -225157.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -222265.328125 Penalty: 3884.285156 Iteration 0F: 3 clusters Score -222265.3 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -222897.265625 Penalty: 3884.285156 Iteration 1F: 3 clusters Score -222897.3 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -223076.859375 Penalty: 3884.285156 Iteration 2F: 3 clusters Score -223076.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -223211.296875 Penalty: 3884.285156 Iteration 3F: 3 clusters Score -223211.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -223304.796875 Penalty: 3884.285156 Iteration 4Q: 3 clusters Score -223304.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -223383.765625 Penalty: 3884.285156 Iteration 5Q: 3 clusters Score -223383.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -223452.640625 Penalty: 3884.285156 Iteration 6Q: 3 clusters Score -223452.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -223512.734375 Penalty: 3884.285156 Iteration 7Q: 3 clusters Score -223512.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -223551.140625 Penalty: 3884.285156 Iteration 8Q: 3 clusters Score -223551.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -223587.031250 Penalty: 3884.285156 Iteration 9Q: 3 clusters Score -223587 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -223618.671875 Penalty: 3884.285156 Iteration 10Q: 3 clusters Score -223618.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -223644.453125 Penalty: 3884.285156 Iteration 11Q: 3 clusters Score -223644.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -223673.468750 Penalty: 3884.285156 Iteration 12Q: 3 clusters Score -223673.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -223695.000000 Penalty: 3884.285156 Iteration 13Q: 3 clusters Score -223695 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -223710.937500 Penalty: 3884.285156 Iteration 14Q: 3 clusters Score -223710.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -223717.937500 Penalty: 3884.285156 Iteration 15Q: 3 clusters Score -223717.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -223723.765625 Penalty: 3884.285156 Iteration 16Q: 3 clusters Score -223723.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -223730.031250 Penalty: 3884.285156 Iteration 17Q: 3 clusters Score -223730 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -223733.562500 Penalty: 3884.285156 Iteration 18Q: 3 clusters Score -223733.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -223738.265625 Penalty: 3884.285156 Iteration 19Q: 3 clusters Score -223738.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -223744.687500 Penalty: 3884.285156 Iteration 20F: 3 clusters Score -223744.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -223752.203125 Penalty: 3884.285156 Iteration 21Q: 3 clusters Score -223752.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -223757.937500 Penalty: 3884.285156 Iteration 22Q: 3 clusters Score -223757.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -223759.375000 Penalty: 3884.285156 Iteration 23Q: 3 clusters Score -223759.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -223761.718750 Penalty: 3884.285156 Iteration 24Q: 3 clusters Score -223761.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -223764.109375 Penalty: 3884.285156 Iteration 25Q: 3 clusters Score -223764.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -223766.187500 Penalty: 3884.285156 Iteration 26Q: 3 clusters Score -223766.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -223771.015625 Penalty: 3884.285156 Iteration 27Q: 3 clusters Score -223771 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -223777.765625 Penalty: 3884.285156 Iteration 28Q: 3 clusters Score -223777.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -223784.406250 Penalty: 3884.285156 Iteration 29Q: 3 clusters Score -223784.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -223786.531250 Penalty: 3884.285156 Iteration 30Q: 3 clusters Score -223786.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -223787.687500 Penalty: 3884.285156 Iteration 31Q: 3 clusters Score -223787.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -223787.890625 Penalty: 3884.285156 Iteration 32Q: 3 clusters Score -223787.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -223787.890625 Penalty: 3884.285156 Iteration 33F: 3 clusters Score -223787.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1049 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Entering Unmasked Estep Score: -89346.632812 Penalty: 1724.986938 Iteration 0F: 2 clusters Score -89346.63 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -87359.625000 Penalty: 3449.973877 Iteration 0F: 3 clusters Score -87359.62 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -87647.546875 Penalty: 3449.973877 Iteration 1F: 3 clusters Score -87647.55 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -87715.312500 Penalty: 3449.973877 Iteration 2F: 3 clusters Score -87715.31 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -87749.875000 Penalty: 3449.973877 Iteration 3Q: 3 clusters Score -87749.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -87765.859375 Penalty: 3449.973877 Iteration 4Q: 3 clusters Score -87765.86 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -87791.476562 Penalty: 3449.973877 Iteration 5Q: 3 clusters Score -87791.48 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -87815.757812 Penalty: 3449.973877 Iteration 6Q: 3 clusters Score -87815.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -87827.187500 Penalty: 3449.973877 Iteration 7Q: 3 clusters Score -87827.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -87834.523438 Penalty: 3449.973877 Iteration 8Q: 3 clusters Score -87834.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -87838.203125 Penalty: 3449.973877 Iteration 9Q: 3 clusters Score -87838.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -87841.523438 Penalty: 3449.973877 Iteration 10Q: 3 clusters Score -87841.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -87841.523438 Penalty: 3449.973877 Iteration 11F: 3 clusters Score -87841.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16873 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33196 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17151 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13269 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316448 members Mstep: Class 17 contains 256011 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882504.000000 Penalty: 57171.062500 Iteration 159Q: 18 clusters Score -6.88825e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16873 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33195 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17151 members Mstep: Class 10 contains 12443 members Mstep: Class 12 contains 13269 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316445 members Mstep: Class 17 contains 256015 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882512.000000 Penalty: 57171.062500 Iteration 160F: 18 clusters Score -6.888251e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16874 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33195 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17151 members Mstep: Class 10 contains 12442 members Mstep: Class 12 contains 13269 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316443 members Mstep: Class 17 contains 256017 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882504.000000 Penalty: 57171.062500 Iteration 161Q: 18 clusters Score -6.88825e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16874 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33196 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17151 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13269 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316440 members Mstep: Class 17 contains 256020 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882536.000000 Penalty: 57171.062500 Iteration 162Q: 18 clusters Score -6.888254e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16874 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33197 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17151 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13269 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316438 members Mstep: Class 17 contains 256021 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882552.000000 Penalty: 57171.062500 Iteration 163Q: 18 clusters Score -6.888255e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16874 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33198 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13269 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316435 members Mstep: Class 17 contains 256022 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882576.000000 Penalty: 57171.062500 Iteration 164Q: 18 clusters Score -6.888258e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16874 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33198 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13269 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316430 members Mstep: Class 17 contains 256027 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882520.000000 Penalty: 57171.062500 Iteration 165Q: 18 clusters Score -6.888252e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16874 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33198 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13269 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316425 members Mstep: Class 17 contains 256032 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882544.000000 Penalty: 57171.062500 Iteration 166Q: 18 clusters Score -6.888254e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16874 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33199 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13270 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316420 members Mstep: Class 17 contains 256035 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882520.000000 Penalty: 57171.062500 Iteration 167Q: 18 clusters Score -6.888252e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16874 members Mstep: Class 5 contains 67741 members Mstep: Class 6 contains 33200 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13268 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316413 members Mstep: Class 17 contains 256043 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882504.000000 Penalty: 57171.062500 Iteration 168Q: 18 clusters Score -6.88825e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16874 members Mstep: Class 5 contains 67742 members Mstep: Class 6 contains 33200 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13267 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316405 members Mstep: Class 17 contains 256051 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882520.000000 Penalty: 57171.062500 Iteration 169Q: 18 clusters Score -6.888252e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16874 members Mstep: Class 5 contains 67742 members Mstep: Class 6 contains 33200 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13267 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316403 members Mstep: Class 17 contains 256053 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882504.000000 Penalty: 57171.062500 Iteration 170Q: 18 clusters Score -6.88825e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16874 members Mstep: Class 5 contains 67742 members Mstep: Class 6 contains 33200 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13267 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316402 members Mstep: Class 17 contains 256054 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882512.000000 Penalty: 57171.062500 Iteration 171Q: 18 clusters Score -6.888251e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16874 members Mstep: Class 5 contains 67742 members Mstep: Class 6 contains 33200 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13267 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316401 members Mstep: Class 17 contains 256055 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882504.000000 Penalty: 57171.062500 Iteration 172Q: 18 clusters Score -6.88825e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16874 members Mstep: Class 5 contains 67742 members Mstep: Class 6 contains 33200 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13267 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316400 members Mstep: Class 17 contains 256056 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882520.000000 Penalty: 57171.062500 Iteration 173Q: 18 clusters Score -6.888252e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16874 members Mstep: Class 5 contains 67742 members Mstep: Class 6 contains 33200 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13267 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316398 members Mstep: Class 17 contains 256058 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882520.000000 Penalty: 57171.062500 Iteration 174Q: 18 clusters Score -6.888252e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16874 members Mstep: Class 5 contains 67742 members Mstep: Class 6 contains 33200 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13267 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316396 members Mstep: Class 17 contains 256060 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882496.000000 Penalty: 57171.062500 Iteration 175Q: 18 clusters Score -6.88825e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16874 members Mstep: Class 5 contains 67743 members Mstep: Class 6 contains 33200 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13267 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316393 members Mstep: Class 17 contains 256062 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882504.000000 Penalty: 57171.062500 Iteration 176Q: 18 clusters Score -6.88825e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16874 members Mstep: Class 5 contains 67743 members Mstep: Class 6 contains 33200 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13267 members Mstep: Class 13 contains 1290 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316393 members Mstep: Class 17 contains 256062 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep ConsiderDeletion Score: -68882504.000000 Penalty: 57171.062500 Iteration 177F: 18 clusters Score -6.88825e+07 nChanged 0 Entering ConstructFrom: Score: -68882504.000000 Penalty: 57171.062500 Entering ConstructFrom: Trying to split cluster 1 (1364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Entering Unmasked Estep Score: -112972.031250 Penalty: 1790.107910 Iteration 0F: 2 clusters Score -112972 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -110798.984375 Penalty: 3580.215820 Iteration 0F: 3 clusters Score -110799 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -111173.445312 Penalty: 3580.215820 Iteration 1F: 3 clusters Score -111173.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -111357.242188 Penalty: 3580.215820 Iteration 2F: 3 clusters Score -111357.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -111467.937500 Penalty: 3580.215820 Iteration 3Q: 3 clusters Score -111467.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -111531.148438 Penalty: 3580.215820 Iteration 4Q: 3 clusters Score -111531.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -111575.710938 Penalty: 3580.215820 Iteration 5Q: 3 clusters Score -111575.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -111642.296875 Penalty: 3580.215820 Iteration 6Q: 3 clusters Score -111642.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -111723.648438 Penalty: 3580.215820 Iteration 7Q: 3 clusters Score -111723.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -111838.640625 Penalty: 3580.215820 Iteration 8Q: 3 clusters Score -111838.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -112056.015625 Penalty: 3580.215820 Iteration 9Q: 3 clusters Score -112056 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -112209.281250 Penalty: 3580.215820 Iteration 10Q: 3 clusters Score -112209.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -112312.460938 Penalty: 3580.215820 Iteration 11Q: 3 clusters Score -112312.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -112401.117188 Penalty: 3580.215820 Iteration 12Q: 3 clusters Score -112401.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -112490.078125 Penalty: 3580.215820 Iteration 13Q: 3 clusters Score -112490.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -112584.101562 Penalty: 3580.215820 Iteration 14Q: 3 clusters Score -112584.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -112687.976562 Penalty: 3580.215820 Iteration 15Q: 3 clusters Score -112688 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -112725.898438 Penalty: 3580.215820 Iteration 16Q: 3 clusters Score -112725.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -112754.375000 Penalty: 3580.215820 Iteration 17Q: 3 clusters Score -112754.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -112769.546875 Penalty: 3580.215820 Iteration 18Q: 3 clusters Score -112769.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -112772.226562 Penalty: 3580.215820 Iteration 19Q: 3 clusters Score -112772.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -112776.867188 Penalty: 3580.215820 Iteration 20F: 3 clusters Score -112776.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -112790.351562 Penalty: 3580.215820 Iteration 21Q: 3 clusters Score -112790.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -112793.625000 Penalty: 3580.215820 Iteration 22Q: 3 clusters Score -112793.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -112794.726562 Penalty: 3580.215820 Iteration 23Q: 3 clusters Score -112794.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -112794.726562 Penalty: 3580.215820 Iteration 24F: 3 clusters Score -112794.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1986 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Entering Unmasked Estep Score: -167037.750000 Penalty: 1883.281738 Iteration 0F: 2 clusters Score -167037.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -164415.406250 Penalty: 3766.563477 Iteration 0F: 3 clusters Score -164415.4 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -164901.453125 Penalty: 3766.563477 Iteration 1F: 3 clusters Score -164901.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -165062.343750 Penalty: 3766.563477 Iteration 2F: 3 clusters Score -165062.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -165139.125000 Penalty: 3766.563477 Iteration 3Q: 3 clusters Score -165139.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -165211.625000 Penalty: 3766.563477 Iteration 4Q: 3 clusters Score -165211.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -165277.718750 Penalty: 3766.563477 Iteration 5Q: 3 clusters Score -165277.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -165336.109375 Penalty: 3766.563477 Iteration 6Q: 3 clusters Score -165336.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -165397.593750 Penalty: 3766.563477 Iteration 7Q: 3 clusters Score -165397.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -165450.359375 Penalty: 3766.563477 Iteration 8Q: 3 clusters Score -165450.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -165492.515625 Penalty: 3766.563477 Iteration 9Q: 3 clusters Score -165492.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -165529.187500 Penalty: 3766.563477 Iteration 10Q: 3 clusters Score -165529.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -165572.984375 Penalty: 3766.563477 Iteration 11Q: 3 clusters Score -165573 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -165604.812500 Penalty: 3766.563477 Iteration 12Q: 3 clusters Score -165604.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -165638.812500 Penalty: 3766.563477 Iteration 13Q: 3 clusters Score -165638.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -165662.562500 Penalty: 3766.563477 Iteration 14Q: 3 clusters Score -165662.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -165683.171875 Penalty: 3766.563477 Iteration 15Q: 3 clusters Score -165683.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -165703.000000 Penalty: 3766.563477 Iteration 16Q: 3 clusters Score -165703 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -165722.406250 Penalty: 3766.563477 Iteration 17Q: 3 clusters Score -165722.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -165739.125000 Penalty: 3766.563477 Iteration 18Q: 3 clusters Score -165739.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -165745.203125 Penalty: 3766.563477 Iteration 19Q: 3 clusters Score -165745.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -165749.296875 Penalty: 3766.563477 Iteration 20F: 3 clusters Score -165749.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -165754.546875 Penalty: 3766.563477 Iteration 21Q: 3 clusters Score -165754.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -165762.640625 Penalty: 3766.563477 Iteration 22Q: 3 clusters Score -165762.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -165771.531250 Penalty: 3766.563477 Iteration 23Q: 3 clusters Score -165771.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -165778.828125 Penalty: 3766.563477 Iteration 24Q: 3 clusters Score -165778.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -165782.812500 Penalty: 3766.563477 Iteration 25Q: 3 clusters Score -165782.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -165788.718750 Penalty: 3766.563477 Iteration 26Q: 3 clusters Score -165788.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -165794.687500 Penalty: 3766.563477 Iteration 27Q: 3 clusters Score -165794.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -165797.843750 Penalty: 3766.563477 Iteration 28Q: 3 clusters Score -165797.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -165800.781250 Penalty: 3766.563477 Iteration 29Q: 3 clusters Score -165800.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -165803.062500 Penalty: 3766.563477 Iteration 30Q: 3 clusters Score -165803.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -165803.875000 Penalty: 3766.563477 Iteration 31Q: 3 clusters Score -165803.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -165808.203125 Penalty: 3766.563477 Iteration 32Q: 3 clusters Score -165808.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -165811.437500 Penalty: 3766.563477 Iteration 33Q: 3 clusters Score -165811.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -165813.468750 Penalty: 3766.563477 Iteration 34Q: 3 clusters Score -165813.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -165815.671875 Penalty: 3766.563477 Iteration 35Q: 3 clusters Score -165815.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -165816.250000 Penalty: 3766.563477 Iteration 36Q: 3 clusters Score -165816.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -165816.796875 Penalty: 3766.563477 Iteration 37Q: 3 clusters Score -165816.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -165816.796875 Penalty: 3766.563477 Iteration 38F: 3 clusters Score -165816.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (16874 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16874 members Entering Unmasked Estep Score: -1554605.500000 Penalty: 2413.915283 Iteration 0F: 2 clusters Score -1554606 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8516 members Mstep: Class 2 contains 8358 members Entering Unmasked Estep Score: -1542520.125000 Penalty: 4827.830566 Iteration 0F: 3 clusters Score -1542520 nChanged 7422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9018 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -1546559.750000 Penalty: 4827.830566 Iteration 1F: 3 clusters Score -1546560 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9291 members Mstep: Class 2 contains 7583 members Entering Unmasked Estep Score: -1546995.625000 Penalty: 4827.830566 Iteration 2F: 3 clusters Score -1546996 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9657 members Mstep: Class 2 contains 7217 members Entering Unmasked Estep Score: -1547421.750000 Penalty: 4827.830566 Iteration 3F: 3 clusters Score -1547422 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10099 members Mstep: Class 2 contains 6775 members Entering Unmasked Estep Score: -1547833.000000 Penalty: 4827.830566 Iteration 4F: 3 clusters Score -1547833 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10625 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -1548243.500000 Penalty: 4827.830566 Iteration 5Q: 3 clusters Score -1548244 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11225 members Mstep: Class 2 contains 5649 members Entering Unmasked Estep Score: -1548681.375000 Penalty: 4827.830566 Iteration 6Q: 3 clusters Score -1548681 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11911 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -1549165.875000 Penalty: 4827.830566 Iteration 7Q: 3 clusters Score -1549166 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12650 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -1549664.250000 Penalty: 4827.830566 Iteration 8Q: 3 clusters Score -1549664 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13349 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -1550180.250000 Penalty: 4827.830566 Iteration 9Q: 3 clusters Score -1550180 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14041 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -1550697.500000 Penalty: 4827.830566 Iteration 10Q: 3 clusters Score -1550698 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14647 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -1551173.125000 Penalty: 4827.830566 Iteration 11Q: 3 clusters Score -1551173 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15174 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -1551626.875000 Penalty: 4827.830566 Iteration 12Q: 3 clusters Score -1551627 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15570 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -1551964.250000 Penalty: 4827.830566 Iteration 13Q: 3 clusters Score -1551964 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15851 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -1552248.125000 Penalty: 4827.830566 Iteration 14Q: 3 clusters Score -1552248 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16037 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1552463.250000 Penalty: 4827.830566 Iteration 15Q: 3 clusters Score -1552463 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16159 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -1552663.000000 Penalty: 4827.830566 Iteration 16Q: 3 clusters Score -1552663 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16241 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -1552798.125000 Penalty: 4827.830566 Iteration 17Q: 3 clusters Score -1552798 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16304 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -1552916.250000 Penalty: 4827.830566 Iteration 18Q: 3 clusters Score -1552916 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16349 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1553009.625000 Penalty: 4827.830566 Iteration 19Q: 3 clusters Score -1553010 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16379 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -1553184.750000 Penalty: 4827.830566 Iteration 20F: 3 clusters Score -1553185 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16368 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1553316.000000 Penalty: 4827.830566 Iteration 21Q: 3 clusters Score -1553316 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16362 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -1553391.875000 Penalty: 4827.830566 Iteration 22Q: 3 clusters Score -1553392 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16368 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1553441.875000 Penalty: 4827.830566 Iteration 23Q: 3 clusters Score -1553442 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16377 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -1553492.375000 Penalty: 4827.830566 Iteration 24Q: 3 clusters Score -1553492 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16378 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -1553526.625000 Penalty: 4827.830566 Iteration 25Q: 3 clusters Score -1553527 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -1553546.000000 Penalty: 4827.830566 Iteration 26Q: 3 clusters Score -1553546 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16385 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -1553559.375000 Penalty: 4827.830566 Iteration 27Q: 3 clusters Score -1553559 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16385 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -1553564.500000 Penalty: 4827.830566 Iteration 28Q: 3 clusters Score -1553564 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16390 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -1553572.125000 Penalty: 4827.830566 Iteration 29Q: 3 clusters Score -1553572 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16392 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -1553575.125000 Penalty: 4827.830566 Iteration 30Q: 3 clusters Score -1553575 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16391 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -1553578.625000 Penalty: 4827.830566 Iteration 31Q: 3 clusters Score -1553579 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16391 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -1553579.250000 Penalty: 4827.830566 Iteration 32F: 3 clusters Score -1553579 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16389 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -1553580.500000 Penalty: 4827.830566 Iteration 33Q: 3 clusters Score -1553580 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16388 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -1553582.375000 Penalty: 4827.830566 Iteration 34Q: 3 clusters Score -1553582 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16389 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -1553582.375000 Penalty: 4827.830566 Iteration 35Q: 3 clusters Score -1553582 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16389 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -1553582.375000 Penalty: 4827.830566 Iteration 36F: 3 clusters Score -1553582 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (67743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67743 members Entering Unmasked Estep Score: -6100028.500000 Penalty: 2758.622070 Iteration 0F: 2 clusters Score -6100028 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33863 members Mstep: Class 2 contains 33880 members Entering Unmasked Estep Score: -6054616.500000 Penalty: 5517.244141 Iteration 0F: 3 clusters Score -6054616 nChanged 31705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34740 members Mstep: Class 2 contains 33003 members Entering Unmasked Estep Score: -6072894.000000 Penalty: 5517.244141 Iteration 1F: 3 clusters Score -6072894 nChanged 2993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35367 members Mstep: Class 2 contains 32376 members Entering Unmasked Estep Score: -6073937.500000 Penalty: 5517.244141 Iteration 2Q: 3 clusters Score -6073938 nChanged 3225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36228 members Mstep: Class 2 contains 31515 members Entering Unmasked Estep Score: -6075208.500000 Penalty: 5517.244141 Iteration 3Q: 3 clusters Score -6075208 nChanged 3388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37454 members Mstep: Class 2 contains 30289 members Entering Unmasked Estep Score: -6076582.500000 Penalty: 5517.244141 Iteration 4F: 3 clusters Score -6076582 nChanged 3503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39019 members Mstep: Class 2 contains 28724 members Entering Unmasked Estep Score: -6078173.000000 Penalty: 5517.244141 Iteration 5F: 3 clusters Score -6078173 nChanged 3638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40943 members Mstep: Class 2 contains 26800 members Entering Unmasked Estep Score: -6079812.500000 Penalty: 5517.244141 Iteration 6F: 3 clusters Score -6079812 nChanged 3526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43091 members Mstep: Class 2 contains 24652 members Entering Unmasked Estep Score: -6081449.500000 Penalty: 5517.244141 Iteration 7F: 3 clusters Score -6081450 nChanged 3372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45533 members Mstep: Class 2 contains 22210 members Entering Unmasked Estep Score: -6083143.000000 Penalty: 5517.244141 Iteration 8Q: 3 clusters Score -6083143 nChanged 3206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48191 members Mstep: Class 2 contains 19552 members Entering Unmasked Estep Score: -6084774.500000 Penalty: 5517.244141 Iteration 9Q: 3 clusters Score -6084774 nChanged 3030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50987 members Mstep: Class 2 contains 16756 members Entering Unmasked Estep Score: -6086512.000000 Penalty: 5517.244141 Iteration 10Q: 3 clusters Score -6086512 nChanged 2877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53776 members Mstep: Class 2 contains 13967 members Entering Unmasked Estep Score: -6088308.000000 Penalty: 5517.244141 Iteration 11Q: 3 clusters Score -6088308 nChanged 2738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56472 members Mstep: Class 2 contains 11271 members Entering Unmasked Estep Score: -6090188.500000 Penalty: 5517.244141 Iteration 12Q: 3 clusters Score -6090188 nChanged 2427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58889 members Mstep: Class 2 contains 8854 members Entering Unmasked Estep Score: -6091917.500000 Penalty: 5517.244141 Iteration 13Q: 3 clusters Score -6091918 nChanged 2064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60945 members Mstep: Class 2 contains 6798 members Entering Unmasked Estep Score: -6093483.000000 Penalty: 5517.244141 Iteration 14Q: 3 clusters Score -6093483 nChanged 1571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62512 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -6094602.500000 Penalty: 5517.244141 Iteration 15Q: 3 clusters Score -6094602 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63645 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -6095310.500000 Penalty: 5517.244141 Iteration 16Q: 3 clusters Score -6095310 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64479 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -6095909.500000 Penalty: 5517.244141 Iteration 17Q: 3 clusters Score -6095910 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65135 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -6096322.500000 Penalty: 5517.244141 Iteration 18Q: 3 clusters Score -6096322 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65650 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -6096643.000000 Penalty: 5517.244141 Iteration 19Q: 3 clusters Score -6096643 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66074 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -6096891.500000 Penalty: 5517.244141 Iteration 20F: 3 clusters Score -6096892 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66371 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -6097088.000000 Penalty: 5517.244141 Iteration 21Q: 3 clusters Score -6097088 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66602 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -6097232.000000 Penalty: 5517.244141 Iteration 22Q: 3 clusters Score -6097232 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66757 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -6097366.500000 Penalty: 5517.244141 Iteration 23Q: 3 clusters Score -6097366 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66879 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -6097471.000000 Penalty: 5517.244141 Iteration 24Q: 3 clusters Score -6097471 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66959 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -6097528.500000 Penalty: 5517.244141 Iteration 25Q: 3 clusters Score -6097528 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67009 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -6097575.500000 Penalty: 5517.244141 Iteration 26Q: 3 clusters Score -6097576 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67048 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -6097589.500000 Penalty: 5517.244141 Iteration 27Q: 3 clusters Score -6097590 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67081 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -6097619.000000 Penalty: 5517.244141 Iteration 28Q: 3 clusters Score -6097619 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67100 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -6097637.500000 Penalty: 5517.244141 Iteration 29Q: 3 clusters Score -6097638 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67122 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -6097653.000000 Penalty: 5517.244141 Iteration 30Q: 3 clusters Score -6097653 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67147 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -6097667.000000 Penalty: 5517.244141 Iteration 31Q: 3 clusters Score -6097667 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67166 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -6097679.500000 Penalty: 5517.244141 Iteration 32Q: 3 clusters Score -6097680 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67176 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -6097704.500000 Penalty: 5517.244141 Iteration 33Q: 3 clusters Score -6097704 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67184 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -6097713.500000 Penalty: 5517.244141 Iteration 34Q: 3 clusters Score -6097714 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67196 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -6097717.000000 Penalty: 5517.244141 Iteration 35Q: 3 clusters Score -6097717 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67207 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -6097725.000000 Penalty: 5517.244141 Iteration 36Q: 3 clusters Score -6097725 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67215 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -6097733.500000 Penalty: 5517.244141 Iteration 37Q: 3 clusters Score -6097734 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67221 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -6097748.000000 Penalty: 5517.244141 Iteration 38Q: 3 clusters Score -6097748 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67225 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -6097744.500000 Penalty: 5517.244141 Iteration 39Q: 3 clusters Score -6097744 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67228 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -6097742.500000 Penalty: 5517.244141 Iteration 40F: 3 clusters Score -6097742 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67233 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -6097744.500000 Penalty: 5517.244141 Iteration 41Q: 3 clusters Score -6097744 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67234 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -6097753.500000 Penalty: 5517.244141 Iteration 42Q: 3 clusters Score -6097754 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67236 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -6097756.500000 Penalty: 5517.244141 Iteration 43Q: 3 clusters Score -6097756 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67235 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -6097750.000000 Penalty: 5517.244141 Iteration 44Q: 3 clusters Score -6097750 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67234 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -6097754.500000 Penalty: 5517.244141 Iteration 45Q: 3 clusters Score -6097754 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67235 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -6097756.500000 Penalty: 5517.244141 Iteration 46Q: 3 clusters Score -6097756 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67238 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -6097761.000000 Penalty: 5517.244141 Iteration 47Q: 3 clusters Score -6097761 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67240 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -6097759.500000 Penalty: 5517.244141 Iteration 48Q: 3 clusters Score -6097760 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67243 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -6097757.000000 Penalty: 5517.244141 Iteration 49Q: 3 clusters Score -6097757 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67245 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -6097759.500000 Penalty: 5517.244141 Iteration 50Q: 3 clusters Score -6097760 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67246 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -6097764.500000 Penalty: 5517.244141 Iteration 51Q: 3 clusters Score -6097764 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67246 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -6097764.500000 Penalty: 5517.244141 Iteration 52F: 3 clusters Score -6097764 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (33200 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33200 members Entering Unmasked Estep Score: -2934790.750000 Penalty: 2581.755615 Iteration 0F: 2 clusters Score -2934791 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16607 members Mstep: Class 2 contains 16593 members Entering Unmasked Estep Score: -2912164.000000 Penalty: 5163.511230 Iteration 0F: 3 clusters Score -2912164 nChanged 14946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16743 members Mstep: Class 2 contains 16457 members Entering Unmasked Estep Score: -2920257.000000 Penalty: 5163.511230 Iteration 1F: 3 clusters Score -2920257 nChanged 1509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 16486 members Entering Unmasked Estep Score: -2920746.250000 Penalty: 5163.511230 Iteration 2Q: 3 clusters Score -2920746 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16617 members Mstep: Class 2 contains 16583 members Entering Unmasked Estep Score: -2921210.250000 Penalty: 5163.511230 Iteration 3Q: 3 clusters Score -2921210 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16425 members Mstep: Class 2 contains 16775 members Entering Unmasked Estep Score: -2921778.750000 Penalty: 5163.511230 Iteration 4Q: 3 clusters Score -2921779 nChanged 1459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16100 members Mstep: Class 2 contains 17100 members Entering Unmasked Estep Score: -2922366.250000 Penalty: 5163.511230 Iteration 5Q: 3 clusters Score -2922366 nChanged 1534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15554 members Mstep: Class 2 contains 17646 members Entering Unmasked Estep Score: -2923078.000000 Penalty: 5163.511230 Iteration 6Q: 3 clusters Score -2923078 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14789 members Mstep: Class 2 contains 18411 members Entering Unmasked Estep Score: -2923842.000000 Penalty: 5163.511230 Iteration 7Q: 3 clusters Score -2923842 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13765 members Mstep: Class 2 contains 19435 members Entering Unmasked Estep Score: -2924668.750000 Penalty: 5163.511230 Iteration 8F: 3 clusters Score -2924669 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12492 members Mstep: Class 2 contains 20708 members Entering Unmasked Estep Score: -2925573.500000 Penalty: 5163.511230 Iteration 9F: 3 clusters Score -2925574 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10992 members Mstep: Class 2 contains 22208 members Entering Unmasked Estep Score: -2926562.750000 Penalty: 5163.511230 Iteration 10F: 3 clusters Score -2926563 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9391 members Mstep: Class 2 contains 23809 members Entering Unmasked Estep Score: -2927683.250000 Penalty: 5163.511230 Iteration 11F: 3 clusters Score -2927683 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 25416 members Entering Unmasked Estep Score: -2928809.250000 Penalty: 5163.511230 Iteration 12F: 3 clusters Score -2928809 nChanged 1501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 26887 members Entering Unmasked Estep Score: -2929878.500000 Penalty: 5163.511230 Iteration 13Q: 3 clusters Score -2929878 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 28067 members Entering Unmasked Estep Score: -2930762.500000 Penalty: 5163.511230 Iteration 14Q: 3 clusters Score -2930762 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 28929 members Entering Unmasked Estep Score: -2931574.750000 Penalty: 5163.511230 Iteration 15Q: 3 clusters Score -2931575 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 29532 members Entering Unmasked Estep Score: -2932242.500000 Penalty: 5163.511230 Iteration 16Q: 3 clusters Score -2932242 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 29927 members Entering Unmasked Estep Score: -2932617.500000 Penalty: 5163.511230 Iteration 17Q: 3 clusters Score -2932618 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 30191 members Entering Unmasked Estep Score: -2932789.000000 Penalty: 5163.511230 Iteration 18Q: 3 clusters Score -2932789 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 30400 members Entering Unmasked Estep Score: -2932891.250000 Penalty: 5163.511230 Iteration 19Q: 3 clusters Score -2932891 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 30560 members Entering Unmasked Estep Score: -2932952.500000 Penalty: 5163.511230 Iteration 20F: 3 clusters Score -2932952 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 30676 members Entering Unmasked Estep Score: -2932993.000000 Penalty: 5163.511230 Iteration 21Q: 3 clusters Score -2932993 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 30784 members Entering Unmasked Estep Score: -2933040.000000 Penalty: 5163.511230 Iteration 22Q: 3 clusters Score -2933040 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 30864 members Entering Unmasked Estep Score: -2933059.750000 Penalty: 5163.511230 Iteration 23Q: 3 clusters Score -2933060 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 30913 members Entering Unmasked Estep Score: -2933063.500000 Penalty: 5163.511230 Iteration 24Q: 3 clusters Score -2933064 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 30951 members Entering Unmasked Estep Score: -2933075.000000 Penalty: 5163.511230 Iteration 25Q: 3 clusters Score -2933075 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 30974 members Entering Unmasked Estep Score: -2933077.250000 Penalty: 5163.511230 Iteration 26Q: 3 clusters Score -2933077 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 30995 members Entering Unmasked Estep Score: -2933082.000000 Penalty: 5163.511230 Iteration 27Q: 3 clusters Score -2933082 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 31011 members Entering Unmasked Estep Score: -2933086.500000 Penalty: 5163.511230 Iteration 28Q: 3 clusters Score -2933086 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 31021 members Entering Unmasked Estep Score: -2933088.500000 Penalty: 5163.511230 Iteration 29Q: 3 clusters Score -2933088 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 31028 members Entering Unmasked Estep Score: -2933091.000000 Penalty: 5163.511230 Iteration 30Q: 3 clusters Score -2933091 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 31034 members Entering Unmasked Estep Score: -2933095.500000 Penalty: 5163.511230 Iteration 31Q: 3 clusters Score -2933096 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 31046 members Entering Unmasked Estep Score: -2933099.000000 Penalty: 5163.511230 Iteration 32Q: 3 clusters Score -2933099 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 31054 members Entering Unmasked Estep Score: -2933097.750000 Penalty: 5163.511230 Iteration 33Q: 3 clusters Score -2933098 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 31061 members Entering Unmasked Estep Score: -2933101.500000 Penalty: 5163.511230 Iteration 34Q: 3 clusters Score -2933102 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 31067 members Entering Unmasked Estep Score: -2933106.000000 Penalty: 5163.511230 Iteration 35Q: 3 clusters Score -2933106 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 31074 members Entering Unmasked Estep Score: -2933103.500000 Penalty: 5163.511230 Iteration 36Q: 3 clusters Score -2933104 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 31076 members Entering Unmasked Estep Score: -2933099.750000 Penalty: 5163.511230 Iteration 37Q: 3 clusters Score -2933100 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 31080 members Entering Unmasked Estep Score: -2933103.250000 Penalty: 5163.511230 Iteration 38Q: 3 clusters Score -2933103 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 31085 members Entering Unmasked Estep Score: -2933101.750000 Penalty: 5163.511230 Iteration 39Q: 3 clusters Score -2933102 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 31092 members Entering Unmasked Estep Score: -2933103.250000 Penalty: 5163.511230 Iteration 40F: 3 clusters Score -2933103 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 31098 members Entering Unmasked Estep Score: -2933098.750000 Penalty: 5163.511230 Iteration 41Q: 3 clusters Score -2933099 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 31106 members Entering Unmasked Estep Score: -2933101.250000 Penalty: 5163.511230 Iteration 42Q: 3 clusters Score -2933101 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 31114 members Entering Unmasked Estep Score: -2933112.250000 Penalty: 5163.511230 Iteration 43Q: 3 clusters Score -2933112 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 31116 members Entering Unmasked Estep Score: -2933112.250000 Penalty: 5163.511230 Iteration 44Q: 3 clusters Score -2933112 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 31116 members Entering Unmasked Estep Score: -2933112.250000 Penalty: 5163.511230 Iteration 45F: 3 clusters Score -2933112 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (11054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11054 members Entering Unmasked Estep Score: -1001690.375000 Penalty: 2309.015869 Iteration 0F: 2 clusters Score -1001690 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5553 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -993405.000000 Penalty: 4618.031738 Iteration 0F: 3 clusters Score -993405 nChanged 4623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -995746.187500 Penalty: 4618.031738 Iteration 1F: 3 clusters Score -995746.2 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -996054.812500 Penalty: 4618.031738 Iteration 2F: 3 clusters Score -996054.8 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5713 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -996287.937500 Penalty: 4618.031738 Iteration 3Q: 3 clusters Score -996287.9 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -996482.000000 Penalty: 4618.031738 Iteration 4Q: 3 clusters Score -996482 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -996615.812500 Penalty: 4618.031738 Iteration 5Q: 3 clusters Score -996615.8 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -996728.187500 Penalty: 4618.031738 Iteration 6Q: 3 clusters Score -996728.2 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5727 members Mstep: Class 2 contains 5327 members Entering Unmasked Estep Score: -996829.500000 Penalty: 4618.031738 Iteration 7Q: 3 clusters Score -996829.5 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -996929.937500 Penalty: 4618.031738 Iteration 8Q: 3 clusters Score -996929.9 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -997026.250000 Penalty: 4618.031738 Iteration 9Q: 3 clusters Score -997026.2 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -997136.750000 Penalty: 4618.031738 Iteration 10Q: 3 clusters Score -997136.8 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 5687 members Entering Unmasked Estep Score: -997288.500000 Penalty: 4618.031738 Iteration 11Q: 3 clusters Score -997288.5 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -997465.187500 Penalty: 4618.031738 Iteration 12Q: 3 clusters Score -997465.2 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -997667.562500 Penalty: 4618.031738 Iteration 13Q: 3 clusters Score -997667.6 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 6101 members Entering Unmasked Estep Score: -997890.437500 Penalty: 4618.031738 Iteration 14Q: 3 clusters Score -997890.4 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -998139.500000 Penalty: 4618.031738 Iteration 15Q: 3 clusters Score -998139.5 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -998359.125000 Penalty: 4618.031738 Iteration 16Q: 3 clusters Score -998359.1 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 6415 members Entering Unmasked Estep Score: -998536.062500 Penalty: 4618.031738 Iteration 17Q: 3 clusters Score -998536.1 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 6505 members Entering Unmasked Estep Score: -998675.750000 Penalty: 4618.031738 Iteration 18Q: 3 clusters Score -998675.8 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 6547 members Entering Unmasked Estep Score: -998788.500000 Penalty: 4618.031738 Iteration 19Q: 3 clusters Score -998788.5 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 6603 members Entering Unmasked Estep Score: -998877.625000 Penalty: 4618.031738 Iteration 20F: 3 clusters Score -998877.6 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -998952.250000 Penalty: 4618.031738 Iteration 21Q: 3 clusters Score -998952.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 6684 members Entering Unmasked Estep Score: -999002.125000 Penalty: 4618.031738 Iteration 22Q: 3 clusters Score -999002.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -999039.125000 Penalty: 4618.031738 Iteration 23Q: 3 clusters Score -999039.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 6681 members Entering Unmasked Estep Score: -999068.875000 Penalty: 4618.031738 Iteration 24Q: 3 clusters Score -999068.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -999089.625000 Penalty: 4618.031738 Iteration 25Q: 3 clusters Score -999089.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 6665 members Entering Unmasked Estep Score: -999108.625000 Penalty: 4618.031738 Iteration 26Q: 3 clusters Score -999108.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 6656 members Entering Unmasked Estep Score: -999125.000000 Penalty: 4618.031738 Iteration 27Q: 3 clusters Score -999125 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -999133.812500 Penalty: 4618.031738 Iteration 28Q: 3 clusters Score -999133.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -999144.062500 Penalty: 4618.031738 Iteration 29Q: 3 clusters Score -999144.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 6627 members Entering Unmasked Estep Score: -999152.187500 Penalty: 4618.031738 Iteration 30Q: 3 clusters Score -999152.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 6613 members Entering Unmasked Estep Score: -999164.937500 Penalty: 4618.031738 Iteration 31Q: 3 clusters Score -999164.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 6596 members Entering Unmasked Estep Score: -999180.250000 Penalty: 4618.031738 Iteration 32Q: 3 clusters Score -999180.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 6572 members Entering Unmasked Estep Score: -999191.625000 Penalty: 4618.031738 Iteration 33Q: 3 clusters Score -999191.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 6566 members Entering Unmasked Estep Score: -999206.687500 Penalty: 4618.031738 Iteration 34Q: 3 clusters Score -999206.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 6563 members Entering Unmasked Estep Score: -999223.375000 Penalty: 4618.031738 Iteration 35Q: 3 clusters Score -999223.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 6559 members Entering Unmasked Estep Score: -999230.562500 Penalty: 4618.031738 Iteration 36Q: 3 clusters Score -999230.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -999236.687500 Penalty: 4618.031738 Iteration 37Q: 3 clusters Score -999236.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -999252.812500 Penalty: 4618.031738 Iteration 38Q: 3 clusters Score -999252.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 6552 members Entering Unmasked Estep Score: -999271.750000 Penalty: 4618.031738 Iteration 39Q: 3 clusters Score -999271.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 6536 members Entering Unmasked Estep Score: -999287.812500 Penalty: 4618.031738 Iteration 40F: 3 clusters Score -999287.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 6537 members Entering Unmasked Estep Score: -999302.812500 Penalty: 4618.031738 Iteration 41Q: 3 clusters Score -999302.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 6542 members Entering Unmasked Estep Score: -999321.562500 Penalty: 4618.031738 Iteration 42Q: 3 clusters Score -999321.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 6527 members Entering Unmasked Estep Score: -999339.437500 Penalty: 4618.031738 Iteration 43Q: 3 clusters Score -999339.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 6503 members Entering Unmasked Estep Score: -999354.312500 Penalty: 4618.031738 Iteration 44Q: 3 clusters Score -999354.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -999368.625000 Penalty: 4618.031738 Iteration 45Q: 3 clusters Score -999368.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 6457 members Entering Unmasked Estep Score: -999382.437500 Penalty: 4618.031738 Iteration 46Q: 3 clusters Score -999382.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -999393.312500 Penalty: 4618.031738 Iteration 47Q: 3 clusters Score -999393.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -999402.437500 Penalty: 4618.031738 Iteration 48Q: 3 clusters Score -999402.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -999412.375000 Penalty: 4618.031738 Iteration 49Q: 3 clusters Score -999412.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -999425.312500 Penalty: 4618.031738 Iteration 50Q: 3 clusters Score -999425.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -999438.125000 Penalty: 4618.031738 Iteration 51Q: 3 clusters Score -999438.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -999454.937500 Penalty: 4618.031738 Iteration 52Q: 3 clusters Score -999454.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 6349 members Entering Unmasked Estep Score: -999469.750000 Penalty: 4618.031738 Iteration 53Q: 3 clusters Score -999469.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 6363 members Entering Unmasked Estep Score: -999485.875000 Penalty: 4618.031738 Iteration 54Q: 3 clusters Score -999485.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -999500.625000 Penalty: 4618.031738 Iteration 55Q: 3 clusters Score -999500.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 6380 members Entering Unmasked Estep Score: -999511.750000 Penalty: 4618.031738 Iteration 56Q: 3 clusters Score -999511.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -999523.250000 Penalty: 4618.031738 Iteration 57Q: 3 clusters Score -999523.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -999533.187500 Penalty: 4618.031738 Iteration 58Q: 3 clusters Score -999533.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -999542.687500 Penalty: 4618.031738 Iteration 59Q: 3 clusters Score -999542.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 6432 members Entering Unmasked Estep Score: -999554.625000 Penalty: 4618.031738 Iteration 60F: 3 clusters Score -999554.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -999556.875000 Penalty: 4618.031738 Iteration 61Q: 3 clusters Score -999556.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 6446 members Entering Unmasked Estep Score: -999562.125000 Penalty: 4618.031738 Iteration 62Q: 3 clusters Score -999562.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 6452 members Entering Unmasked Estep Score: -999568.437500 Penalty: 4618.031738 Iteration 63Q: 3 clusters Score -999568.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 6465 members Entering Unmasked Estep Score: -999576.625000 Penalty: 4618.031738 Iteration 64Q: 3 clusters Score -999576.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 6476 members Entering Unmasked Estep Score: -999583.562500 Penalty: 4618.031738 Iteration 65Q: 3 clusters Score -999583.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -999591.687500 Penalty: 4618.031738 Iteration 66Q: 3 clusters Score -999591.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -999596.437500 Penalty: 4618.031738 Iteration 67Q: 3 clusters Score -999596.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 6517 members Entering Unmasked Estep Score: -999609.250000 Penalty: 4618.031738 Iteration 68Q: 3 clusters Score -999609.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 6530 members Entering Unmasked Estep Score: -999613.437500 Penalty: 4618.031738 Iteration 69Q: 3 clusters Score -999613.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 6535 members Entering Unmasked Estep Score: -999619.875000 Penalty: 4618.031738 Iteration 70Q: 3 clusters Score -999619.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 6548 members Entering Unmasked Estep Score: -999624.000000 Penalty: 4618.031738 Iteration 71Q: 3 clusters Score -999624 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 6560 members Entering Unmasked Estep Score: -999634.062500 Penalty: 4618.031738 Iteration 72Q: 3 clusters Score -999634.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 6569 members Entering Unmasked Estep Score: -999640.562500 Penalty: 4618.031738 Iteration 73Q: 3 clusters Score -999640.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -999648.625000 Penalty: 4618.031738 Iteration 74Q: 3 clusters Score -999648.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -999659.062500 Penalty: 4618.031738 Iteration 75Q: 3 clusters Score -999659.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -999678.562500 Penalty: 4618.031738 Iteration 76Q: 3 clusters Score -999678.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -999701.562500 Penalty: 4618.031738 Iteration 77Q: 3 clusters Score -999701.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -999733.750000 Penalty: 4618.031738 Iteration 78Q: 3 clusters Score -999733.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 6743 members Entering Unmasked Estep Score: -999750.687500 Penalty: 4618.031738 Iteration 79Q: 3 clusters Score -999750.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -999763.625000 Penalty: 4618.031738 Iteration 80F: 3 clusters Score -999763.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -999772.125000 Penalty: 4618.031738 Iteration 81Q: 3 clusters Score -999772.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -999775.000000 Penalty: 4618.031738 Iteration 82Q: 3 clusters Score -999775 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 6812 members Entering Unmasked Estep Score: -999775.687500 Penalty: 4618.031738 Iteration 83Q: 3 clusters Score -999775.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -999774.562500 Penalty: 4618.031738 Iteration 84Q: 3 clusters Score -999774.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -999778.187500 Penalty: 4618.031738 Iteration 85Q: 3 clusters Score -999778.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -999779.187500 Penalty: 4618.031738 Iteration 86Q: 3 clusters Score -999779.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -999778.625000 Penalty: 4618.031738 Iteration 87Q: 3 clusters Score -999778.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 6811 members Entering Unmasked Estep Score: -999780.000000 Penalty: 4618.031738 Iteration 88Q: 3 clusters Score -999780 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 6811 members Entering Unmasked Estep Score: -999780.000000 Penalty: 4618.031738 Iteration 89F: 3 clusters Score -999780 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Entering Unmasked Estep Score: -29104.183594 Penalty: 1509.520142 Iteration 0F: 2 clusters Score -29104.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -27731.792969 Penalty: 3019.040283 Iteration 0F: 3 clusters Score -27731.79 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -27893.955078 Penalty: 3019.040283 Iteration 1F: 3 clusters Score -27893.96 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -27960.988281 Penalty: 3019.040283 Iteration 2Q: 3 clusters Score -27960.99 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -27985.154297 Penalty: 3019.040283 Iteration 3Q: 3 clusters Score -27985.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -27998.462891 Penalty: 3019.040283 Iteration 4Q: 3 clusters Score -27998.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -28003.175781 Penalty: 3019.040283 Iteration 5Q: 3 clusters Score -28003.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -28007.033203 Penalty: 3019.040283 Iteration 6Q: 3 clusters Score -28007.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -28008.867188 Penalty: 3019.040283 Iteration 7Q: 3 clusters Score -28008.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -28009.638672 Penalty: 3019.040283 Iteration 8Q: 3 clusters Score -28009.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -28011.623047 Penalty: 3019.040283 Iteration 9Q: 3 clusters Score -28011.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -28012.640625 Penalty: 3019.040283 Iteration 10Q: 3 clusters Score -28012.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -28013.820312 Penalty: 3019.040283 Iteration 11Q: 3 clusters Score -28013.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -28030.826172 Penalty: 3019.040283 Iteration 12Q: 3 clusters Score -28030.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -28041.869141 Penalty: 3019.040283 Iteration 13Q: 3 clusters Score -28041.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -28081.146484 Penalty: 3019.040283 Iteration 14Q: 3 clusters Score -28081.15 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -28100.296875 Penalty: 3019.040283 Iteration 15Q: 3 clusters Score -28100.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -28119.156250 Penalty: 3019.040283 Iteration 16Q: 3 clusters Score -28119.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -28135.197266 Penalty: 3019.040283 Iteration 17Q: 3 clusters Score -28135.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -28268.025391 Penalty: 3019.040283 Iteration 18Q: 3 clusters Score -28268.03 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -28379.333984 Penalty: 3019.040283 Iteration 19Q: 3 clusters Score -28379.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -28427.392578 Penalty: 3019.040283 Iteration 20F: 3 clusters Score -28427.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -28501.960938 Penalty: 3019.040283 Iteration 21Q: 3 clusters Score -28501.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -28541.132812 Penalty: 3019.040283 Iteration 22Q: 3 clusters Score -28541.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -28566.253906 Penalty: 3019.040283 Iteration 23Q: 3 clusters Score -28566.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -28578.167969 Penalty: 3019.040283 Iteration 24Q: 3 clusters Score -28578.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -28578.167969 Penalty: 3019.040283 Iteration 25F: 3 clusters Score -28578.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (17152 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17152 members Entering Unmasked Estep Score: -1402587.250000 Penalty: 2417.967773 Iteration 0F: 2 clusters Score -1402587 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8538 members Mstep: Class 2 contains 8614 members Entering Unmasked Estep Score: -1390295.750000 Penalty: 4835.935547 Iteration 0F: 3 clusters Score -1390296 nChanged 7470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8158 members Mstep: Class 2 contains 8994 members Entering Unmasked Estep Score: -1394580.250000 Penalty: 4835.935547 Iteration 1F: 3 clusters Score -1394580 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7973 members Mstep: Class 2 contains 9179 members Entering Unmasked Estep Score: -1395311.875000 Penalty: 4835.935547 Iteration 2F: 3 clusters Score -1395312 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7808 members Mstep: Class 2 contains 9344 members Entering Unmasked Estep Score: -1396056.500000 Penalty: 4835.935547 Iteration 3F: 3 clusters Score -1396056 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7520 members Mstep: Class 2 contains 9632 members Entering Unmasked Estep Score: -1396820.750000 Penalty: 4835.935547 Iteration 4F: 3 clusters Score -1396821 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 9975 members Entering Unmasked Estep Score: -1397453.375000 Penalty: 4835.935547 Iteration 5F: 3 clusters Score -1397453 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6754 members Mstep: Class 2 contains 10398 members Entering Unmasked Estep Score: -1398026.875000 Penalty: 4835.935547 Iteration 6F: 3 clusters Score -1398027 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 10856 members Entering Unmasked Estep Score: -1398528.750000 Penalty: 4835.935547 Iteration 7Q: 3 clusters Score -1398529 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 11328 members Entering Unmasked Estep Score: -1399026.125000 Penalty: 4835.935547 Iteration 8Q: 3 clusters Score -1399026 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 11840 members Entering Unmasked Estep Score: -1399523.125000 Penalty: 4835.935547 Iteration 9Q: 3 clusters Score -1399523 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 12331 members Entering Unmasked Estep Score: -1399926.750000 Penalty: 4835.935547 Iteration 10Q: 3 clusters Score -1399927 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 12804 members Entering Unmasked Estep Score: -1400359.125000 Penalty: 4835.935547 Iteration 11Q: 3 clusters Score -1400359 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 13231 members Entering Unmasked Estep Score: -1400728.500000 Penalty: 4835.935547 Iteration 12Q: 3 clusters Score -1400728 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 13568 members Entering Unmasked Estep Score: -1401006.875000 Penalty: 4835.935547 Iteration 13Q: 3 clusters Score -1401007 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 13848 members Entering Unmasked Estep Score: -1401198.625000 Penalty: 4835.935547 Iteration 14Q: 3 clusters Score -1401199 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 14079 members Entering Unmasked Estep Score: -1401334.125000 Penalty: 4835.935547 Iteration 15Q: 3 clusters Score -1401334 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 14261 members Entering Unmasked Estep Score: -1401418.625000 Penalty: 4835.935547 Iteration 16Q: 3 clusters Score -1401419 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 14396 members Entering Unmasked Estep Score: -1401479.875000 Penalty: 4835.935547 Iteration 17Q: 3 clusters Score -1401480 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 14515 members Entering Unmasked Estep Score: -1401528.625000 Penalty: 4835.935547 Iteration 18Q: 3 clusters Score -1401529 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 14587 members Entering Unmasked Estep Score: -1401554.375000 Penalty: 4835.935547 Iteration 19Q: 3 clusters Score -1401554 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 14646 members Entering Unmasked Estep Score: -1401569.625000 Penalty: 4835.935547 Iteration 20F: 3 clusters Score -1401570 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 14694 members Entering Unmasked Estep Score: -1401581.750000 Penalty: 4835.935547 Iteration 21Q: 3 clusters Score -1401582 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 14725 members Entering Unmasked Estep Score: -1401594.625000 Penalty: 4835.935547 Iteration 22Q: 3 clusters Score -1401595 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 14754 members Entering Unmasked Estep Score: -1401605.500000 Penalty: 4835.935547 Iteration 23Q: 3 clusters Score -1401606 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 14778 members Entering Unmasked Estep Score: -1401611.250000 Penalty: 4835.935547 Iteration 24Q: 3 clusters Score -1401611 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 14796 members Entering Unmasked Estep Score: -1401616.625000 Penalty: 4835.935547 Iteration 25Q: 3 clusters Score -1401617 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 14806 members Entering Unmasked Estep Score: -1401615.750000 Penalty: 4835.935547 Iteration 26Q: 3 clusters Score -1401616 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 14814 members Entering Unmasked Estep Score: -1401616.500000 Penalty: 4835.935547 Iteration 27Q: 3 clusters Score -1401616 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 14823 members Entering Unmasked Estep Score: -1401618.875000 Penalty: 4835.935547 Iteration 28Q: 3 clusters Score -1401619 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 14830 members Entering Unmasked Estep Score: -1401622.250000 Penalty: 4835.935547 Iteration 29Q: 3 clusters Score -1401622 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 14835 members Entering Unmasked Estep Score: -1401619.875000 Penalty: 4835.935547 Iteration 30Q: 3 clusters Score -1401620 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 14839 members Entering Unmasked Estep Score: -1401620.250000 Penalty: 4835.935547 Iteration 31Q: 3 clusters Score -1401620 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 14842 members Entering Unmasked Estep Score: -1401622.000000 Penalty: 4835.935547 Iteration 32Q: 3 clusters Score -1401622 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 14847 members Entering Unmasked Estep Score: -1401621.375000 Penalty: 4835.935547 Iteration 33Q: 3 clusters Score -1401621 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 14852 members Entering Unmasked Estep Score: -1401624.375000 Penalty: 4835.935547 Iteration 34Q: 3 clusters Score -1401624 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 14852 members Entering Unmasked Estep Score: -1401624.375000 Penalty: 4835.935547 Iteration 35F: 3 clusters Score -1401624 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12441 members Entering Unmasked Estep Score: -1140575.750000 Penalty: 2338.330811 Iteration 0F: 2 clusters Score -1140576 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -1131323.625000 Penalty: 4676.661621 Iteration 0F: 3 clusters Score -1131324 nChanged 5252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 6487 members Entering Unmasked Estep Score: -1134316.875000 Penalty: 4676.661621 Iteration 1F: 3 clusters Score -1134317 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5742 members Mstep: Class 2 contains 6699 members Entering Unmasked Estep Score: -1134826.625000 Penalty: 4676.661621 Iteration 2F: 3 clusters Score -1134827 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5465 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -1135319.125000 Penalty: 4676.661621 Iteration 3F: 3 clusters Score -1135319 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 7301 members Entering Unmasked Estep Score: -1135826.750000 Penalty: 4676.661621 Iteration 4F: 3 clusters Score -1135827 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 7627 members Entering Unmasked Estep Score: -1136328.250000 Penalty: 4676.661621 Iteration 5F: 3 clusters Score -1136328 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 7978 members Entering Unmasked Estep Score: -1136764.125000 Penalty: 4676.661621 Iteration 6F: 3 clusters Score -1136764 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -1137116.625000 Penalty: 4676.661621 Iteration 7Q: 3 clusters Score -1137117 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 8577 members Entering Unmasked Estep Score: -1137376.625000 Penalty: 4676.661621 Iteration 8Q: 3 clusters Score -1137377 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 8794 members Entering Unmasked Estep Score: -1137554.500000 Penalty: 4676.661621 Iteration 9Q: 3 clusters Score -1137554 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 8991 members Entering Unmasked Estep Score: -1137689.000000 Penalty: 4676.661621 Iteration 10Q: 3 clusters Score -1137689 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 9165 members Entering Unmasked Estep Score: -1137772.250000 Penalty: 4676.661621 Iteration 11Q: 3 clusters Score -1137772 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 9321 members Entering Unmasked Estep Score: -1137842.125000 Penalty: 4676.661621 Iteration 12Q: 3 clusters Score -1137842 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 9480 members Entering Unmasked Estep Score: -1137909.875000 Penalty: 4676.661621 Iteration 13Q: 3 clusters Score -1137910 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 9616 members Entering Unmasked Estep Score: -1137962.000000 Penalty: 4676.661621 Iteration 14Q: 3 clusters Score -1137962 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 9760 members Entering Unmasked Estep Score: -1138023.500000 Penalty: 4676.661621 Iteration 15Q: 3 clusters Score -1138024 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 9904 members Entering Unmasked Estep Score: -1138080.500000 Penalty: 4676.661621 Iteration 16Q: 3 clusters Score -1138080 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 10023 members Entering Unmasked Estep Score: -1138127.000000 Penalty: 4676.661621 Iteration 17Q: 3 clusters Score -1138127 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 10140 members Entering Unmasked Estep Score: -1138178.875000 Penalty: 4676.661621 Iteration 18Q: 3 clusters Score -1138179 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 10257 members Entering Unmasked Estep Score: -1138227.000000 Penalty: 4676.661621 Iteration 19Q: 3 clusters Score -1138227 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 10356 members Entering Unmasked Estep Score: -1138278.125000 Penalty: 4676.661621 Iteration 20F: 3 clusters Score -1138278 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 10458 members Entering Unmasked Estep Score: -1138328.125000 Penalty: 4676.661621 Iteration 21Q: 3 clusters Score -1138328 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 10553 members Entering Unmasked Estep Score: -1138377.000000 Penalty: 4676.661621 Iteration 22Q: 3 clusters Score -1138377 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 10629 members Entering Unmasked Estep Score: -1138412.750000 Penalty: 4676.661621 Iteration 23Q: 3 clusters Score -1138413 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 10696 members Entering Unmasked Estep Score: -1138448.125000 Penalty: 4676.661621 Iteration 24Q: 3 clusters Score -1138448 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 10767 members Entering Unmasked Estep Score: -1138488.750000 Penalty: 4676.661621 Iteration 25Q: 3 clusters Score -1138489 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 10838 members Entering Unmasked Estep Score: -1138532.500000 Penalty: 4676.661621 Iteration 26Q: 3 clusters Score -1138532 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 10891 members Entering Unmasked Estep Score: -1138562.875000 Penalty: 4676.661621 Iteration 27Q: 3 clusters Score -1138563 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 10946 members Entering Unmasked Estep Score: -1138592.875000 Penalty: 4676.661621 Iteration 28Q: 3 clusters Score -1138593 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 10991 members Entering Unmasked Estep Score: -1138609.750000 Penalty: 4676.661621 Iteration 29Q: 3 clusters Score -1138610 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 11018 members Entering Unmasked Estep Score: -1138623.500000 Penalty: 4676.661621 Iteration 30Q: 3 clusters Score -1138624 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 11040 members Entering Unmasked Estep Score: -1138633.875000 Penalty: 4676.661621 Iteration 31Q: 3 clusters Score -1138634 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 11063 members Entering Unmasked Estep Score: -1138644.000000 Penalty: 4676.661621 Iteration 32Q: 3 clusters Score -1138644 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 11078 members Entering Unmasked Estep Score: -1138650.250000 Penalty: 4676.661621 Iteration 33Q: 3 clusters Score -1138650 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 11097 members Entering Unmasked Estep Score: -1138660.500000 Penalty: 4676.661621 Iteration 34Q: 3 clusters Score -1138660 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 11117 members Entering Unmasked Estep Score: -1138667.625000 Penalty: 4676.661621 Iteration 35Q: 3 clusters Score -1138668 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 11134 members Entering Unmasked Estep Score: -1138677.250000 Penalty: 4676.661621 Iteration 36Q: 3 clusters Score -1138677 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 11148 members Entering Unmasked Estep Score: -1138685.125000 Penalty: 4676.661621 Iteration 37Q: 3 clusters Score -1138685 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 11165 members Entering Unmasked Estep Score: -1138692.125000 Penalty: 4676.661621 Iteration 38Q: 3 clusters Score -1138692 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 11187 members Entering Unmasked Estep Score: -1138703.875000 Penalty: 4676.661621 Iteration 39Q: 3 clusters Score -1138704 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 11207 members Entering Unmasked Estep Score: -1138715.875000 Penalty: 4676.661621 Iteration 40F: 3 clusters Score -1138716 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 11228 members Entering Unmasked Estep Score: -1138722.375000 Penalty: 4676.661621 Iteration 41Q: 3 clusters Score -1138722 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 11243 members Entering Unmasked Estep Score: -1138730.750000 Penalty: 4676.661621 Iteration 42Q: 3 clusters Score -1138731 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 11253 members Entering Unmasked Estep Score: -1138737.375000 Penalty: 4676.661621 Iteration 43Q: 3 clusters Score -1138737 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 11273 members Entering Unmasked Estep Score: -1138747.500000 Penalty: 4676.661621 Iteration 44Q: 3 clusters Score -1138748 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 11288 members Entering Unmasked Estep Score: -1138755.375000 Penalty: 4676.661621 Iteration 45Q: 3 clusters Score -1138755 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 11299 members Entering Unmasked Estep Score: -1138759.875000 Penalty: 4676.661621 Iteration 46Q: 3 clusters Score -1138760 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 11308 members Entering Unmasked Estep Score: -1138762.625000 Penalty: 4676.661621 Iteration 47Q: 3 clusters Score -1138763 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 11313 members Entering Unmasked Estep Score: -1138768.750000 Penalty: 4676.661621 Iteration 48Q: 3 clusters Score -1138769 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 11321 members Entering Unmasked Estep Score: -1138770.750000 Penalty: 4676.661621 Iteration 49Q: 3 clusters Score -1138771 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 11328 members Entering Unmasked Estep Score: -1138770.375000 Penalty: 4676.661621 Iteration 50Q: 3 clusters Score -1138770 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 11332 members Entering Unmasked Estep Score: -1138773.375000 Penalty: 4676.661621 Iteration 51Q: 3 clusters Score -1138773 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 11340 members Entering Unmasked Estep Score: -1138777.625000 Penalty: 4676.661621 Iteration 52Q: 3 clusters Score -1138778 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 11342 members Entering Unmasked Estep Score: -1138777.625000 Penalty: 4676.661621 Iteration 53Q: 3 clusters Score -1138778 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 11345 members Entering Unmasked Estep Score: -1138778.750000 Penalty: 4676.661621 Iteration 54Q: 3 clusters Score -1138779 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 11347 members Entering Unmasked Estep Score: -1138779.750000 Penalty: 4676.661621 Iteration 55Q: 3 clusters Score -1138780 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 11352 members Entering Unmasked Estep Score: -1138780.625000 Penalty: 4676.661621 Iteration 56Q: 3 clusters Score -1138781 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 11355 members Entering Unmasked Estep Score: -1138782.500000 Penalty: 4676.661621 Iteration 57Q: 3 clusters Score -1138782 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 11357 members Entering Unmasked Estep Score: -1138785.125000 Penalty: 4676.661621 Iteration 58Q: 3 clusters Score -1138785 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 11359 members Entering Unmasked Estep Score: -1138786.500000 Penalty: 4676.661621 Iteration 59Q: 3 clusters Score -1138786 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 11360 members Entering Unmasked Estep Score: -1138785.750000 Penalty: 4676.661621 Iteration 60F: 3 clusters Score -1138786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 11362 members Entering Unmasked Estep Score: -1138785.000000 Penalty: 4676.661621 Iteration 61Q: 3 clusters Score -1138785 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: -1138785.750000 Penalty: 4676.661621 Iteration 62Q: 3 clusters Score -1138786 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: -1138785.750000 Penalty: 4676.661621 Iteration 63F: 3 clusters Score -1138786 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (13267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13267 members Entering Unmasked Estep Score: -1213561.375000 Penalty: 2354.272705 Iteration 0F: 2 clusters Score -1213561 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -1203849.500000 Penalty: 4708.545410 Iteration 0F: 3 clusters Score -1203850 nChanged 5631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6592 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -1207016.625000 Penalty: 4708.545410 Iteration 1F: 3 clusters Score -1207017 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6466 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -1207818.250000 Penalty: 4708.545410 Iteration 2F: 3 clusters Score -1207818 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Mstep: Class 2 contains 7120 members Entering Unmasked Estep Score: -1208884.375000 Penalty: 4708.545410 Iteration 3F: 3 clusters Score -1208884 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 7676 members Entering Unmasked Estep Score: -1209970.125000 Penalty: 4708.545410 Iteration 4F: 3 clusters Score -1209970 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -1210762.250000 Penalty: 4708.545410 Iteration 5F: 3 clusters Score -1210762 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 8797 members Entering Unmasked Estep Score: -1211246.375000 Penalty: 4708.545410 Iteration 6F: 3 clusters Score -1211246 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 9132 members Entering Unmasked Estep Score: -1211513.625000 Penalty: 4708.545410 Iteration 7Q: 3 clusters Score -1211514 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 9400 members Entering Unmasked Estep Score: -1211665.500000 Penalty: 4708.545410 Iteration 8Q: 3 clusters Score -1211666 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 9638 members Entering Unmasked Estep Score: -1211769.750000 Penalty: 4708.545410 Iteration 9Q: 3 clusters Score -1211770 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 9867 members Entering Unmasked Estep Score: -1211867.500000 Penalty: 4708.545410 Iteration 10Q: 3 clusters Score -1211868 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 10105 members Entering Unmasked Estep Score: -1211964.000000 Penalty: 4708.545410 Iteration 11Q: 3 clusters Score -1211964 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 10298 members Entering Unmasked Estep Score: -1212039.375000 Penalty: 4708.545410 Iteration 12Q: 3 clusters Score -1212039 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 10485 members Entering Unmasked Estep Score: -1212113.000000 Penalty: 4708.545410 Iteration 13Q: 3 clusters Score -1212113 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 10643 members Entering Unmasked Estep Score: -1212168.750000 Penalty: 4708.545410 Iteration 14Q: 3 clusters Score -1212169 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 10801 members Entering Unmasked Estep Score: -1212232.500000 Penalty: 4708.545410 Iteration 15Q: 3 clusters Score -1212232 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 10952 members Entering Unmasked Estep Score: -1212284.625000 Penalty: 4708.545410 Iteration 16Q: 3 clusters Score -1212285 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 11082 members Entering Unmasked Estep Score: -1212330.750000 Penalty: 4708.545410 Iteration 17Q: 3 clusters Score -1212331 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 11199 members Entering Unmasked Estep Score: -1212369.875000 Penalty: 4708.545410 Iteration 18Q: 3 clusters Score -1212370 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 11309 members Entering Unmasked Estep Score: -1212404.625000 Penalty: 4708.545410 Iteration 19Q: 3 clusters Score -1212405 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 11406 members Entering Unmasked Estep Score: -1212440.125000 Penalty: 4708.545410 Iteration 20F: 3 clusters Score -1212440 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 11485 members Entering Unmasked Estep Score: -1212467.500000 Penalty: 4708.545410 Iteration 21Q: 3 clusters Score -1212468 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 11550 members Entering Unmasked Estep Score: -1212490.000000 Penalty: 4708.545410 Iteration 22Q: 3 clusters Score -1212490 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 11599 members Entering Unmasked Estep Score: -1212501.750000 Penalty: 4708.545410 Iteration 23Q: 3 clusters Score -1212502 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 11649 members Entering Unmasked Estep Score: -1212514.125000 Penalty: 4708.545410 Iteration 24Q: 3 clusters Score -1212514 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 11681 members Entering Unmasked Estep Score: -1212525.250000 Penalty: 4708.545410 Iteration 25Q: 3 clusters Score -1212525 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 11712 members Entering Unmasked Estep Score: -1212532.500000 Penalty: 4708.545410 Iteration 26Q: 3 clusters Score -1212532 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 11731 members Entering Unmasked Estep Score: -1212535.750000 Penalty: 4708.545410 Iteration 27Q: 3 clusters Score -1212536 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 11747 members Entering Unmasked Estep Score: -1212544.375000 Penalty: 4708.545410 Iteration 28Q: 3 clusters Score -1212544 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 11758 members Entering Unmasked Estep Score: -1212543.750000 Penalty: 4708.545410 Iteration 29Q: 3 clusters Score -1212544 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 11773 members Entering Unmasked Estep Score: -1212546.250000 Penalty: 4708.545410 Iteration 30Q: 3 clusters Score -1212546 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 11791 members Entering Unmasked Estep Score: -1212551.125000 Penalty: 4708.545410 Iteration 31Q: 3 clusters Score -1212551 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 11809 members Entering Unmasked Estep Score: -1212554.250000 Penalty: 4708.545410 Iteration 32Q: 3 clusters Score -1212554 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 11830 members Entering Unmasked Estep Score: -1212559.375000 Penalty: 4708.545410 Iteration 33Q: 3 clusters Score -1212559 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 11843 members Entering Unmasked Estep Score: -1212561.750000 Penalty: 4708.545410 Iteration 34Q: 3 clusters Score -1212562 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 11864 members Entering Unmasked Estep Score: -1212568.375000 Penalty: 4708.545410 Iteration 35Q: 3 clusters Score -1212568 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 11879 members Entering Unmasked Estep Score: -1212572.500000 Penalty: 4708.545410 Iteration 36Q: 3 clusters Score -1212572 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 11892 members Entering Unmasked Estep Score: -1212579.375000 Penalty: 4708.545410 Iteration 37Q: 3 clusters Score -1212579 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 11901 members Entering Unmasked Estep Score: -1212578.000000 Penalty: 4708.545410 Iteration 38Q: 3 clusters Score -1212578 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 11906 members Entering Unmasked Estep Score: -1212580.375000 Penalty: 4708.545410 Iteration 39Q: 3 clusters Score -1212580 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 11913 members Entering Unmasked Estep Score: -1212580.375000 Penalty: 4708.545410 Iteration 40F: 3 clusters Score -1212580 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 11924 members Entering Unmasked Estep Score: -1212586.750000 Penalty: 4708.545410 Iteration 41Q: 3 clusters Score -1212587 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 11936 members Entering Unmasked Estep Score: -1212589.500000 Penalty: 4708.545410 Iteration 42Q: 3 clusters Score -1212590 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 11946 members Entering Unmasked Estep Score: -1212591.250000 Penalty: 4708.545410 Iteration 43Q: 3 clusters Score -1212591 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 11957 members Entering Unmasked Estep Score: -1212591.000000 Penalty: 4708.545410 Iteration 44Q: 3 clusters Score -1212591 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 11967 members Entering Unmasked Estep Score: -1212593.500000 Penalty: 4708.545410 Iteration 45Q: 3 clusters Score -1212594 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 11973 members Entering Unmasked Estep Score: -1212595.250000 Penalty: 4708.545410 Iteration 46Q: 3 clusters Score -1212595 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 11975 members Entering Unmasked Estep Score: -1212598.750000 Penalty: 4708.545410 Iteration 47Q: 3 clusters Score -1212599 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 11979 members Entering Unmasked Estep Score: -1212599.250000 Penalty: 4708.545410 Iteration 48Q: 3 clusters Score -1212599 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 11984 members Entering Unmasked Estep Score: -1212598.250000 Penalty: 4708.545410 Iteration 49Q: 3 clusters Score -1212598 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 11989 members Entering Unmasked Estep Score: -1212598.500000 Penalty: 4708.545410 Iteration 50Q: 3 clusters Score -1212598 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 11993 members Entering Unmasked Estep Score: -1212599.500000 Penalty: 4708.545410 Iteration 51Q: 3 clusters Score -1212600 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 11999 members Entering Unmasked Estep Score: -1212600.625000 Penalty: 4708.545410 Iteration 52Q: 3 clusters Score -1212601 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 12002 members Entering Unmasked Estep Score: -1212602.125000 Penalty: 4708.545410 Iteration 53Q: 3 clusters Score -1212602 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 12004 members Entering Unmasked Estep Score: -1212603.000000 Penalty: 4708.545410 Iteration 54Q: 3 clusters Score -1212603 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 12006 members Entering Unmasked Estep Score: -1212604.000000 Penalty: 4708.545410 Iteration 55Q: 3 clusters Score -1212604 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 12008 members Entering Unmasked Estep Score: -1212602.500000 Penalty: 4708.545410 Iteration 56Q: 3 clusters Score -1212602 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 12012 members Entering Unmasked Estep Score: -1212606.500000 Penalty: 4708.545410 Iteration 57Q: 3 clusters Score -1212606 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 12017 members Entering Unmasked Estep Score: -1212607.625000 Penalty: 4708.545410 Iteration 58Q: 3 clusters Score -1212608 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 12018 members Entering Unmasked Estep Score: -1212607.250000 Penalty: 4708.545410 Iteration 59Q: 3 clusters Score -1212607 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 12018 members Entering Unmasked Estep Score: -1212607.250000 Penalty: 4708.545410 Iteration 60F: 3 clusters Score -1212607 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Entering Unmasked Estep Score: -106332.351562 Penalty: 1776.274536 Iteration 0F: 2 clusters Score -106332.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -104256.890625 Penalty: 3552.549072 Iteration 0F: 3 clusters Score -104256.9 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -104791.742188 Penalty: 3552.549072 Iteration 1F: 3 clusters Score -104791.7 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -105065.039062 Penalty: 3552.549072 Iteration 2F: 3 clusters Score -105065 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -105349.835938 Penalty: 3552.549072 Iteration 3F: 3 clusters Score -105349.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -105618.078125 Penalty: 3552.549072 Iteration 4F: 3 clusters Score -105618.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -105949.578125 Penalty: 3552.549072 Iteration 5F: 3 clusters Score -105949.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -106194.312500 Penalty: 3552.549072 Iteration 6Q: 3 clusters Score -106194.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -106274.023438 Penalty: 3552.549072 Iteration 7Q: 3 clusters Score -106274 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -106326.492188 Penalty: 3552.549072 Iteration 8Q: 3 clusters Score -106326.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -106343.265625 Penalty: 3552.549072 Iteration 9Q: 3 clusters Score -106343.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -106351.046875 Penalty: 3552.549072 Iteration 10Q: 3 clusters Score -106351 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -106356.640625 Penalty: 3552.549072 Iteration 11Q: 3 clusters Score -106356.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -106360.781250 Penalty: 3552.549072 Iteration 12Q: 3 clusters Score -106360.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -106364.453125 Penalty: 3552.549072 Iteration 13Q: 3 clusters Score -106364.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -106368.851562 Penalty: 3552.549072 Iteration 14Q: 3 clusters Score -106368.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -106371.976562 Penalty: 3552.549072 Iteration 15Q: 3 clusters Score -106372 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -106373.195312 Penalty: 3552.549072 Iteration 16Q: 3 clusters Score -106373.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -106373.195312 Penalty: 3552.549072 Iteration 17F: 3 clusters Score -106373.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1986 members Mstep: Class 3 contains 16874 members Mstep: Class 4 contains 510 members Mstep: Class 5 contains 67743 members Mstep: Class 6 contains 33200 members Mstep: Class 7 contains 11054 members Mstep: Class 8 contains 440 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 12441 members Mstep: Class 12 contains 13267 members Mstep: Class 13 contains 780 members Mstep: Class 14 contains 14230 members Mstep: Class 15 contains 316393 members Mstep: Class 17 contains 256062 members Mstep: Class 19 contains 7803 members Mstep: Class 21 contains 2518 members Mstep: Class 22 contains 1049 members Entering Unmasked Estep Score: -68880928.000000 Penalty: 60534.062500 Splitting cluster 13 changes total score from -68882504.000000 to -68880928.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (14230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14230 members Entering Unmasked Estep Score: -1308154.750000 Penalty: 2371.650635 Iteration 0F: 2 clusters Score -1308155 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7094 members Mstep: Class 2 contains 7136 members Entering Unmasked Estep Score: -1297865.375000 Penalty: 4743.301270 Iteration 0F: 3 clusters Score -1297865 nChanged 6076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7146 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -1301080.250000 Penalty: 4743.301270 Iteration 1F: 3 clusters Score -1301080 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7222 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -1301434.000000 Penalty: 4743.301270 Iteration 2F: 3 clusters Score -1301434 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7311 members Mstep: Class 2 contains 6919 members Entering Unmasked Estep Score: -1301726.500000 Penalty: 4743.301270 Iteration 3Q: 3 clusters Score -1301726 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7466 members Mstep: Class 2 contains 6764 members Entering Unmasked Estep Score: -1302010.500000 Penalty: 4743.301270 Iteration 4Q: 3 clusters Score -1302010 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7637 members Mstep: Class 2 contains 6593 members Entering Unmasked Estep Score: -1302264.875000 Penalty: 4743.301270 Iteration 5Q: 3 clusters Score -1302265 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7859 members Mstep: Class 2 contains 6371 members Entering Unmasked Estep Score: -1302532.625000 Penalty: 4743.301270 Iteration 6Q: 3 clusters Score -1302533 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 6146 members Entering Unmasked Estep Score: -1302806.750000 Penalty: 4743.301270 Iteration 7Q: 3 clusters Score -1302807 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 5941 members Entering Unmasked Estep Score: -1303107.250000 Penalty: 4743.301270 Iteration 8Q: 3 clusters Score -1303107 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8501 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -1303455.000000 Penalty: 4743.301270 Iteration 9Q: 3 clusters Score -1303455 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8692 members Mstep: Class 2 contains 5538 members Entering Unmasked Estep Score: -1303816.000000 Penalty: 4743.301270 Iteration 10Q: 3 clusters Score -1303816 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8863 members Mstep: Class 2 contains 5367 members Entering Unmasked Estep Score: -1304173.625000 Penalty: 4743.301270 Iteration 11Q: 3 clusters Score -1304174 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8935 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -1304569.125000 Penalty: 4743.301270 Iteration 12Q: 3 clusters Score -1304569 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8958 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -1304991.875000 Penalty: 4743.301270 Iteration 13Q: 3 clusters Score -1304992 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8889 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -1305439.250000 Penalty: 4743.301270 Iteration 14Q: 3 clusters Score -1305439 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8806 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -1305837.500000 Penalty: 4743.301270 Iteration 15Q: 3 clusters Score -1305838 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8757 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -1306202.625000 Penalty: 4743.301270 Iteration 16Q: 3 clusters Score -1306203 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8769 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -1306456.375000 Penalty: 4743.301270 Iteration 17Q: 3 clusters Score -1306456 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8833 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -1306690.625000 Penalty: 4743.301270 Iteration 18Q: 3 clusters Score -1306691 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8967 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -1306919.500000 Penalty: 4743.301270 Iteration 19Q: 3 clusters Score -1306920 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9117 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -1307086.875000 Penalty: 4743.301270 Iteration 20F: 3 clusters Score -1307087 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9238 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -1307188.000000 Penalty: 4743.301270 Iteration 21Q: 3 clusters Score -1307188 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9336 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -1307256.625000 Penalty: 4743.301270 Iteration 22Q: 3 clusters Score -1307257 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9423 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -1307299.000000 Penalty: 4743.301270 Iteration 23Q: 3 clusters Score -1307299 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9491 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -1307326.875000 Penalty: 4743.301270 Iteration 24Q: 3 clusters Score -1307327 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9546 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -1307340.125000 Penalty: 4743.301270 Iteration 25Q: 3 clusters Score -1307340 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9585 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -1307349.750000 Penalty: 4743.301270 Iteration 26Q: 3 clusters Score -1307350 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9614 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -1307358.250000 Penalty: 4743.301270 Iteration 27Q: 3 clusters Score -1307358 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9652 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -1307363.875000 Penalty: 4743.301270 Iteration 28Q: 3 clusters Score -1307364 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9683 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -1307368.250000 Penalty: 4743.301270 Iteration 29Q: 3 clusters Score -1307368 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9698 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -1307369.500000 Penalty: 4743.301270 Iteration 30Q: 3 clusters Score -1307370 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9714 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -1307375.875000 Penalty: 4743.301270 Iteration 31Q: 3 clusters Score -1307376 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9726 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -1307377.625000 Penalty: 4743.301270 Iteration 32Q: 3 clusters Score -1307378 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9735 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -1307376.875000 Penalty: 4743.301270 Iteration 33Q: 3 clusters Score -1307377 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9741 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -1307379.000000 Penalty: 4743.301270 Iteration 34Q: 3 clusters Score -1307379 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9749 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1307380.875000 Penalty: 4743.301270 Iteration 35Q: 3 clusters Score -1307381 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9754 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -1307378.375000 Penalty: 4743.301270 Iteration 36Q: 3 clusters Score -1307378 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9761 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -1307380.500000 Penalty: 4743.301270 Iteration 37Q: 3 clusters Score -1307380 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9767 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -1307381.750000 Penalty: 4743.301270 Iteration 38Q: 3 clusters Score -1307382 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9771 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -1307381.250000 Penalty: 4743.301270 Iteration 39Q: 3 clusters Score -1307381 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9774 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -1307382.250000 Penalty: 4743.301270 Iteration 40F: 3 clusters Score -1307382 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9777 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -1307380.125000 Penalty: 4743.301270 Iteration 41Q: 3 clusters Score -1307380 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9778 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -1307380.875000 Penalty: 4743.301270 Iteration 42Q: 3 clusters Score -1307381 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9779 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -1307380.625000 Penalty: 4743.301270 Iteration 43Q: 3 clusters Score -1307381 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9779 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -1307380.625000 Penalty: 4743.301270 Iteration 44F: 3 clusters Score -1307381 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (316393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316393 members Entering Unmasked Estep Score: -28835054.000000 Penalty: 3140.855713 Iteration 0F: 2 clusters Score -2.883505e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157904 members Mstep: Class 2 contains 158489 members Entering Unmasked Estep Score: -28622336.000000 Penalty: 6281.711426 Iteration 0F: 3 clusters Score -2.862234e+07 nChanged 153387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149515 members Mstep: Class 2 contains 166878 members Entering Unmasked Estep Score: -28714366.000000 Penalty: 6281.711426 Iteration 1F: 3 clusters Score -2.871437e+07 nChanged 8807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144816 members Mstep: Class 2 contains 171577 members Entering Unmasked Estep Score: -28716558.000000 Penalty: 6281.711426 Iteration 2Q: 3 clusters Score -2.871656e+07 nChanged 10886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137390 members Mstep: Class 2 contains 179003 members Entering Unmasked Estep Score: -28719830.000000 Penalty: 6281.711426 Iteration 3Q: 3 clusters Score -2.871983e+07 nChanged 14305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126135 members Mstep: Class 2 contains 190258 members Entering Unmasked Estep Score: -28725758.000000 Penalty: 6281.711426 Iteration 4Q: 3 clusters Score -2.872576e+07 nChanged 19300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109655 members Mstep: Class 2 contains 206738 members Entering Unmasked Estep Score: -28737122.000000 Penalty: 6281.711426 Iteration 5F: 3 clusters Score -2.873712e+07 nChanged 24492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87499 members Mstep: Class 2 contains 228894 members Entering Unmasked Estep Score: -28755774.000000 Penalty: 6281.711426 Iteration 6F: 3 clusters Score -2.875577e+07 nChanged 27219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61730 members Mstep: Class 2 contains 254663 members Entering Unmasked Estep Score: -28780274.000000 Penalty: 6281.711426 Iteration 7F: 3 clusters Score -2.878027e+07 nChanged 23868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38374 members Mstep: Class 2 contains 278019 members Entering Unmasked Estep Score: -28803522.000000 Penalty: 6281.711426 Iteration 8F: 3 clusters Score -2.880352e+07 nChanged 15975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22509 members Mstep: Class 2 contains 293884 members Entering Unmasked Estep Score: -28818968.000000 Penalty: 6281.711426 Iteration 9F: 3 clusters Score -2.881897e+07 nChanged 8459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14142 members Mstep: Class 2 contains 302251 members Entering Unmasked Estep Score: -28827696.000000 Penalty: 6281.711426 Iteration 10Q: 3 clusters Score -2.88277e+07 nChanged 3895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10517 members Mstep: Class 2 contains 305876 members Entering Unmasked Estep Score: -28831800.000000 Penalty: 6281.711426 Iteration 11Q: 3 clusters Score -2.88318e+07 nChanged 2052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8845 members Mstep: Class 2 contains 307548 members Entering Unmasked Estep Score: -28833370.000000 Penalty: 6281.711426 Iteration 12Q: 3 clusters Score -2.883337e+07 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 308542 members Entering Unmasked Estep Score: -28833972.000000 Penalty: 6281.711426 Iteration 13Q: 3 clusters Score -2.883397e+07 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7105 members Mstep: Class 2 contains 309288 members Entering Unmasked Estep Score: -28834156.000000 Penalty: 6281.711426 Iteration 14Q: 3 clusters Score -2.883416e+07 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6519 members Mstep: Class 2 contains 309874 members Entering Unmasked Estep Score: -28834294.000000 Penalty: 6281.711426 Iteration 15Q: 3 clusters Score -2.883429e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 310304 members Entering Unmasked Estep Score: -28834370.000000 Penalty: 6281.711426 Iteration 16Q: 3 clusters Score -2.883437e+07 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5768 members Mstep: Class 2 contains 310625 members Entering Unmasked Estep Score: -28834444.000000 Penalty: 6281.711426 Iteration 17Q: 3 clusters Score -2.883444e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 310913 members Entering Unmasked Estep Score: -28834496.000000 Penalty: 6281.711426 Iteration 18Q: 3 clusters Score -2.88345e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 311150 members Entering Unmasked Estep Score: -28834478.000000 Penalty: 6281.711426 Iteration 19Q: 3 clusters Score -2.883448e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 311328 members Entering Unmasked Estep Score: -28834438.000000 Penalty: 6281.711426 Iteration 20F: 3 clusters Score -2.883444e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 311464 members Entering Unmasked Estep Score: -28834440.000000 Penalty: 6281.711426 Iteration 21Q: 3 clusters Score -2.883444e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 311571 members Entering Unmasked Estep Score: -28834464.000000 Penalty: 6281.711426 Iteration 22Q: 3 clusters Score -2.883446e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 311664 members Entering Unmasked Estep Score: -28834482.000000 Penalty: 6281.711426 Iteration 23Q: 3 clusters Score -2.883448e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 311744 members Entering Unmasked Estep Score: -28834450.000000 Penalty: 6281.711426 Iteration 24Q: 3 clusters Score -2.883445e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 311797 members Entering Unmasked Estep Score: -28834450.000000 Penalty: 6281.711426 Iteration 25Q: 3 clusters Score -2.883445e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 311829 members Entering Unmasked Estep Score: -28834448.000000 Penalty: 6281.711426 Iteration 26Q: 3 clusters Score -2.883445e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 311861 members Entering Unmasked Estep Score: -28834426.000000 Penalty: 6281.711426 Iteration 27Q: 3 clusters Score -2.883443e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 311888 members Entering Unmasked Estep Score: -28834400.000000 Penalty: 6281.711426 Iteration 28Q: 3 clusters Score -2.88344e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 311906 members Entering Unmasked Estep Score: -28834384.000000 Penalty: 6281.711426 Iteration 29Q: 3 clusters Score -2.883438e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 311927 members Entering Unmasked Estep Score: -28834390.000000 Penalty: 6281.711426 Iteration 30Q: 3 clusters Score -2.883439e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 311937 members Entering Unmasked Estep Score: -28834380.000000 Penalty: 6281.711426 Iteration 31Q: 3 clusters Score -2.883438e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 311950 members Entering Unmasked Estep Score: -28834394.000000 Penalty: 6281.711426 Iteration 32Q: 3 clusters Score -2.883439e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 311961 members Entering Unmasked Estep Score: -28834372.000000 Penalty: 6281.711426 Iteration 33Q: 3 clusters Score -2.883437e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 311968 members Entering Unmasked Estep Score: -28834356.000000 Penalty: 6281.711426 Iteration 34Q: 3 clusters Score -2.883436e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 311979 members Entering Unmasked Estep Score: -28834338.000000 Penalty: 6281.711426 Iteration 35Q: 3 clusters Score -2.883434e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 311988 members Entering Unmasked Estep Score: -28834372.000000 Penalty: 6281.711426 Iteration 36Q: 3 clusters Score -2.883437e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 311998 members Entering Unmasked Estep Score: -28834362.000000 Penalty: 6281.711426 Iteration 37Q: 3 clusters Score -2.883436e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 312006 members Entering Unmasked Estep Score: -28834378.000000 Penalty: 6281.711426 Iteration 38Q: 3 clusters Score -2.883438e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 312015 members Entering Unmasked Estep Score: -28834378.000000 Penalty: 6281.711426 Iteration 39Q: 3 clusters Score -2.883438e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 312022 members Entering Unmasked Estep Score: -28834382.000000 Penalty: 6281.711426 Iteration 40F: 3 clusters Score -2.883438e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 312028 members Entering Unmasked Estep Score: -28834380.000000 Penalty: 6281.711426 Iteration 41Q: 3 clusters Score -2.883438e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 312036 members Entering Unmasked Estep Score: -28834372.000000 Penalty: 6281.711426 Iteration 42Q: 3 clusters Score -2.883437e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 312045 members Entering Unmasked Estep Score: -28834366.000000 Penalty: 6281.711426 Iteration 43Q: 3 clusters Score -2.883437e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 312049 members Entering Unmasked Estep Score: -28834358.000000 Penalty: 6281.711426 Iteration 44Q: 3 clusters Score -2.883436e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 312053 members Entering Unmasked Estep Score: -28834376.000000 Penalty: 6281.711426 Iteration 45Q: 3 clusters Score -2.883438e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 312056 members Entering Unmasked Estep Score: -28834372.000000 Penalty: 6281.711426 Iteration 46Q: 3 clusters Score -2.883437e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 312058 members Entering Unmasked Estep Score: -28834376.000000 Penalty: 6281.711426 Iteration 47Q: 3 clusters Score -2.883438e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 312060 members Entering Unmasked Estep Score: -28834364.000000 Penalty: 6281.711426 Iteration 48Q: 3 clusters Score -2.883436e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 312061 members Entering Unmasked Estep Score: -28834376.000000 Penalty: 6281.711426 Iteration 49Q: 3 clusters Score -2.883438e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 312064 members Entering Unmasked Estep Score: -28834384.000000 Penalty: 6281.711426 Iteration 50Q: 3 clusters Score -2.883438e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 312071 members Entering Unmasked Estep Score: -28834368.000000 Penalty: 6281.711426 Iteration 51Q: 3 clusters Score -2.883437e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 312073 members Entering Unmasked Estep Score: -28834352.000000 Penalty: 6281.711426 Iteration 52Q: 3 clusters Score -2.883435e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 312075 members Entering Unmasked Estep Score: -28834358.000000 Penalty: 6281.711426 Iteration 53Q: 3 clusters Score -2.883436e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 312076 members Entering Unmasked Estep Score: -28834362.000000 Penalty: 6281.711426 Iteration 54Q: 3 clusters Score -2.883436e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 312077 members Entering Unmasked Estep Score: -28834354.000000 Penalty: 6281.711426 Iteration 55Q: 3 clusters Score -2.883435e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 312077 members Entering Unmasked Estep Score: -28834354.000000 Penalty: 6281.711426 Iteration 56F: 3 clusters Score -2.883435e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (256062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256062 members Entering Unmasked Estep Score: -23236690.000000 Penalty: 3088.387207 Iteration 0F: 2 clusters Score -2.323669e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128172 members Mstep: Class 2 contains 127890 members Entering Unmasked Estep Score: -23065002.000000 Penalty: 6176.774414 Iteration 0F: 3 clusters Score -2.3065e+07 nChanged 123908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132716 members Mstep: Class 2 contains 123346 members Entering Unmasked Estep Score: -23139548.000000 Penalty: 6176.774414 Iteration 1F: 3 clusters Score -2.313955e+07 nChanged 8305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135615 members Mstep: Class 2 contains 120447 members Entering Unmasked Estep Score: -23141696.000000 Penalty: 6176.774414 Iteration 2Q: 3 clusters Score -2.31417e+07 nChanged 9592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140131 members Mstep: Class 2 contains 115931 members Entering Unmasked Estep Score: -23144840.000000 Penalty: 6176.774414 Iteration 3Q: 3 clusters Score -2.314484e+07 nChanged 11149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146616 members Mstep: Class 2 contains 109446 members Entering Unmasked Estep Score: -23149228.000000 Penalty: 6176.774414 Iteration 4Q: 3 clusters Score -2.314923e+07 nChanged 13192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155732 members Mstep: Class 2 contains 100330 members Entering Unmasked Estep Score: -23155800.000000 Penalty: 6176.774414 Iteration 5F: 3 clusters Score -2.31558e+07 nChanged 15178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167400 members Mstep: Class 2 contains 88662 members Entering Unmasked Estep Score: -23165446.000000 Penalty: 6176.774414 Iteration 6F: 3 clusters Score -2.316545e+07 nChanged 16069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180477 members Mstep: Class 2 contains 75585 members Entering Unmasked Estep Score: -23177236.000000 Penalty: 6176.774414 Iteration 7F: 3 clusters Score -2.317724e+07 nChanged 15375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192992 members Mstep: Class 2 contains 63070 members Entering Unmasked Estep Score: -23189628.000000 Penalty: 6176.774414 Iteration 8F: 3 clusters Score -2.318963e+07 nChanged 12971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203381 members Mstep: Class 2 contains 52681 members Entering Unmasked Estep Score: -23200308.000000 Penalty: 6176.774414 Iteration 9F: 3 clusters Score -2.320031e+07 nChanged 9702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211175 members Mstep: Class 2 contains 44887 members Entering Unmasked Estep Score: -23206990.000000 Penalty: 6176.774414 Iteration 10Q: 3 clusters Score -2.320699e+07 nChanged 7189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217670 members Mstep: Class 2 contains 38392 members Entering Unmasked Estep Score: -23211120.000000 Penalty: 6176.774414 Iteration 11Q: 3 clusters Score -2.321112e+07 nChanged 5997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223563 members Mstep: Class 2 contains 32499 members Entering Unmasked Estep Score: -23214540.000000 Penalty: 6176.774414 Iteration 12Q: 3 clusters Score -2.321454e+07 nChanged 5423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228982 members Mstep: Class 2 contains 27080 members Entering Unmasked Estep Score: -23217670.000000 Penalty: 6176.774414 Iteration 13Q: 3 clusters Score -2.321767e+07 nChanged 4943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233925 members Mstep: Class 2 contains 22137 members Entering Unmasked Estep Score: -23220668.000000 Penalty: 6176.774414 Iteration 14Q: 3 clusters Score -2.322067e+07 nChanged 4522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238447 members Mstep: Class 2 contains 17615 members Entering Unmasked Estep Score: -23223352.000000 Penalty: 6176.774414 Iteration 15Q: 3 clusters Score -2.322335e+07 nChanged 3904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242351 members Mstep: Class 2 contains 13711 members Entering Unmasked Estep Score: -23225948.000000 Penalty: 6176.774414 Iteration 16Q: 3 clusters Score -2.322595e+07 nChanged 3259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245610 members Mstep: Class 2 contains 10452 members Entering Unmasked Estep Score: -23227976.000000 Penalty: 6176.774414 Iteration 17Q: 3 clusters Score -2.322798e+07 nChanged 2678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248288 members Mstep: Class 2 contains 7774 members Entering Unmasked Estep Score: -23229778.000000 Penalty: 6176.774414 Iteration 18Q: 3 clusters Score -2.322978e+07 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250322 members Mstep: Class 2 contains 5740 members Entering Unmasked Estep Score: -23231146.000000 Penalty: 6176.774414 Iteration 19Q: 3 clusters Score -2.323115e+07 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251869 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -23232344.000000 Penalty: 6176.774414 Iteration 20F: 3 clusters Score -2.323234e+07 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252958 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -23233196.000000 Penalty: 6176.774414 Iteration 21Q: 3 clusters Score -2.32332e+07 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253641 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -23233670.000000 Penalty: 6176.774414 Iteration 22Q: 3 clusters Score -2.323367e+07 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254087 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -23234006.000000 Penalty: 6176.774414 Iteration 23Q: 3 clusters Score -2.323401e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254371 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -23234208.000000 Penalty: 6176.774414 Iteration 24Q: 3 clusters Score -2.323421e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254541 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -23234410.000000 Penalty: 6176.774414 Iteration 25Q: 3 clusters Score -2.323441e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254655 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -23234464.000000 Penalty: 6176.774414 Iteration 26Q: 3 clusters Score -2.323446e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254716 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -23234532.000000 Penalty: 6176.774414 Iteration 27Q: 3 clusters Score -2.323453e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254768 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -23234526.000000 Penalty: 6176.774414 Iteration 28Q: 3 clusters Score -2.323453e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254826 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -23234582.000000 Penalty: 6176.774414 Iteration 29Q: 3 clusters Score -2.323458e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254860 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -23234546.000000 Penalty: 6176.774414 Iteration 30Q: 3 clusters Score -2.323455e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254883 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -23234554.000000 Penalty: 6176.774414 Iteration 31Q: 3 clusters Score -2.323455e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254899 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -23234582.000000 Penalty: 6176.774414 Iteration 32Q: 3 clusters Score -2.323458e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254907 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -23234560.000000 Penalty: 6176.774414 Iteration 33Q: 3 clusters Score -2.323456e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254918 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -23234584.000000 Penalty: 6176.774414 Iteration 34Q: 3 clusters Score -2.323458e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254926 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -23234588.000000 Penalty: 6176.774414 Iteration 35Q: 3 clusters Score -2.323459e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254933 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -23234602.000000 Penalty: 6176.774414 Iteration 36Q: 3 clusters Score -2.32346e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254933 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -23234616.000000 Penalty: 6176.774414 Iteration 37Q: 3 clusters Score -2.323462e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254937 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -23234610.000000 Penalty: 6176.774414 Iteration 38Q: 3 clusters Score -2.323461e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254941 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -23234618.000000 Penalty: 6176.774414 Iteration 39Q: 3 clusters Score -2.323462e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254942 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -23234624.000000 Penalty: 6176.774414 Iteration 40F: 3 clusters Score -2.323462e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254937 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -23234604.000000 Penalty: 6176.774414 Iteration 41Q: 3 clusters Score -2.32346e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254937 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -23234600.000000 Penalty: 6176.774414 Iteration 42Q: 3 clusters Score -2.32346e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254937 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -23234598.000000 Penalty: 6176.774414 Iteration 43Q: 3 clusters Score -2.32346e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254939 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -23234600.000000 Penalty: 6176.774414 Iteration 44Q: 3 clusters Score -2.32346e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254940 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -23234612.000000 Penalty: 6176.774414 Iteration 45Q: 3 clusters Score -2.323461e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254942 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -23234598.000000 Penalty: 6176.774414 Iteration 46Q: 3 clusters Score -2.32346e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254944 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -23234610.000000 Penalty: 6176.774414 Iteration 47Q: 3 clusters Score -2.323461e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254945 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -23234610.000000 Penalty: 6176.774414 Iteration 48Q: 3 clusters Score -2.323461e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254947 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -23234618.000000 Penalty: 6176.774414 Iteration 49Q: 3 clusters Score -2.323462e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254949 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -23234620.000000 Penalty: 6176.774414 Iteration 50Q: 3 clusters Score -2.323462e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254951 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -23234612.000000 Penalty: 6176.774414 Iteration 51Q: 3 clusters Score -2.323461e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254952 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -23234610.000000 Penalty: 6176.774414 Iteration 52Q: 3 clusters Score -2.323461e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254954 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -23234610.000000 Penalty: 6176.774414 Iteration 53Q: 3 clusters Score -2.323461e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254954 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -23234616.000000 Penalty: 6176.774414 Iteration 54Q: 3 clusters Score -2.323462e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254954 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -23234616.000000 Penalty: 6176.774414 Iteration 55F: 3 clusters Score -2.323462e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (7803 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7803 members Entering Unmasked Estep Score: -708413.562500 Penalty: 2222.641357 Iteration 0F: 2 clusters Score -708413.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -702138.937500 Penalty: 4445.282715 Iteration 0F: 3 clusters Score -702138.9 nChanged 3139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -703789.500000 Penalty: 4445.282715 Iteration 1F: 3 clusters Score -703789.5 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -704185.062500 Penalty: 4445.282715 Iteration 2F: 3 clusters Score -704185.1 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -704693.312500 Penalty: 4445.282715 Iteration 3F: 3 clusters Score -704693.3 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -705181.062500 Penalty: 4445.282715 Iteration 4F: 3 clusters Score -705181.1 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -705646.625000 Penalty: 4445.282715 Iteration 5F: 3 clusters Score -705646.6 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -705977.000000 Penalty: 4445.282715 Iteration 6F: 3 clusters Score -705977 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -706204.875000 Penalty: 4445.282715 Iteration 7Q: 3 clusters Score -706204.9 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -706393.812500 Penalty: 4445.282715 Iteration 8Q: 3 clusters Score -706393.8 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -706551.375000 Penalty: 4445.282715 Iteration 9Q: 3 clusters Score -706551.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -706662.750000 Penalty: 4445.282715 Iteration 10Q: 3 clusters Score -706662.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -706739.687500 Penalty: 4445.282715 Iteration 11Q: 3 clusters Score -706739.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5503 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -706785.812500 Penalty: 4445.282715 Iteration 12Q: 3 clusters Score -706785.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -706821.687500 Penalty: 4445.282715 Iteration 13Q: 3 clusters Score -706821.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -706842.687500 Penalty: 4445.282715 Iteration 14Q: 3 clusters Score -706842.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -706861.437500 Penalty: 4445.282715 Iteration 15Q: 3 clusters Score -706861.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -706871.187500 Penalty: 4445.282715 Iteration 16Q: 3 clusters Score -706871.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -706882.062500 Penalty: 4445.282715 Iteration 17Q: 3 clusters Score -706882.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5719 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -706889.562500 Penalty: 4445.282715 Iteration 18Q: 3 clusters Score -706889.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -706894.812500 Penalty: 4445.282715 Iteration 19Q: 3 clusters Score -706894.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5749 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -706902.125000 Penalty: 4445.282715 Iteration 20F: 3 clusters Score -706902.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -706912.250000 Penalty: 4445.282715 Iteration 21Q: 3 clusters Score -706912.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5791 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -706918.375000 Penalty: 4445.282715 Iteration 22Q: 3 clusters Score -706918.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5815 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -706927.687500 Penalty: 4445.282715 Iteration 23Q: 3 clusters Score -706927.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -706934.000000 Penalty: 4445.282715 Iteration 24Q: 3 clusters Score -706934 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -706940.750000 Penalty: 4445.282715 Iteration 25Q: 3 clusters Score -706940.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -706940.312500 Penalty: 4445.282715 Iteration 26Q: 3 clusters Score -706940.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -706940.562500 Penalty: 4445.282715 Iteration 27Q: 3 clusters Score -706940.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -706944.375000 Penalty: 4445.282715 Iteration 28Q: 3 clusters Score -706944.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5859 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -706943.500000 Penalty: 4445.282715 Iteration 29Q: 3 clusters Score -706943.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -706947.437500 Penalty: 4445.282715 Iteration 30Q: 3 clusters Score -706947.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -706948.875000 Penalty: 4445.282715 Iteration 31Q: 3 clusters Score -706948.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -706947.875000 Penalty: 4445.282715 Iteration 32Q: 3 clusters Score -706947.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -706947.625000 Penalty: 4445.282715 Iteration 33Q: 3 clusters Score -706947.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5869 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -706948.687500 Penalty: 4445.282715 Iteration 34Q: 3 clusters Score -706948.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5871 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -706948.875000 Penalty: 4445.282715 Iteration 35Q: 3 clusters Score -706948.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -706950.875000 Penalty: 4445.282715 Iteration 36Q: 3 clusters Score -706950.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -706951.687500 Penalty: 4445.282715 Iteration 37Q: 3 clusters Score -706951.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -706950.500000 Penalty: 4445.282715 Iteration 38Q: 3 clusters Score -706950.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5880 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -706950.937500 Penalty: 4445.282715 Iteration 39Q: 3 clusters Score -706950.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5880 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -706950.937500 Penalty: 4445.282715 Iteration 40F: 3 clusters Score -706950.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Entering Unmasked Estep Score: -225157.390625 Penalty: 1942.142578 Iteration 0F: 2 clusters Score -225157.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -222222.453125 Penalty: 3884.285156 Iteration 0F: 3 clusters Score -222222.5 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -222800.875000 Penalty: 3884.285156 Iteration 1F: 3 clusters Score -222800.9 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -222941.312500 Penalty: 3884.285156 Iteration 2F: 3 clusters Score -222941.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -223017.468750 Penalty: 3884.285156 Iteration 3Q: 3 clusters Score -223017.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -223084.609375 Penalty: 3884.285156 Iteration 4Q: 3 clusters Score -223084.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -223135.078125 Penalty: 3884.285156 Iteration 5Q: 3 clusters Score -223135.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -223192.765625 Penalty: 3884.285156 Iteration 6Q: 3 clusters Score -223192.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -223255.140625 Penalty: 3884.285156 Iteration 7Q: 3 clusters Score -223255.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -223296.140625 Penalty: 3884.285156 Iteration 8Q: 3 clusters Score -223296.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -223331.531250 Penalty: 3884.285156 Iteration 9Q: 3 clusters Score -223331.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -223364.343750 Penalty: 3884.285156 Iteration 10Q: 3 clusters Score -223364.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -223400.500000 Penalty: 3884.285156 Iteration 11Q: 3 clusters Score -223400.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -223436.593750 Penalty: 3884.285156 Iteration 12Q: 3 clusters Score -223436.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -223476.265625 Penalty: 3884.285156 Iteration 13Q: 3 clusters Score -223476.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -223516.328125 Penalty: 3884.285156 Iteration 14Q: 3 clusters Score -223516.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -223553.359375 Penalty: 3884.285156 Iteration 15Q: 3 clusters Score -223553.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -223592.984375 Penalty: 3884.285156 Iteration 16Q: 3 clusters Score -223593 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -223618.031250 Penalty: 3884.285156 Iteration 17Q: 3 clusters Score -223618 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -223631.515625 Penalty: 3884.285156 Iteration 18Q: 3 clusters Score -223631.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -223641.859375 Penalty: 3884.285156 Iteration 19Q: 3 clusters Score -223641.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -223652.812500 Penalty: 3884.285156 Iteration 20F: 3 clusters Score -223652.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -223663.171875 Penalty: 3884.285156 Iteration 21Q: 3 clusters Score -223663.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -223674.578125 Penalty: 3884.285156 Iteration 22Q: 3 clusters Score -223674.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -223682.796875 Penalty: 3884.285156 Iteration 23Q: 3 clusters Score -223682.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -223687.437500 Penalty: 3884.285156 Iteration 24Q: 3 clusters Score -223687.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -223689.593750 Penalty: 3884.285156 Iteration 25Q: 3 clusters Score -223689.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -223693.250000 Penalty: 3884.285156 Iteration 26Q: 3 clusters Score -223693.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -223693.984375 Penalty: 3884.285156 Iteration 27Q: 3 clusters Score -223694 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -223695.046875 Penalty: 3884.285156 Iteration 28Q: 3 clusters Score -223695 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -223696.984375 Penalty: 3884.285156 Iteration 29Q: 3 clusters Score -223697 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -223698.625000 Penalty: 3884.285156 Iteration 30Q: 3 clusters Score -223698.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -223700.609375 Penalty: 3884.285156 Iteration 31Q: 3 clusters Score -223700.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -223702.046875 Penalty: 3884.285156 Iteration 32Q: 3 clusters Score -223702 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -223703.421875 Penalty: 3884.285156 Iteration 33Q: 3 clusters Score -223703.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -223703.781250 Penalty: 3884.285156 Iteration 34Q: 3 clusters Score -223703.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -223704.453125 Penalty: 3884.285156 Iteration 35Q: 3 clusters Score -223704.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -223704.796875 Penalty: 3884.285156 Iteration 36Q: 3 clusters Score -223704.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -223705.687500 Penalty: 3884.285156 Iteration 37Q: 3 clusters Score -223705.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -223706.609375 Penalty: 3884.285156 Iteration 38Q: 3 clusters Score -223706.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -223708.203125 Penalty: 3884.285156 Iteration 39Q: 3 clusters Score -223708.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -223709.343750 Penalty: 3884.285156 Iteration 40F: 3 clusters Score -223709.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -223710.281250 Penalty: 3884.285156 Iteration 41Q: 3 clusters Score -223710.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -223710.921875 Penalty: 3884.285156 Iteration 42Q: 3 clusters Score -223710.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -223710.921875 Penalty: 3884.285156 Iteration 43F: 3 clusters Score -223710.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1049 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Entering Unmasked Estep Score: -89346.632812 Penalty: 1724.986938 Iteration 0F: 2 clusters Score -89346.63 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -87361.695312 Penalty: 3449.973877 Iteration 0F: 3 clusters Score -87361.7 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -87671.867188 Penalty: 3449.973877 Iteration 1F: 3 clusters Score -87671.87 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -87766.375000 Penalty: 3449.973877 Iteration 2F: 3 clusters Score -87766.38 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -87801.632812 Penalty: 3449.973877 Iteration 3Q: 3 clusters Score -87801.63 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -87821.187500 Penalty: 3449.973877 Iteration 4Q: 3 clusters Score -87821.19 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -87839.859375 Penalty: 3449.973877 Iteration 5Q: 3 clusters Score -87839.86 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -87856.265625 Penalty: 3449.973877 Iteration 6Q: 3 clusters Score -87856.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -87866.765625 Penalty: 3449.973877 Iteration 7Q: 3 clusters Score -87866.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -87872.054688 Penalty: 3449.973877 Iteration 8Q: 3 clusters Score -87872.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -87874.726562 Penalty: 3449.973877 Iteration 9Q: 3 clusters Score -87874.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -87876.718750 Penalty: 3449.973877 Iteration 10Q: 3 clusters Score -87876.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -87876.718750 Penalty: 3449.973877 Iteration 11F: 3 clusters Score -87876.72 nChanged 0 --- Evaluating fit on full set of 2324722 points --- Entering Unmasked Estep Score: -207302032.000000 Penalty: 61802.812500 23->18 Clusters: Score -207302032.000000, best is -207497792.000000 Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 774907 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33704 members Mstep: Class 2 contains 34000 members Mstep: Class 3 contains 33722 members Mstep: Class 4 contains 33684 members Mstep: Class 5 contains 33409 members Mstep: Class 6 contains 33635 members Mstep: Class 7 contains 33455 members Mstep: Class 8 contains 33711 members Mstep: Class 9 contains 33900 members Mstep: Class 10 contains 33291 members Mstep: Class 11 contains 33694 members Mstep: Class 12 contains 33728 members Mstep: Class 13 contains 33720 members Mstep: Class 14 contains 33716 members Mstep: Class 15 contains 33405 members Mstep: Class 16 contains 33965 members Mstep: Class 17 contains 33543 members Mstep: Class 18 contains 33598 members Mstep: Class 19 contains 33880 members Mstep: Class 20 contains 33684 members Mstep: Class 21 contains 33942 members Mstep: Class 22 contains 33693 members Mstep: Class 23 contains 33828 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 799.677917 but Gain 3363.000000 Score: -65521816.000000 Penalty: 73986.078125 Iteration 0F: 23 clusters Score -6.552182e+07 nChanged 737918 Entering Unmasked Mstep Mstep: Class 0 contains 2246 members Mstep: Class 1 contains 20304 members Mstep: Class 2 contains 89818 members Mstep: Class 3 contains 30553 members Mstep: Class 4 contains 13766 members Mstep: Class 5 contains 52129 members Mstep: Class 7 contains 23013 members Mstep: Class 8 contains 14301 members Mstep: Class 9 contains 24825 members Mstep: Class 10 contains 55751 members Mstep: Class 11 contains 13073 members Mstep: Class 12 contains 18771 members Mstep: Class 13 contains 42327 members Mstep: Class 14 contains 32067 members Mstep: Class 15 contains 9301 members Mstep: Class 16 contains 44786 members Mstep: Class 17 contains 35333 members Mstep: Class 18 contains 21276 members Mstep: Class 19 contains 30418 members Mstep: Class 20 contains 42857 members Mstep: Class 21 contains 107387 members Mstep: Class 22 contains 15690 members Mstep: Class 23 contains 34915 members Entering Unmasked Estep ConsiderDeletion Score: -67414392.000000 Penalty: 73986.078125 Iteration 1F: 23 clusters Score -6.741439e+07 nChanged 267458 Entering Unmasked Mstep Mstep: Class 0 contains 1598 members Mstep: Class 1 contains 19161 members Mstep: Class 2 contains 122736 members Mstep: Class 3 contains 37922 members Mstep: Class 4 contains 11594 members Mstep: Class 5 contains 44360 members Mstep: Class 7 contains 17756 members Mstep: Class 8 contains 11618 members Mstep: Class 9 contains 24383 members Mstep: Class 10 contains 61120 members Mstep: Class 11 contains 8561 members Mstep: Class 12 contains 16601 members Mstep: Class 13 contains 42375 members Mstep: Class 14 contains 22561 members Mstep: Class 15 contains 5799 members Mstep: Class 16 contains 49292 members Mstep: Class 17 contains 25277 members Mstep: Class 18 contains 17522 members Mstep: Class 19 contains 23908 members Mstep: Class 20 contains 33091 members Mstep: Class 21 contains 132898 members Mstep: Class 22 contains 16263 members Mstep: Class 23 contains 28511 members Entering Unmasked Estep ConsiderDeletion Score: -67965952.000000 Penalty: 73986.078125 Iteration 2F: 23 clusters Score -6.796595e+07 nChanged 201425 Entering Unmasked Mstep Mstep: Class 0 contains 191 members Mstep: Class 1 contains 24526 members Mstep: Class 2 contains 150305 members Mstep: Class 3 contains 44637 members Mstep: Class 4 contains 7506 members Mstep: Class 5 contains 33715 members Mstep: Class 7 contains 11865 members Mstep: Class 8 contains 8981 members Mstep: Class 9 contains 25802 members Mstep: Class 10 contains 62385 members Mstep: Class 11 contains 5985 members Mstep: Class 12 contains 14289 members Mstep: Class 13 contains 42022 members Mstep: Class 14 contains 15948 members Mstep: Class 15 contains 3428 members Mstep: Class 16 contains 49939 members Mstep: Class 17 contains 15853 members Mstep: Class 18 contains 15568 members Mstep: Class 19 contains 15687 members Mstep: Class 20 contains 24214 members Mstep: Class 21 contains 159974 members Mstep: Class 22 contains 22033 members Mstep: Class 23 contains 20054 members Entering Unmasked Estep ConsiderDeletion Score: -68232712.000000 Penalty: 73986.078125 Iteration 3F: 23 clusters Score -6.823271e+07 nChanged 148565 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 29509 members Mstep: Class 2 contains 174414 members Mstep: Class 3 contains 48345 members Mstep: Class 4 contains 2921 members Mstep: Class 5 contains 25106 members Mstep: Class 7 contains 7558 members Mstep: Class 8 contains 6767 members Mstep: Class 9 contains 28218 members Mstep: Class 10 contains 62302 members Mstep: Class 11 contains 4384 members Mstep: Class 12 contains 11948 members Mstep: Class 13 contains 39137 members Mstep: Class 14 contains 12257 members Mstep: Class 15 contains 2359 members Mstep: Class 16 contains 47237 members Mstep: Class 17 contains 9311 members Mstep: Class 18 contains 15289 members Mstep: Class 19 contains 9286 members Mstep: Class 20 contains 15851 members Mstep: Class 21 contains 185081 members Mstep: Class 22 contains 25329 members Mstep: Class 23 contains 12141 members Entering Unmasked Estep ConsiderDeletion Score: -68378752.000000 Penalty: 73986.078125 Iteration 4F: 23 clusters Score -6.837875e+07 nChanged 115544 Entering Unmasked Mstep Mstep: Class 0 contains 147 members Mstep: Class 1 contains 31084 members Mstep: Class 2 contains 195832 members Mstep: Class 3 contains 49842 members Mstep: Class 4 contains 1790 members Mstep: Class 5 contains 19010 members Mstep: Class 7 contains 5077 members Mstep: Class 8 contains 5184 members Mstep: Class 9 contains 30476 members Mstep: Class 10 contains 61565 members Mstep: Class 11 contains 3615 members Mstep: Class 12 contains 10378 members Mstep: Class 13 contains 33967 members Mstep: Class 14 contains 9724 members Mstep: Class 15 contains 2005 members Mstep: Class 16 contains 42891 members Mstep: Class 17 contains 5068 members Mstep: Class 18 contains 15689 members Mstep: Class 19 contains 5308 members Mstep: Class 20 contains 9161 members Mstep: Class 21 contains 206009 members Mstep: Class 22 contains 24538 members Mstep: Class 23 contains 6547 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 2854.440430 but Gain 3363.000000 Score: -68485888.000000 Penalty: 70623.078125 Iteration 5F: 22 clusters Score -6.848589e+07 nChanged 101040 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 30939 members Mstep: Class 2 contains 215967 members Mstep: Class 3 contains 49175 members Mstep: Class 4 contains 1513 members Mstep: Class 5 contains 15034 members Mstep: Class 7 contains 3739 members Mstep: Class 8 contains 4149 members Mstep: Class 9 contains 32125 members Mstep: Class 10 contains 59919 members Mstep: Class 11 contains 3464 members Mstep: Class 12 contains 10001 members Mstep: Class 13 contains 27591 members Mstep: Class 14 contains 7579 members Mstep: Class 15 contains 1835 members Mstep: Class 16 contains 38099 members Mstep: Class 18 contains 15858 members Mstep: Class 19 contains 3137 members Mstep: Class 20 contains 4900 members Mstep: Class 21 contains 224041 members Mstep: Class 22 contains 22376 members Mstep: Class 23 contains 3328 members Entering Unmasked Estep ConsiderDeletion Deleting Class 23. Lose 1874.789795 but Gain 3363.007812 Score: -68582056.000000 Penalty: 67260.070312 Iteration 6F: 21 clusters Score -6.858206e+07 nChanged 88201 Entering Unmasked Mstep Mstep: Class 0 contains 125 members Mstep: Class 1 contains 29269 members Mstep: Class 2 contains 233885 members Mstep: Class 3 contains 46372 members Mstep: Class 4 contains 1416 members Mstep: Class 5 contains 12677 members Mstep: Class 7 contains 3048 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 32708 members Mstep: Class 10 contains 57127 members Mstep: Class 11 contains 3790 members Mstep: Class 12 contains 10438 members Mstep: Class 13 contains 20978 members Mstep: Class 14 contains 5633 members Mstep: Class 15 contains 1731 members Mstep: Class 16 contains 33205 members Mstep: Class 18 contains 15550 members Mstep: Class 19 contains 2004 members Mstep: Class 20 contains 2562 members Mstep: Class 21 contains 238761 members Mstep: Class 22 contains 20138 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 1654.642212 but Gain 3363.003906 Score: -68666616.000000 Penalty: 63897.066406 Iteration 7F: 20 clusters Score -6.866662e+07 nChanged 76718 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 26756 members Mstep: Class 2 contains 249672 members Mstep: Class 3 contains 41825 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 11408 members Mstep: Class 7 contains 2727 members Mstep: Class 8 contains 3177 members Mstep: Class 9 contains 32631 members Mstep: Class 10 contains 54175 members Mstep: Class 11 contains 4193 members Mstep: Class 12 contains 11387 members Mstep: Class 13 contains 15031 members Mstep: Class 14 contains 4224 members Mstep: Class 15 contains 1656 members Mstep: Class 16 contains 28275 members Mstep: Class 18 contains 15108 members Mstep: Class 19 contains 1384 members Mstep: Class 21 contains 251370 members Mstep: Class 22 contains 18392 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 2007.360962 but Gain 3363.003906 Score: -68737880.000000 Penalty: 60534.062500 Iteration 8F: 19 clusters Score -6.873788e+07 nChanged 62505 Entering Unmasked Mstep Mstep: Class 0 contains 119 members Mstep: Class 1 contains 24238 members Mstep: Class 2 contains 261242 members Mstep: Class 3 contains 36924 members Mstep: Class 4 contains 1394 members Mstep: Class 5 contains 10832 members Mstep: Class 7 contains 2577 members Mstep: Class 8 contains 3094 members Mstep: Class 9 contains 32272 members Mstep: Class 10 contains 52680 members Mstep: Class 11 contains 4578 members Mstep: Class 12 contains 11973 members Mstep: Class 13 contains 10475 members Mstep: Class 14 contains 3189 members Mstep: Class 15 contains 1611 members Mstep: Class 16 contains 23860 members Mstep: Class 18 contains 14521 members Mstep: Class 21 contains 262202 members Mstep: Class 22 contains 17126 members Entering Unmasked Estep ConsiderDeletion Score: -68788616.000000 Penalty: 60534.062500 Iteration 9F: 19 clusters Score -6.878862e+07 nChanged 46548 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 22346 members Mstep: Class 2 contains 269640 members Mstep: Class 3 contains 31913 members Mstep: Class 4 contains 1393 members Mstep: Class 5 contains 10417 members Mstep: Class 7 contains 2564 members Mstep: Class 8 contains 3143 members Mstep: Class 9 contains 31386 members Mstep: Class 10 contains 52504 members Mstep: Class 11 contains 4988 members Mstep: Class 12 contains 12305 members Mstep: Class 13 contains 7292 members Mstep: Class 14 contains 2593 members Mstep: Class 15 contains 1600 members Mstep: Class 16 contains 20186 members Mstep: Class 18 contains 14002 members Mstep: Class 21 contains 270316 members Mstep: Class 22 contains 16203 members Entering Unmasked Estep ConsiderDeletion Score: -68818904.000000 Penalty: 60534.062500 Iteration 10F: 19 clusters Score -6.88189e+07 nChanged 32897 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 21553 members Mstep: Class 2 contains 275796 members Mstep: Class 3 contains 27707 members Mstep: Class 4 contains 1390 members Mstep: Class 5 contains 10106 members Mstep: Class 7 contains 2641 members Mstep: Class 8 contains 3206 members Mstep: Class 9 contains 30124 members Mstep: Class 10 contains 53573 members Mstep: Class 11 contains 5362 members Mstep: Class 12 contains 12433 members Mstep: Class 13 contains 5442 members Mstep: Class 14 contains 2277 members Mstep: Class 15 contains 1600 members Mstep: Class 16 contains 17351 members Mstep: Class 18 contains 13603 members Mstep: Class 21 contains 275283 members Mstep: Class 22 contains 15344 members Entering Unmasked Estep ConsiderDeletion Score: -68834648.000000 Penalty: 60534.062500 Iteration 11Q: 19 clusters Score -6.883465e+07 nChanged 22754 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 21402 members Mstep: Class 2 contains 280548 members Mstep: Class 3 contains 24203 members Mstep: Class 4 contains 1391 members Mstep: Class 5 contains 9901 members Mstep: Class 7 contains 2718 members Mstep: Class 8 contains 3285 members Mstep: Class 9 contains 28762 members Mstep: Class 10 contains 55119 members Mstep: Class 11 contains 5608 members Mstep: Class 12 contains 12464 members Mstep: Class 13 contains 4399 members Mstep: Class 14 contains 2070 members Mstep: Class 15 contains 1599 members Mstep: Class 16 contains 15241 members Mstep: Class 18 contains 13305 members Mstep: Class 21 contains 278244 members Mstep: Class 22 contains 14532 members Entering Unmasked Estep ConsiderDeletion Score: -68843032.000000 Penalty: 60534.062500 Iteration 12Q: 19 clusters Score -6.884303e+07 nChanged 16295 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 21572 members Mstep: Class 2 contains 284282 members Mstep: Class 3 contains 20979 members Mstep: Class 4 contains 1391 members Mstep: Class 5 contains 9710 members Mstep: Class 7 contains 2803 members Mstep: Class 8 contains 3399 members Mstep: Class 9 contains 27495 members Mstep: Class 10 contains 57075 members Mstep: Class 11 contains 5791 members Mstep: Class 12 contains 12462 members Mstep: Class 13 contains 3863 members Mstep: Class 14 contains 1942 members Mstep: Class 15 contains 1601 members Mstep: Class 16 contains 13694 members Mstep: Class 18 contains 13078 members Mstep: Class 21 contains 279833 members Mstep: Class 22 contains 13821 members Entering Unmasked Estep ConsiderDeletion Score: -68849392.000000 Penalty: 60534.062500 Iteration 13Q: 19 clusters Score -6.884939e+07 nChanged 12150 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 22006 members Mstep: Class 2 contains 287089 members Mstep: Class 3 contains 18006 members Mstep: Class 4 contains 1391 members Mstep: Class 5 contains 9571 members Mstep: Class 7 contains 2851 members Mstep: Class 8 contains 3521 members Mstep: Class 9 contains 26428 members Mstep: Class 10 contains 59256 members Mstep: Class 11 contains 5936 members Mstep: Class 12 contains 12469 members Mstep: Class 13 contains 3563 members Mstep: Class 14 contains 1845 members Mstep: Class 15 contains 1597 members Mstep: Class 16 contains 12650 members Mstep: Class 18 contains 12903 members Mstep: Class 21 contains 280527 members Mstep: Class 22 contains 13182 members Entering Unmasked Estep ConsiderDeletion Score: -68853056.000000 Penalty: 60534.062500 Iteration 14Q: 19 clusters Score -6.885306e+07 nChanged 9851 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 22522 members Mstep: Class 2 contains 289334 members Mstep: Class 3 contains 15331 members Mstep: Class 4 contains 1391 members Mstep: Class 5 contains 9498 members Mstep: Class 7 contains 2904 members Mstep: Class 8 contains 3627 members Mstep: Class 9 contains 25489 members Mstep: Class 10 contains 61360 members Mstep: Class 11 contains 6000 members Mstep: Class 12 contains 12465 members Mstep: Class 13 contains 3391 members Mstep: Class 14 contains 1796 members Mstep: Class 15 contains 1592 members Mstep: Class 16 contains 11872 members Mstep: Class 18 contains 12759 members Mstep: Class 21 contains 280855 members Mstep: Class 22 contains 12605 members Entering Unmasked Estep ConsiderDeletion Score: -68856216.000000 Penalty: 60534.062500 Iteration 15Q: 19 clusters Score -6.885622e+07 nChanged 8071 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 23074 members Mstep: Class 2 contains 291084 members Mstep: Class 3 contains 13071 members Mstep: Class 4 contains 1392 members Mstep: Class 5 contains 9468 members Mstep: Class 7 contains 2941 members Mstep: Class 8 contains 3717 members Mstep: Class 9 contains 24696 members Mstep: Class 10 contains 63243 members Mstep: Class 11 contains 6036 members Mstep: Class 12 contains 12469 members Mstep: Class 13 contains 3345 members Mstep: Class 14 contains 1762 members Mstep: Class 15 contains 1588 members Mstep: Class 16 contains 11246 members Mstep: Class 18 contains 12653 members Mstep: Class 21 contains 280908 members Mstep: Class 22 contains 12098 members Entering Unmasked Estep ConsiderDeletion Score: -68859536.000000 Penalty: 60534.062500 Iteration 16Q: 19 clusters Score -6.885954e+07 nChanged 7132 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 23673 members Mstep: Class 2 contains 292505 members Mstep: Class 3 contains 11333 members Mstep: Class 4 contains 1393 members Mstep: Class 5 contains 9460 members Mstep: Class 7 contains 2962 members Mstep: Class 8 contains 3794 members Mstep: Class 9 contains 23959 members Mstep: Class 10 contains 64785 members Mstep: Class 11 contains 6070 members Mstep: Class 12 contains 12476 members Mstep: Class 13 contains 3328 members Mstep: Class 14 contains 1737 members Mstep: Class 15 contains 1586 members Mstep: Class 16 contains 10720 members Mstep: Class 18 contains 12551 members Mstep: Class 21 contains 280843 members Mstep: Class 22 contains 11616 members Entering Unmasked Estep ConsiderDeletion Score: -68862184.000000 Penalty: 60534.062500 Iteration 17Q: 19 clusters Score -6.886218e+07 nChanged 6046 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 24283 members Mstep: Class 2 contains 293626 members Mstep: Class 3 contains 10111 members Mstep: Class 4 contains 1393 members Mstep: Class 5 contains 9464 members Mstep: Class 7 contains 2972 members Mstep: Class 8 contains 3863 members Mstep: Class 9 contains 23318 members Mstep: Class 10 contains 65902 members Mstep: Class 11 contains 6100 members Mstep: Class 12 contains 12479 members Mstep: Class 13 contains 3363 members Mstep: Class 14 contains 1722 members Mstep: Class 15 contains 1585 members Mstep: Class 16 contains 10314 members Mstep: Class 18 contains 12477 members Mstep: Class 21 contains 280630 members Mstep: Class 22 contains 11189 members Entering Unmasked Estep ConsiderDeletion Score: -68864824.000000 Penalty: 60534.062500 Iteration 18Q: 19 clusters Score -6.886482e+07 nChanged 5407 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 24904 members Mstep: Class 2 contains 294506 members Mstep: Class 3 contains 9330 members Mstep: Class 4 contains 1393 members Mstep: Class 5 contains 9470 members Mstep: Class 7 contains 2983 members Mstep: Class 8 contains 3941 members Mstep: Class 9 contains 22738 members Mstep: Class 10 contains 66717 members Mstep: Class 11 contains 6186 members Mstep: Class 12 contains 12474 members Mstep: Class 13 contains 3406 members Mstep: Class 14 contains 1707 members Mstep: Class 15 contains 1586 members Mstep: Class 16 contains 9965 members Mstep: Class 18 contains 12409 members Mstep: Class 21 contains 280334 members Mstep: Class 22 contains 10742 members Entering Unmasked Estep ConsiderDeletion Score: -68866728.000000 Penalty: 60534.062500 Iteration 19Q: 19 clusters Score -6.886673e+07 nChanged 4826 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 25547 members Mstep: Class 2 contains 295276 members Mstep: Class 3 contains 8847 members Mstep: Class 4 contains 1394 members Mstep: Class 5 contains 9479 members Mstep: Class 7 contains 2986 members Mstep: Class 8 contains 4048 members Mstep: Class 9 contains 22160 members Mstep: Class 10 contains 67304 members Mstep: Class 11 contains 6291 members Mstep: Class 12 contains 12469 members Mstep: Class 13 contains 3432 members Mstep: Class 14 contains 1690 members Mstep: Class 15 contains 1587 members Mstep: Class 16 contains 9654 members Mstep: Class 18 contains 12368 members Mstep: Class 21 contains 279978 members Mstep: Class 22 contains 10281 members Entering Unmasked Estep ConsiderDeletion Score: -68868096.000000 Penalty: 60534.062500 Iteration 20F: 19 clusters Score -6.88681e+07 nChanged 4210 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 26179 members Mstep: Class 2 contains 295943 members Mstep: Class 3 contains 8537 members Mstep: Class 4 contains 1394 members Mstep: Class 5 contains 9453 members Mstep: Class 7 contains 2982 members Mstep: Class 8 contains 4200 members Mstep: Class 9 contains 21618 members Mstep: Class 10 contains 67687 members Mstep: Class 11 contains 6366 members Mstep: Class 12 contains 12456 members Mstep: Class 13 contains 3470 members Mstep: Class 14 contains 1685 members Mstep: Class 15 contains 1589 members Mstep: Class 16 contains 9404 members Mstep: Class 18 contains 12321 members Mstep: Class 21 contains 279665 members Mstep: Class 22 contains 9842 members Entering Unmasked Estep ConsiderDeletion Score: -68868912.000000 Penalty: 60534.062500 Iteration 21Q: 19 clusters Score -6.886891e+07 nChanged 3782 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 26833 members Mstep: Class 2 contains 296553 members Mstep: Class 3 contains 8303 members Mstep: Class 4 contains 1394 members Mstep: Class 5 contains 9457 members Mstep: Class 7 contains 2966 members Mstep: Class 8 contains 4352 members Mstep: Class 9 contains 21101 members Mstep: Class 10 contains 67944 members Mstep: Class 11 contains 6434 members Mstep: Class 12 contains 12450 members Mstep: Class 13 contains 3514 members Mstep: Class 14 contains 1679 members Mstep: Class 15 contains 1591 members Mstep: Class 16 contains 9241 members Mstep: Class 18 contains 12280 members Mstep: Class 21 contains 279283 members Mstep: Class 22 contains 9416 members Entering Unmasked Estep ConsiderDeletion Score: -68869656.000000 Penalty: 60534.062500 Iteration 22Q: 19 clusters Score -6.886966e+07 nChanged 3538 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 27441 members Mstep: Class 2 contains 297162 members Mstep: Class 3 contains 8104 members Mstep: Class 4 contains 1394 members Mstep: Class 5 contains 9475 members Mstep: Class 7 contains 2964 members Mstep: Class 8 contains 4514 members Mstep: Class 9 contains 20662 members Mstep: Class 10 contains 68108 members Mstep: Class 11 contains 6482 members Mstep: Class 12 contains 12432 members Mstep: Class 13 contains 3543 members Mstep: Class 14 contains 1678 members Mstep: Class 15 contains 1590 members Mstep: Class 16 contains 9124 members Mstep: Class 18 contains 12235 members Mstep: Class 21 contains 278880 members Mstep: Class 22 contains 9003 members Entering Unmasked Estep ConsiderDeletion Score: -68870824.000000 Penalty: 60534.062500 Iteration 23Q: 19 clusters Score -6.887082e+07 nChanged 3330 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 28044 members Mstep: Class 2 contains 297772 members Mstep: Class 3 contains 7935 members Mstep: Class 4 contains 1394 members Mstep: Class 5 contains 9518 members Mstep: Class 7 contains 2962 members Mstep: Class 8 contains 4652 members Mstep: Class 9 contains 20272 members Mstep: Class 10 contains 68205 members Mstep: Class 11 contains 6520 members Mstep: Class 12 contains 12411 members Mstep: Class 13 contains 3571 members Mstep: Class 14 contains 1674 members Mstep: Class 15 contains 1590 members Mstep: Class 16 contains 9094 members Mstep: Class 18 contains 12188 members Mstep: Class 21 contains 278386 members Mstep: Class 22 contains 8603 members Entering Unmasked Estep ConsiderDeletion Score: -68871536.000000 Penalty: 60534.062500 Iteration 24Q: 19 clusters Score -6.887154e+07 nChanged 3139 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 28600 members Mstep: Class 2 contains 298378 members Mstep: Class 3 contains 7839 members Mstep: Class 4 contains 1394 members Mstep: Class 5 contains 9570 members Mstep: Class 7 contains 2952 members Mstep: Class 8 contains 4771 members Mstep: Class 9 contains 19945 members Mstep: Class 10 contains 68237 members Mstep: Class 11 contains 6551 members Mstep: Class 12 contains 12398 members Mstep: Class 13 contains 3585 members Mstep: Class 14 contains 1672 members Mstep: Class 15 contains 1589 members Mstep: Class 16 contains 9139 members Mstep: Class 18 contains 12159 members Mstep: Class 21 contains 277795 members Mstep: Class 22 contains 8217 members Entering Unmasked Estep ConsiderDeletion Score: -68872112.000000 Penalty: 60534.062500 Iteration 25Q: 19 clusters Score -6.887211e+07 nChanged 2933 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 29083 members Mstep: Class 2 contains 298986 members Mstep: Class 3 contains 7757 members Mstep: Class 4 contains 1395 members Mstep: Class 5 contains 9606 members Mstep: Class 7 contains 2943 members Mstep: Class 8 contains 4873 members Mstep: Class 9 contains 19625 members Mstep: Class 10 contains 68235 members Mstep: Class 11 contains 6561 members Mstep: Class 12 contains 12387 members Mstep: Class 13 contains 3625 members Mstep: Class 14 contains 1669 members Mstep: Class 15 contains 1589 members Mstep: Class 16 contains 9173 members Mstep: Class 18 contains 12130 members Mstep: Class 21 contains 277296 members Mstep: Class 22 contains 7858 members Entering Unmasked Estep ConsiderDeletion Score: -68872728.000000 Penalty: 60534.062500 Iteration 26Q: 19 clusters Score -6.887273e+07 nChanged 2676 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 29464 members Mstep: Class 2 contains 299535 members Mstep: Class 3 contains 7688 members Mstep: Class 4 contains 1396 members Mstep: Class 5 contains 9642 members Mstep: Class 7 contains 2958 members Mstep: Class 8 contains 4969 members Mstep: Class 9 contains 19310 members Mstep: Class 10 contains 68212 members Mstep: Class 11 contains 6571 members Mstep: Class 12 contains 12384 members Mstep: Class 13 contains 3669 members Mstep: Class 14 contains 1662 members Mstep: Class 15 contains 1592 members Mstep: Class 16 contains 9193 members Mstep: Class 18 contains 12103 members Mstep: Class 21 contains 276917 members Mstep: Class 22 contains 7526 members Entering Unmasked Estep ConsiderDeletion Score: -68873320.000000 Penalty: 60534.062500 Iteration 27Q: 19 clusters Score -6.887332e+07 nChanged 2350 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 29784 members Mstep: Class 2 contains 300050 members Mstep: Class 3 contains 7626 members Mstep: Class 4 contains 1397 members Mstep: Class 5 contains 9668 members Mstep: Class 7 contains 2960 members Mstep: Class 8 contains 5029 members Mstep: Class 9 contains 19017 members Mstep: Class 10 contains 68199 members Mstep: Class 11 contains 6573 members Mstep: Class 12 contains 12377 members Mstep: Class 13 contains 3717 members Mstep: Class 14 contains 1657 members Mstep: Class 15 contains 1593 members Mstep: Class 16 contains 9260 members Mstep: Class 18 contains 12079 members Mstep: Class 21 contains 276561 members Mstep: Class 22 contains 7244 members Entering Unmasked Estep ConsiderDeletion Score: -68873680.000000 Penalty: 60534.062500 Iteration 28Q: 19 clusters Score -6.887368e+07 nChanged 2219 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 30073 members Mstep: Class 2 contains 300529 members Mstep: Class 3 contains 7564 members Mstep: Class 4 contains 1399 members Mstep: Class 5 contains 9689 members Mstep: Class 7 contains 2958 members Mstep: Class 8 contains 5082 members Mstep: Class 9 contains 18741 members Mstep: Class 10 contains 68181 members Mstep: Class 11 contains 6587 members Mstep: Class 12 contains 12373 members Mstep: Class 13 contains 3777 members Mstep: Class 14 contains 1654 members Mstep: Class 15 contains 1592 members Mstep: Class 16 contains 9368 members Mstep: Class 18 contains 12064 members Mstep: Class 21 contains 276188 members Mstep: Class 22 contains 6972 members Entering Unmasked Estep ConsiderDeletion Score: -68874072.000000 Penalty: 60534.062500 Iteration 29Q: 19 clusters Score -6.887407e+07 nChanged 1988 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 30332 members Mstep: Class 2 contains 300996 members Mstep: Class 3 contains 7515 members Mstep: Class 4 contains 1399 members Mstep: Class 5 contains 9713 members Mstep: Class 7 contains 2967 members Mstep: Class 8 contains 5102 members Mstep: Class 9 contains 18487 members Mstep: Class 10 contains 68157 members Mstep: Class 11 contains 6597 members Mstep: Class 12 contains 12382 members Mstep: Class 13 contains 3826 members Mstep: Class 14 contains 1650 members Mstep: Class 15 contains 1595 members Mstep: Class 16 contains 9448 members Mstep: Class 18 contains 12063 members Mstep: Class 21 contains 275845 members Mstep: Class 22 contains 6717 members Entering Unmasked Estep ConsiderDeletion Score: -68874320.000000 Penalty: 60534.062500 Iteration 30Q: 19 clusters Score -6.887432e+07 nChanged 1818 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 30533 members Mstep: Class 2 contains 301461 members Mstep: Class 3 contains 7478 members Mstep: Class 4 contains 1399 members Mstep: Class 5 contains 9728 members Mstep: Class 7 contains 2975 members Mstep: Class 8 contains 5129 members Mstep: Class 9 contains 18270 members Mstep: Class 10 contains 68115 members Mstep: Class 11 contains 6611 members Mstep: Class 12 contains 12380 members Mstep: Class 13 contains 3860 members Mstep: Class 14 contains 1648 members Mstep: Class 15 contains 1597 members Mstep: Class 16 contains 9527 members Mstep: Class 18 contains 12059 members Mstep: Class 21 contains 275550 members Mstep: Class 22 contains 6471 members Entering Unmasked Estep ConsiderDeletion Score: -68874408.000000 Penalty: 60534.062500 Iteration 31Q: 19 clusters Score -6.887441e+07 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 30698 members Mstep: Class 2 contains 301907 members Mstep: Class 3 contains 7451 members Mstep: Class 4 contains 1401 members Mstep: Class 5 contains 9743 members Mstep: Class 7 contains 2987 members Mstep: Class 8 contains 5135 members Mstep: Class 9 contains 18049 members Mstep: Class 10 contains 68086 members Mstep: Class 11 contains 6621 members Mstep: Class 12 contains 12389 members Mstep: Class 13 contains 3908 members Mstep: Class 14 contains 1646 members Mstep: Class 15 contains 1597 members Mstep: Class 16 contains 9630 members Mstep: Class 18 contains 12058 members Mstep: Class 21 contains 275231 members Mstep: Class 22 contains 6254 members Entering Unmasked Estep ConsiderDeletion Score: -68874616.000000 Penalty: 60534.062500 Iteration 32Q: 19 clusters Score -6.887462e+07 nChanged 1476 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 30815 members Mstep: Class 2 contains 302302 members Mstep: Class 3 contains 7440 members Mstep: Class 4 contains 1401 members Mstep: Class 5 contains 9736 members Mstep: Class 7 contains 2996 members Mstep: Class 8 contains 5141 members Mstep: Class 9 contains 17847 members Mstep: Class 10 contains 68049 members Mstep: Class 11 contains 6627 members Mstep: Class 12 contains 12406 members Mstep: Class 13 contains 3956 members Mstep: Class 14 contains 1642 members Mstep: Class 15 contains 1598 members Mstep: Class 16 contains 9714 members Mstep: Class 18 contains 12056 members Mstep: Class 21 contains 274985 members Mstep: Class 22 contains 6080 members Entering Unmasked Estep ConsiderDeletion Score: -68874720.000000 Penalty: 60534.062500 Iteration 33Q: 19 clusters Score -6.887472e+07 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 30921 members Mstep: Class 2 contains 302694 members Mstep: Class 3 contains 7430 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 9741 members Mstep: Class 7 contains 2996 members Mstep: Class 8 contains 5147 members Mstep: Class 9 contains 17667 members Mstep: Class 10 contains 68013 members Mstep: Class 11 contains 6636 members Mstep: Class 12 contains 12415 members Mstep: Class 13 contains 3996 members Mstep: Class 14 contains 1639 members Mstep: Class 15 contains 1599 members Mstep: Class 16 contains 9783 members Mstep: Class 18 contains 12058 members Mstep: Class 21 contains 274727 members Mstep: Class 22 contains 5926 members Entering Unmasked Estep ConsiderDeletion Score: -68874824.000000 Penalty: 60534.062500 Iteration 34Q: 19 clusters Score -6.887482e+07 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 30994 members Mstep: Class 2 contains 303083 members Mstep: Class 3 contains 7422 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 9739 members Mstep: Class 7 contains 3002 members Mstep: Class 8 contains 5149 members Mstep: Class 9 contains 17509 members Mstep: Class 10 contains 67987 members Mstep: Class 11 contains 6645 members Mstep: Class 12 contains 12423 members Mstep: Class 13 contains 4028 members Mstep: Class 14 contains 1636 members Mstep: Class 15 contains 1598 members Mstep: Class 16 contains 9825 members Mstep: Class 18 contains 12054 members Mstep: Class 21 contains 274506 members Mstep: Class 22 contains 5788 members Entering Unmasked Estep ConsiderDeletion Score: -68874920.000000 Penalty: 60534.062500 Iteration 35Q: 19 clusters Score -6.887492e+07 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 31067 members Mstep: Class 2 contains 303457 members Mstep: Class 3 contains 7411 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 9745 members Mstep: Class 7 contains 3016 members Mstep: Class 8 contains 5151 members Mstep: Class 9 contains 17361 members Mstep: Class 10 contains 67952 members Mstep: Class 11 contains 6656 members Mstep: Class 12 contains 12424 members Mstep: Class 13 contains 4043 members Mstep: Class 14 contains 1635 members Mstep: Class 15 contains 1597 members Mstep: Class 16 contains 9861 members Mstep: Class 18 contains 12056 members Mstep: Class 21 contains 274300 members Mstep: Class 22 contains 5656 members Entering Unmasked Estep ConsiderDeletion Score: -68874848.000000 Penalty: 60534.062500 Iteration 36Q: 19 clusters Score -6.887485e+07 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 31121 members Mstep: Class 2 contains 303787 members Mstep: Class 3 contains 7403 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 9744 members Mstep: Class 7 contains 3023 members Mstep: Class 8 contains 5157 members Mstep: Class 9 contains 17226 members Mstep: Class 10 contains 67928 members Mstep: Class 11 contains 6663 members Mstep: Class 12 contains 12421 members Mstep: Class 13 contains 4065 members Mstep: Class 14 contains 1634 members Mstep: Class 15 contains 1597 members Mstep: Class 16 contains 9900 members Mstep: Class 18 contains 12054 members Mstep: Class 21 contains 274131 members Mstep: Class 22 contains 5534 members Entering Unmasked Estep ConsiderDeletion Score: -68874768.000000 Penalty: 60534.062500 Iteration 37Q: 19 clusters Score -6.887477e+07 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 31173 members Mstep: Class 2 contains 304070 members Mstep: Class 3 contains 7399 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 9737 members Mstep: Class 7 contains 3023 members Mstep: Class 8 contains 5176 members Mstep: Class 9 contains 17108 members Mstep: Class 10 contains 67878 members Mstep: Class 11 contains 6676 members Mstep: Class 12 contains 12423 members Mstep: Class 13 contains 4107 members Mstep: Class 14 contains 1633 members Mstep: Class 15 contains 1599 members Mstep: Class 16 contains 9939 members Mstep: Class 18 contains 12058 members Mstep: Class 21 contains 273953 members Mstep: Class 22 contains 5436 members Entering Unmasked Estep ConsiderDeletion Score: -68874984.000000 Penalty: 60534.062500 Iteration 38Q: 19 clusters Score -6.887498e+07 nChanged 881 Entering ConstructFrom: Score: -68874984.000000 Penalty: 60534.062500 Entering ConstructFrom: Trying to split cluster 1 (31226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31226 members Entering Unmasked Estep Score: -2786811.000000 Penalty: 2566.553711 Iteration 0F: 2 clusters Score -2786811 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15771 members Mstep: Class 2 contains 15455 members Entering Unmasked Estep Score: -2765388.250000 Penalty: 5133.107422 Iteration 0F: 3 clusters Score -2765388 nChanged 14155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16762 members Mstep: Class 2 contains 14464 members Entering Unmasked Estep Score: -2772948.750000 Penalty: 5133.107422 Iteration 1F: 3 clusters Score -2772949 nChanged 1575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17531 members Mstep: Class 2 contains 13695 members Entering Unmasked Estep Score: -2773523.250000 Penalty: 5133.107422 Iteration 2F: 3 clusters Score -2773523 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18598 members Mstep: Class 2 contains 12628 members Entering Unmasked Estep Score: -2774149.250000 Penalty: 5133.107422 Iteration 3Q: 3 clusters Score -2774149 nChanged 1664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20050 members Mstep: Class 2 contains 11176 members Entering Unmasked Estep Score: -2774973.250000 Penalty: 5133.107422 Iteration 4F: 3 clusters Score -2774973 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21907 members Mstep: Class 2 contains 9319 members Entering Unmasked Estep Score: -2776182.000000 Penalty: 5133.107422 Iteration 5F: 3 clusters Score -2776182 nChanged 2271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24150 members Mstep: Class 2 contains 7076 members Entering Unmasked Estep Score: -2777937.000000 Penalty: 5133.107422 Iteration 6F: 3 clusters Score -2777937 nChanged 2425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26557 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -2780097.250000 Penalty: 5133.107422 Iteration 7F: 3 clusters Score -2780097 nChanged 2108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28657 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -2782186.500000 Penalty: 5133.107422 Iteration 8F: 3 clusters Score -2782186 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30034 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -2783590.000000 Penalty: 5133.107422 Iteration 9Q: 3 clusters Score -2783590 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30653 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -2784219.500000 Penalty: 5133.107422 Iteration 10Q: 3 clusters Score -2784220 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30842 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -2784426.500000 Penalty: 5133.107422 Iteration 11Q: 3 clusters Score -2784426 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30912 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -2784511.250000 Penalty: 5133.107422 Iteration 12Q: 3 clusters Score -2784511 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30951 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -2784564.500000 Penalty: 5133.107422 Iteration 13Q: 3 clusters Score -2784564 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30965 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -2784595.750000 Penalty: 5133.107422 Iteration 14Q: 3 clusters Score -2784596 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30973 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -2784609.250000 Penalty: 5133.107422 Iteration 15Q: 3 clusters Score -2784609 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30979 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -2784615.500000 Penalty: 5133.107422 Iteration 16Q: 3 clusters Score -2784616 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30980 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -2784621.000000 Penalty: 5133.107422 Iteration 17Q: 3 clusters Score -2784621 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30980 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -2784623.250000 Penalty: 5133.107422 Iteration 18Q: 3 clusters Score -2784623 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30980 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -2784629.750000 Penalty: 5133.107422 Iteration 19Q: 3 clusters Score -2784630 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30981 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -2784636.000000 Penalty: 5133.107422 Iteration 20F: 3 clusters Score -2784636 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (304339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304339 members Entering Unmasked Estep Score: -27750840.000000 Penalty: 3131.222656 Iteration 0F: 2 clusters Score -2.775084e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152005 members Mstep: Class 2 contains 152334 members Entering Unmasked Estep Score: -27546364.000000 Penalty: 6262.445312 Iteration 0F: 3 clusters Score -2.754636e+07 nChanged 147439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151990 members Mstep: Class 2 contains 152349 members Entering Unmasked Estep Score: -27634816.000000 Penalty: 6262.445312 Iteration 1F: 3 clusters Score -2.763482e+07 nChanged 8644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152666 members Mstep: Class 2 contains 151673 members Entering Unmasked Estep Score: -27637204.000000 Penalty: 6262.445312 Iteration 2Q: 3 clusters Score -2.76372e+07 nChanged 10418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154076 members Mstep: Class 2 contains 150263 members Entering Unmasked Estep Score: -27640588.000000 Penalty: 6262.445312 Iteration 3Q: 3 clusters Score -2.764059e+07 nChanged 12626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156642 members Mstep: Class 2 contains 147697 members Entering Unmasked Estep Score: -27645198.000000 Penalty: 6262.445312 Iteration 4Q: 3 clusters Score -2.76452e+07 nChanged 14964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161142 members Mstep: Class 2 contains 143197 members Entering Unmasked Estep Score: -27651168.000000 Penalty: 6262.445312 Iteration 5Q: 3 clusters Score -2.765117e+07 nChanged 16606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167598 members Mstep: Class 2 contains 136741 members Entering Unmasked Estep Score: -27658210.000000 Penalty: 6262.445312 Iteration 6F: 3 clusters Score -2.765821e+07 nChanged 16923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175961 members Mstep: Class 2 contains 128378 members Entering Unmasked Estep Score: -27665896.000000 Penalty: 6262.445312 Iteration 7F: 3 clusters Score -2.76659e+07 nChanged 16304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185919 members Mstep: Class 2 contains 118420 members Entering Unmasked Estep Score: -27673394.000000 Penalty: 6262.445312 Iteration 8F: 3 clusters Score -2.767339e+07 nChanged 15311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197300 members Mstep: Class 2 contains 107039 members Entering Unmasked Estep Score: -27681082.000000 Penalty: 6262.445312 Iteration 9F: 3 clusters Score -2.768108e+07 nChanged 14458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209682 members Mstep: Class 2 contains 94657 members Entering Unmasked Estep Score: -27689196.000000 Penalty: 6262.445312 Iteration 10Q: 3 clusters Score -2.76892e+07 nChanged 13597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222393 members Mstep: Class 2 contains 81946 members Entering Unmasked Estep Score: -27698324.000000 Penalty: 6262.445312 Iteration 11Q: 3 clusters Score -2.769832e+07 nChanged 12975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235036 members Mstep: Class 2 contains 69303 members Entering Unmasked Estep Score: -27708678.000000 Penalty: 6262.445312 Iteration 12Q: 3 clusters Score -2.770868e+07 nChanged 11875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246703 members Mstep: Class 2 contains 57636 members Entering Unmasked Estep Score: -27719020.000000 Penalty: 6262.445312 Iteration 13Q: 3 clusters Score -2.771902e+07 nChanged 9776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256239 members Mstep: Class 2 contains 48100 members Entering Unmasked Estep Score: -27726730.000000 Penalty: 6262.445312 Iteration 14Q: 3 clusters Score -2.772673e+07 nChanged 7796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263949 members Mstep: Class 2 contains 40390 members Entering Unmasked Estep Score: -27731972.000000 Penalty: 6262.445312 Iteration 15Q: 3 clusters Score -2.773197e+07 nChanged 6510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270455 members Mstep: Class 2 contains 33884 members Entering Unmasked Estep Score: -27736132.000000 Penalty: 6262.445312 Iteration 16Q: 3 clusters Score -2.773613e+07 nChanged 5502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275957 members Mstep: Class 2 contains 28382 members Entering Unmasked Estep Score: -27739322.000000 Penalty: 6262.445312 Iteration 17Q: 3 clusters Score -2.773932e+07 nChanged 4668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280625 members Mstep: Class 2 contains 23714 members Entering Unmasked Estep Score: -27741972.000000 Penalty: 6262.445312 Iteration 18Q: 3 clusters Score -2.774197e+07 nChanged 3759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284384 members Mstep: Class 2 contains 19955 members Entering Unmasked Estep Score: -27743984.000000 Penalty: 6262.445312 Iteration 19Q: 3 clusters Score -2.774398e+07 nChanged 3046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287424 members Mstep: Class 2 contains 16915 members Entering Unmasked Estep Score: -27745768.000000 Penalty: 6262.445312 Iteration 20F: 3 clusters Score -2.774577e+07 nChanged 2392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289800 members Mstep: Class 2 contains 14539 members Entering Unmasked Estep Score: -27747068.000000 Penalty: 6262.445312 Iteration 21Q: 3 clusters Score -2.774707e+07 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291710 members Mstep: Class 2 contains 12629 members Entering Unmasked Estep Score: -27747910.000000 Penalty: 6262.445312 Iteration 22Q: 3 clusters Score -2.774791e+07 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293289 members Mstep: Class 2 contains 11050 members Entering Unmasked Estep Score: -27748716.000000 Penalty: 6262.445312 Iteration 23Q: 3 clusters Score -2.774872e+07 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294504 members Mstep: Class 2 contains 9835 members Entering Unmasked Estep Score: -27749156.000000 Penalty: 6262.445312 Iteration 24Q: 3 clusters Score -2.774916e+07 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295476 members Mstep: Class 2 contains 8863 members Entering Unmasked Estep Score: -27749560.000000 Penalty: 6262.445312 Iteration 25Q: 3 clusters Score -2.774956e+07 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296249 members Mstep: Class 2 contains 8090 members Entering Unmasked Estep Score: -27749686.000000 Penalty: 6262.445312 Iteration 26Q: 3 clusters Score -2.774969e+07 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296869 members Mstep: Class 2 contains 7470 members Entering Unmasked Estep Score: -27749846.000000 Penalty: 6262.445312 Iteration 27Q: 3 clusters Score -2.774985e+07 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297381 members Mstep: Class 2 contains 6958 members Entering Unmasked Estep Score: -27749886.000000 Penalty: 6262.445312 Iteration 28Q: 3 clusters Score -2.774989e+07 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297805 members Mstep: Class 2 contains 6534 members Entering Unmasked Estep Score: -27749968.000000 Penalty: 6262.445312 Iteration 29Q: 3 clusters Score -2.774997e+07 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298145 members Mstep: Class 2 contains 6194 members Entering Unmasked Estep Score: -27750092.000000 Penalty: 6262.445312 Iteration 30Q: 3 clusters Score -2.775009e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298434 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -27750112.000000 Penalty: 6262.445312 Iteration 31Q: 3 clusters Score -2.775011e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298664 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -27750096.000000 Penalty: 6262.445312 Iteration 32Q: 3 clusters Score -2.77501e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298870 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -27750040.000000 Penalty: 6262.445312 Iteration 33Q: 3 clusters Score -2.775004e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299044 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -27750104.000000 Penalty: 6262.445312 Iteration 34Q: 3 clusters Score -2.77501e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299211 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -27750076.000000 Penalty: 6262.445312 Iteration 35Q: 3 clusters Score -2.775008e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299343 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -27750112.000000 Penalty: 6262.445312 Iteration 36Q: 3 clusters Score -2.775011e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299439 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -27750114.000000 Penalty: 6262.445312 Iteration 37Q: 3 clusters Score -2.775011e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299522 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -27750140.000000 Penalty: 6262.445312 Iteration 38Q: 3 clusters Score -2.775014e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299592 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -27750142.000000 Penalty: 6262.445312 Iteration 39Q: 3 clusters Score -2.775014e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299659 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -27750150.000000 Penalty: 6262.445312 Iteration 40F: 3 clusters Score -2.775015e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299714 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -27750158.000000 Penalty: 6262.445312 Iteration 41Q: 3 clusters Score -2.775016e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299759 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -27750174.000000 Penalty: 6262.445312 Iteration 42Q: 3 clusters Score -2.775017e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299799 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -27750158.000000 Penalty: 6262.445312 Iteration 43Q: 3 clusters Score -2.775016e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299834 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -27750140.000000 Penalty: 6262.445312 Iteration 44Q: 3 clusters Score -2.775014e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299863 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -27750140.000000 Penalty: 6262.445312 Iteration 45Q: 3 clusters Score -2.775014e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299884 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -27750152.000000 Penalty: 6262.445312 Iteration 46Q: 3 clusters Score -2.775015e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299912 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -27750132.000000 Penalty: 6262.445312 Iteration 47Q: 3 clusters Score -2.775013e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299939 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -27750132.000000 Penalty: 6262.445312 Iteration 48Q: 3 clusters Score -2.775013e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299967 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -27750130.000000 Penalty: 6262.445312 Iteration 49Q: 3 clusters Score -2.775013e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299999 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -27750140.000000 Penalty: 6262.445312 Iteration 50Q: 3 clusters Score -2.775014e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300031 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -27750140.000000 Penalty: 6262.445312 Iteration 51Q: 3 clusters Score -2.775014e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300064 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -27750148.000000 Penalty: 6262.445312 Iteration 52Q: 3 clusters Score -2.775015e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300086 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -27750138.000000 Penalty: 6262.445312 Iteration 53Q: 3 clusters Score -2.775014e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300098 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -27750134.000000 Penalty: 6262.445312 Iteration 54Q: 3 clusters Score -2.775013e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300107 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -27750138.000000 Penalty: 6262.445312 Iteration 55Q: 3 clusters Score -2.775014e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300119 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -27750122.000000 Penalty: 6262.445312 Iteration 56Q: 3 clusters Score -2.775012e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300126 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -27750122.000000 Penalty: 6262.445312 Iteration 57Q: 3 clusters Score -2.775012e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300133 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -27750108.000000 Penalty: 6262.445312 Iteration 58Q: 3 clusters Score -2.775011e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300140 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -27750104.000000 Penalty: 6262.445312 Iteration 59Q: 3 clusters Score -2.77501e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300143 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -27750110.000000 Penalty: 6262.445312 Iteration 60F: 3 clusters Score -2.775011e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300146 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -27750102.000000 Penalty: 6262.445312 Iteration 61Q: 3 clusters Score -2.77501e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300154 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -27750112.000000 Penalty: 6262.445312 Iteration 62Q: 3 clusters Score -2.775011e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300156 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -27750086.000000 Penalty: 6262.445312 Iteration 63Q: 3 clusters Score -2.775009e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300157 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -27750092.000000 Penalty: 6262.445312 Iteration 64Q: 3 clusters Score -2.775009e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300160 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -27750102.000000 Penalty: 6262.445312 Iteration 65Q: 3 clusters Score -2.77501e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300163 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -27750110.000000 Penalty: 6262.445312 Iteration 66Q: 3 clusters Score -2.775011e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300165 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -27750116.000000 Penalty: 6262.445312 Iteration 67Q: 3 clusters Score -2.775012e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300165 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -27750116.000000 Penalty: 6262.445312 Iteration 68F: 3 clusters Score -2.775012e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (7393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7393 members Entering Unmasked Estep Score: -669457.250000 Penalty: 2209.255615 Iteration 0F: 2 clusters Score -669457.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -663411.312500 Penalty: 4418.511230 Iteration 0F: 3 clusters Score -663411.3 nChanged 2954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -665001.312500 Penalty: 4418.511230 Iteration 1F: 3 clusters Score -665001.3 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -665259.625000 Penalty: 4418.511230 Iteration 2F: 3 clusters Score -665259.6 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -665521.812500 Penalty: 4418.511230 Iteration 3F: 3 clusters Score -665521.8 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -665790.687500 Penalty: 4418.511230 Iteration 4Q: 3 clusters Score -665790.7 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -666032.500000 Penalty: 4418.511230 Iteration 5Q: 3 clusters Score -666032.5 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -666257.375000 Penalty: 4418.511230 Iteration 6Q: 3 clusters Score -666257.4 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -666476.062500 Penalty: 4418.511230 Iteration 7Q: 3 clusters Score -666476.1 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -666740.937500 Penalty: 4418.511230 Iteration 8F: 3 clusters Score -666740.9 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -667032.250000 Penalty: 4418.511230 Iteration 9F: 3 clusters Score -667032.2 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -667284.875000 Penalty: 4418.511230 Iteration 10Q: 3 clusters Score -667284.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -667471.125000 Penalty: 4418.511230 Iteration 11Q: 3 clusters Score -667471.1 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -667634.187500 Penalty: 4418.511230 Iteration 12Q: 3 clusters Score -667634.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -667780.062500 Penalty: 4418.511230 Iteration 13Q: 3 clusters Score -667780.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -667875.562500 Penalty: 4418.511230 Iteration 14Q: 3 clusters Score -667875.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -667935.937500 Penalty: 4418.511230 Iteration 15Q: 3 clusters Score -667935.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -667981.062500 Penalty: 4418.511230 Iteration 16Q: 3 clusters Score -667981.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5777 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -668005.437500 Penalty: 4418.511230 Iteration 17Q: 3 clusters Score -668005.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -668021.312500 Penalty: 4418.511230 Iteration 18Q: 3 clusters Score -668021.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -668030.312500 Penalty: 4418.511230 Iteration 19Q: 3 clusters Score -668030.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -668040.250000 Penalty: 4418.511230 Iteration 20F: 3 clusters Score -668040.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -668046.937500 Penalty: 4418.511230 Iteration 21Q: 3 clusters Score -668046.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5893 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -668052.437500 Penalty: 4418.511230 Iteration 22Q: 3 clusters Score -668052.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5900 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -668055.000000 Penalty: 4418.511230 Iteration 23Q: 3 clusters Score -668055 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5905 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -668054.437500 Penalty: 4418.511230 Iteration 24Q: 3 clusters Score -668054.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5913 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -668057.687500 Penalty: 4418.511230 Iteration 25Q: 3 clusters Score -668057.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -668059.375000 Penalty: 4418.511230 Iteration 26Q: 3 clusters Score -668059.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -668060.875000 Penalty: 4418.511230 Iteration 27Q: 3 clusters Score -668060.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -668064.375000 Penalty: 4418.511230 Iteration 28Q: 3 clusters Score -668064.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -668065.687500 Penalty: 4418.511230 Iteration 29Q: 3 clusters Score -668065.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -668067.437500 Penalty: 4418.511230 Iteration 30Q: 3 clusters Score -668067.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -668070.437500 Penalty: 4418.511230 Iteration 31Q: 3 clusters Score -668070.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5955 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -668072.000000 Penalty: 4418.511230 Iteration 32Q: 3 clusters Score -668072 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -668073.312500 Penalty: 4418.511230 Iteration 33Q: 3 clusters Score -668073.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -668073.062500 Penalty: 4418.511230 Iteration 34Q: 3 clusters Score -668073.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -668073.000000 Penalty: 4418.511230 Iteration 35Q: 3 clusters Score -668073 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -668076.500000 Penalty: 4418.511230 Iteration 36Q: 3 clusters Score -668076.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5977 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -668077.125000 Penalty: 4418.511230 Iteration 37Q: 3 clusters Score -668077.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -668080.062500 Penalty: 4418.511230 Iteration 38Q: 3 clusters Score -668080.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -668084.562500 Penalty: 4418.511230 Iteration 39Q: 3 clusters Score -668084.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5996 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -668084.750000 Penalty: 4418.511230 Iteration 40F: 3 clusters Score -668084.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -668085.687500 Penalty: 4418.511230 Iteration 41Q: 3 clusters Score -668085.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6002 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -668086.562500 Penalty: 4418.511230 Iteration 42Q: 3 clusters Score -668086.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6003 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -668086.000000 Penalty: 4418.511230 Iteration 43Q: 3 clusters Score -668086 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -668084.437500 Penalty: 4418.511230 Iteration 44Q: 3 clusters Score -668084.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -668084.437500 Penalty: 4418.511230 Iteration 45F: 3 clusters Score -668084.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1403 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Entering Unmasked Estep Score: -115782.132812 Penalty: 1797.099243 Iteration 0F: 2 clusters Score -115782.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -113692.937500 Penalty: 3594.198486 Iteration 0F: 3 clusters Score -113692.9 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -114159.484375 Penalty: 3594.198486 Iteration 1F: 3 clusters Score -114159.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -114354.554688 Penalty: 3594.198486 Iteration 2F: 3 clusters Score -114354.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -114484.453125 Penalty: 3594.198486 Iteration 3F: 3 clusters Score -114484.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -114578.773438 Penalty: 3594.198486 Iteration 4Q: 3 clusters Score -114578.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -114676.070312 Penalty: 3594.198486 Iteration 5Q: 3 clusters Score -114676.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -114793.382812 Penalty: 3594.198486 Iteration 6Q: 3 clusters Score -114793.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -114850.789062 Penalty: 3594.198486 Iteration 7Q: 3 clusters Score -114850.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -114876.492188 Penalty: 3594.198486 Iteration 8Q: 3 clusters Score -114876.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -114899.156250 Penalty: 3594.198486 Iteration 9Q: 3 clusters Score -114899.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -114929.570312 Penalty: 3594.198486 Iteration 10Q: 3 clusters Score -114929.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -114951.250000 Penalty: 3594.198486 Iteration 11Q: 3 clusters Score -114951.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -114980.140625 Penalty: 3594.198486 Iteration 12Q: 3 clusters Score -114980.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -115006.078125 Penalty: 3594.198486 Iteration 13Q: 3 clusters Score -115006.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -115014.906250 Penalty: 3594.198486 Iteration 14Q: 3 clusters Score -115014.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -115023.484375 Penalty: 3594.198486 Iteration 15Q: 3 clusters Score -115023.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -115030.328125 Penalty: 3594.198486 Iteration 16Q: 3 clusters Score -115030.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -115044.765625 Penalty: 3594.198486 Iteration 17Q: 3 clusters Score -115044.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -115049.468750 Penalty: 3594.198486 Iteration 18Q: 3 clusters Score -115049.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -115053.781250 Penalty: 3594.198486 Iteration 19Q: 3 clusters Score -115053.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -115056.125000 Penalty: 3594.198486 Iteration 20F: 3 clusters Score -115056.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -115062.382812 Penalty: 3594.198486 Iteration 21Q: 3 clusters Score -115062.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -115066.679688 Penalty: 3594.198486 Iteration 22Q: 3 clusters Score -115066.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -115072.476562 Penalty: 3594.198486 Iteration 23Q: 3 clusters Score -115072.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -115074.148438 Penalty: 3594.198486 Iteration 24Q: 3 clusters Score -115074.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -115076.671875 Penalty: 3594.198486 Iteration 25Q: 3 clusters Score -115076.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -115077.304688 Penalty: 3594.198486 Iteration 26Q: 3 clusters Score -115077.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -115077.304688 Penalty: 3594.198486 Iteration 27F: 3 clusters Score -115077.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (9730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9730 members Entering Unmasked Estep Score: -800909.250000 Penalty: 2277.376221 Iteration 0F: 2 clusters Score -800909.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -793427.312500 Penalty: 4554.752441 Iteration 0F: 3 clusters Score -793427.3 nChanged 4051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -795557.937500 Penalty: 4554.752441 Iteration 1F: 3 clusters Score -795557.9 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -795878.000000 Penalty: 4554.752441 Iteration 2F: 3 clusters Score -795878 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -796143.625000 Penalty: 4554.752441 Iteration 3F: 3 clusters Score -796143.6 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -796372.187500 Penalty: 4554.752441 Iteration 4Q: 3 clusters Score -796372.2 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -796611.812500 Penalty: 4554.752441 Iteration 5Q: 3 clusters Score -796611.8 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -796861.750000 Penalty: 4554.752441 Iteration 6Q: 3 clusters Score -796861.8 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 5106 members Entering Unmasked Estep Score: -797094.000000 Penalty: 4554.752441 Iteration 7Q: 3 clusters Score -797094 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -797309.312500 Penalty: 4554.752441 Iteration 8Q: 3 clusters Score -797309.3 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -797512.750000 Penalty: 4554.752441 Iteration 9Q: 3 clusters Score -797512.8 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 5386 members Entering Unmasked Estep Score: -797707.125000 Penalty: 4554.752441 Iteration 10Q: 3 clusters Score -797707.1 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 5474 members Entering Unmasked Estep Score: -797858.562500 Penalty: 4554.752441 Iteration 11Q: 3 clusters Score -797858.6 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 5535 members Entering Unmasked Estep Score: -797999.750000 Penalty: 4554.752441 Iteration 12Q: 3 clusters Score -797999.8 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -798128.312500 Penalty: 4554.752441 Iteration 13Q: 3 clusters Score -798128.3 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -798218.437500 Penalty: 4554.752441 Iteration 14Q: 3 clusters Score -798218.4 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -798297.875000 Penalty: 4554.752441 Iteration 15Q: 3 clusters Score -798297.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 5692 members Entering Unmasked Estep Score: -798352.312500 Penalty: 4554.752441 Iteration 16Q: 3 clusters Score -798352.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 5707 members Entering Unmasked Estep Score: -798403.875000 Penalty: 4554.752441 Iteration 17Q: 3 clusters Score -798403.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 5717 members Entering Unmasked Estep Score: -798448.562500 Penalty: 4554.752441 Iteration 18Q: 3 clusters Score -798448.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -798482.937500 Penalty: 4554.752441 Iteration 19Q: 3 clusters Score -798482.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -798512.000000 Penalty: 4554.752441 Iteration 20F: 3 clusters Score -798512 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 5765 members Entering Unmasked Estep Score: -798533.937500 Penalty: 4554.752441 Iteration 21Q: 3 clusters Score -798533.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -798546.625000 Penalty: 4554.752441 Iteration 22Q: 3 clusters Score -798546.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -798554.625000 Penalty: 4554.752441 Iteration 23Q: 3 clusters Score -798554.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -798566.750000 Penalty: 4554.752441 Iteration 24Q: 3 clusters Score -798566.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -798569.937500 Penalty: 4554.752441 Iteration 25Q: 3 clusters Score -798569.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 5741 members Entering Unmasked Estep Score: -798576.687500 Penalty: 4554.752441 Iteration 26Q: 3 clusters Score -798576.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -798578.625000 Penalty: 4554.752441 Iteration 27Q: 3 clusters Score -798578.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 5734 members Entering Unmasked Estep Score: -798584.437500 Penalty: 4554.752441 Iteration 28Q: 3 clusters Score -798584.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -798584.625000 Penalty: 4554.752441 Iteration 29Q: 3 clusters Score -798584.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 5740 members Entering Unmasked Estep Score: -798590.562500 Penalty: 4554.752441 Iteration 30Q: 3 clusters Score -798590.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -798594.125000 Penalty: 4554.752441 Iteration 31Q: 3 clusters Score -798594.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 5744 members Entering Unmasked Estep Score: -798596.500000 Penalty: 4554.752441 Iteration 32Q: 3 clusters Score -798596.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -798597.625000 Penalty: 4554.752441 Iteration 33Q: 3 clusters Score -798597.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 5751 members Entering Unmasked Estep Score: -798600.750000 Penalty: 4554.752441 Iteration 34Q: 3 clusters Score -798600.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -798603.625000 Penalty: 4554.752441 Iteration 35Q: 3 clusters Score -798603.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 5763 members Entering Unmasked Estep Score: -798603.375000 Penalty: 4554.752441 Iteration 36Q: 3 clusters Score -798603.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -798602.625000 Penalty: 4554.752441 Iteration 37Q: 3 clusters Score -798602.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 5763 members Entering Unmasked Estep Score: -798605.000000 Penalty: 4554.752441 Iteration 38Q: 3 clusters Score -798605 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 5763 members Entering Unmasked Estep Score: -798607.687500 Penalty: 4554.752441 Iteration 39Q: 3 clusters Score -798607.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 5763 members Entering Unmasked Estep Score: -798607.437500 Penalty: 4554.752441 Iteration 40F: 3 clusters Score -798607.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -798606.125000 Penalty: 4554.752441 Iteration 41Q: 3 clusters Score -798606.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -798607.187500 Penalty: 4554.752441 Iteration 42Q: 3 clusters Score -798607.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 5765 members Entering Unmasked Estep Score: -798607.625000 Penalty: 4554.752441 Iteration 43Q: 3 clusters Score -798607.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 5765 members Entering Unmasked Estep Score: -798607.625000 Penalty: 4554.752441 Iteration 44F: 3 clusters Score -798607.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3025 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Entering Unmasked Estep Score: -260662.078125 Penalty: 1987.637329 Iteration 0F: 2 clusters Score -260662.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -257339.046875 Penalty: 3975.274658 Iteration 0F: 3 clusters Score -257339 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -258044.359375 Penalty: 3975.274658 Iteration 1F: 3 clusters Score -258044.4 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -258207.828125 Penalty: 3975.274658 Iteration 2F: 3 clusters Score -258207.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -258312.187500 Penalty: 3975.274658 Iteration 3Q: 3 clusters Score -258312.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -258384.531250 Penalty: 3975.274658 Iteration 4Q: 3 clusters Score -258384.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -258435.046875 Penalty: 3975.274658 Iteration 5Q: 3 clusters Score -258435 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -258494.281250 Penalty: 3975.274658 Iteration 6Q: 3 clusters Score -258494.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -258575.109375 Penalty: 3975.274658 Iteration 7Q: 3 clusters Score -258575.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -258645.781250 Penalty: 3975.274658 Iteration 8Q: 3 clusters Score -258645.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -258709.437500 Penalty: 3975.274658 Iteration 9Q: 3 clusters Score -258709.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -258770.921875 Penalty: 3975.274658 Iteration 10Q: 3 clusters Score -258770.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -258827.328125 Penalty: 3975.274658 Iteration 11Q: 3 clusters Score -258827.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -258875.453125 Penalty: 3975.274658 Iteration 12Q: 3 clusters Score -258875.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -258914.906250 Penalty: 3975.274658 Iteration 13Q: 3 clusters Score -258914.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -258942.906250 Penalty: 3975.274658 Iteration 14Q: 3 clusters Score -258942.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -258975.640625 Penalty: 3975.274658 Iteration 15Q: 3 clusters Score -258975.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -259001.140625 Penalty: 3975.274658 Iteration 16Q: 3 clusters Score -259001.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -259025.421875 Penalty: 3975.274658 Iteration 17Q: 3 clusters Score -259025.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -259057.828125 Penalty: 3975.274658 Iteration 18Q: 3 clusters Score -259057.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -259093.687500 Penalty: 3975.274658 Iteration 19Q: 3 clusters Score -259093.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -259131.453125 Penalty: 3975.274658 Iteration 20F: 3 clusters Score -259131.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -259172.546875 Penalty: 3975.274658 Iteration 21Q: 3 clusters Score -259172.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -259210.953125 Penalty: 3975.274658 Iteration 22Q: 3 clusters Score -259211 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -259250.218750 Penalty: 3975.274658 Iteration 23Q: 3 clusters Score -259250.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -259296.875000 Penalty: 3975.274658 Iteration 24Q: 3 clusters Score -259296.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -259326.453125 Penalty: 3975.274658 Iteration 25Q: 3 clusters Score -259326.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -259358.281250 Penalty: 3975.274658 Iteration 26Q: 3 clusters Score -259358.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -259382.671875 Penalty: 3975.274658 Iteration 27Q: 3 clusters Score -259382.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -259398.078125 Penalty: 3975.274658 Iteration 28Q: 3 clusters Score -259398.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -259408.937500 Penalty: 3975.274658 Iteration 29Q: 3 clusters Score -259408.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -259420.750000 Penalty: 3975.274658 Iteration 30Q: 3 clusters Score -259420.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -259429.625000 Penalty: 3975.274658 Iteration 31Q: 3 clusters Score -259429.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -259438.500000 Penalty: 3975.274658 Iteration 32Q: 3 clusters Score -259438.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -259443.812500 Penalty: 3975.274658 Iteration 33Q: 3 clusters Score -259443.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -259451.234375 Penalty: 3975.274658 Iteration 34Q: 3 clusters Score -259451.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -259459.546875 Penalty: 3975.274658 Iteration 35Q: 3 clusters Score -259459.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -259467.593750 Penalty: 3975.274658 Iteration 36Q: 3 clusters Score -259467.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -259475.171875 Penalty: 3975.274658 Iteration 37Q: 3 clusters Score -259475.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -259481.828125 Penalty: 3975.274658 Iteration 38Q: 3 clusters Score -259481.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -259490.937500 Penalty: 3975.274658 Iteration 39Q: 3 clusters Score -259490.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -259503.843750 Penalty: 3975.274658 Iteration 40F: 3 clusters Score -259503.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -259517.531250 Penalty: 3975.274658 Iteration 41Q: 3 clusters Score -259517.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -259534.062500 Penalty: 3975.274658 Iteration 42Q: 3 clusters Score -259534.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -259559.281250 Penalty: 3975.274658 Iteration 43Q: 3 clusters Score -259559.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -259588.328125 Penalty: 3975.274658 Iteration 44Q: 3 clusters Score -259588.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -259624.734375 Penalty: 3975.274658 Iteration 45Q: 3 clusters Score -259624.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -259675.093750 Penalty: 3975.274658 Iteration 46Q: 3 clusters Score -259675.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -259713.218750 Penalty: 3975.274658 Iteration 47Q: 3 clusters Score -259713.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -259733.187500 Penalty: 3975.274658 Iteration 48Q: 3 clusters Score -259733.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -259746.937500 Penalty: 3975.274658 Iteration 49Q: 3 clusters Score -259746.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -259754.343750 Penalty: 3975.274658 Iteration 50Q: 3 clusters Score -259754.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -259756.296875 Penalty: 3975.274658 Iteration 51Q: 3 clusters Score -259756.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -259758.062500 Penalty: 3975.274658 Iteration 52Q: 3 clusters Score -259758.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -259758.062500 Penalty: 3975.274658 Iteration 53F: 3 clusters Score -259758.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (5172 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Entering Unmasked Estep Score: -437070.562500 Penalty: 2120.651611 Iteration 0F: 2 clusters Score -437070.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -432417.812500 Penalty: 4241.303223 Iteration 0F: 3 clusters Score -432417.8 nChanged 1986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -433556.000000 Penalty: 4241.303223 Iteration 1F: 3 clusters Score -433556 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -433795.156250 Penalty: 4241.303223 Iteration 2F: 3 clusters Score -433795.2 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -433964.031250 Penalty: 4241.303223 Iteration 3F: 3 clusters Score -433964 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -434114.906250 Penalty: 4241.303223 Iteration 4Q: 3 clusters Score -434114.9 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -434255.281250 Penalty: 4241.303223 Iteration 5Q: 3 clusters Score -434255.3 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -434391.375000 Penalty: 4241.303223 Iteration 6Q: 3 clusters Score -434391.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -434529.718750 Penalty: 4241.303223 Iteration 7Q: 3 clusters Score -434529.7 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -434653.218750 Penalty: 4241.303223 Iteration 8Q: 3 clusters Score -434653.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -434759.718750 Penalty: 4241.303223 Iteration 9Q: 3 clusters Score -434759.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -434850.031250 Penalty: 4241.303223 Iteration 10Q: 3 clusters Score -434850 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -434937.375000 Penalty: 4241.303223 Iteration 11Q: 3 clusters Score -434937.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -435035.218750 Penalty: 4241.303223 Iteration 12Q: 3 clusters Score -435035.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -435102.375000 Penalty: 4241.303223 Iteration 13Q: 3 clusters Score -435102.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -435165.156250 Penalty: 4241.303223 Iteration 14Q: 3 clusters Score -435165.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -435232.062500 Penalty: 4241.303223 Iteration 15Q: 3 clusters Score -435232.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -435285.875000 Penalty: 4241.303223 Iteration 16Q: 3 clusters Score -435285.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -435337.125000 Penalty: 4241.303223 Iteration 17Q: 3 clusters Score -435337.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -435377.656250 Penalty: 4241.303223 Iteration 18Q: 3 clusters Score -435377.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -435410.218750 Penalty: 4241.303223 Iteration 19Q: 3 clusters Score -435410.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -435448.812500 Penalty: 4241.303223 Iteration 20F: 3 clusters Score -435448.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -435487.812500 Penalty: 4241.303223 Iteration 21Q: 3 clusters Score -435487.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -435519.906250 Penalty: 4241.303223 Iteration 22Q: 3 clusters Score -435519.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -435540.343750 Penalty: 4241.303223 Iteration 23Q: 3 clusters Score -435540.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -435553.218750 Penalty: 4241.303223 Iteration 24Q: 3 clusters Score -435553.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -435564.718750 Penalty: 4241.303223 Iteration 25Q: 3 clusters Score -435564.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -435578.000000 Penalty: 4241.303223 Iteration 26Q: 3 clusters Score -435578 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -435588.531250 Penalty: 4241.303223 Iteration 27Q: 3 clusters Score -435588.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -435596.718750 Penalty: 4241.303223 Iteration 28Q: 3 clusters Score -435596.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -435604.062500 Penalty: 4241.303223 Iteration 29Q: 3 clusters Score -435604.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -435607.562500 Penalty: 4241.303223 Iteration 30Q: 3 clusters Score -435607.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -435609.875000 Penalty: 4241.303223 Iteration 31Q: 3 clusters Score -435609.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -435613.375000 Penalty: 4241.303223 Iteration 32Q: 3 clusters Score -435613.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -435617.500000 Penalty: 4241.303223 Iteration 33Q: 3 clusters Score -435617.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -435621.062500 Penalty: 4241.303223 Iteration 34Q: 3 clusters Score -435621.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -435624.562500 Penalty: 4241.303223 Iteration 35Q: 3 clusters Score -435624.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -435627.468750 Penalty: 4241.303223 Iteration 36Q: 3 clusters Score -435627.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -435629.500000 Penalty: 4241.303223 Iteration 37Q: 3 clusters Score -435629.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -435632.781250 Penalty: 4241.303223 Iteration 38Q: 3 clusters Score -435632.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -435634.687500 Penalty: 4241.303223 Iteration 39Q: 3 clusters Score -435634.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -435635.406250 Penalty: 4241.303223 Iteration 40F: 3 clusters Score -435635.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -435635.687500 Penalty: 4241.303223 Iteration 41Q: 3 clusters Score -435635.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -435636.906250 Penalty: 4241.303223 Iteration 42Q: 3 clusters Score -435636.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -435638.281250 Penalty: 4241.303223 Iteration 43Q: 3 clusters Score -435638.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -435639.218750 Penalty: 4241.303223 Iteration 44Q: 3 clusters Score -435639.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -435640.562500 Penalty: 4241.303223 Iteration 45Q: 3 clusters Score -435640.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -435640.562500 Penalty: 4241.303223 Iteration 46F: 3 clusters Score -435640.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (17003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17003 members Entering Unmasked Estep Score: -1562342.000000 Penalty: 2415.803955 Iteration 0F: 2 clusters Score -1562342 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8584 members Mstep: Class 2 contains 8419 members Entering Unmasked Estep Score: -1550099.625000 Penalty: 4831.607910 Iteration 0F: 3 clusters Score -1550100 nChanged 7435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9039 members Mstep: Class 2 contains 7964 members Entering Unmasked Estep Score: -1554074.250000 Penalty: 4831.607910 Iteration 1F: 3 clusters Score -1554074 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9448 members Mstep: Class 2 contains 7555 members Entering Unmasked Estep Score: -1554520.375000 Penalty: 4831.607910 Iteration 2F: 3 clusters Score -1554520 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9980 members Mstep: Class 2 contains 7023 members Entering Unmasked Estep Score: -1555008.125000 Penalty: 4831.607910 Iteration 3F: 3 clusters Score -1555008 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10635 members Mstep: Class 2 contains 6368 members Entering Unmasked Estep Score: -1555509.875000 Penalty: 4831.607910 Iteration 4F: 3 clusters Score -1555510 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11429 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -1556142.250000 Penalty: 4831.607910 Iteration 5F: 3 clusters Score -1556142 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12330 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -1556891.125000 Penalty: 4831.607910 Iteration 6F: 3 clusters Score -1556891 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13221 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -1557714.125000 Penalty: 4831.607910 Iteration 7F: 3 clusters Score -1557714 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14013 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -1558488.875000 Penalty: 4831.607910 Iteration 8F: 3 clusters Score -1558489 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14629 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -1559135.500000 Penalty: 4831.607910 Iteration 9Q: 3 clusters Score -1559136 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15033 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -1559582.375000 Penalty: 4831.607910 Iteration 10Q: 3 clusters Score -1559582 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15266 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1559845.250000 Penalty: 4831.607910 Iteration 11Q: 3 clusters Score -1559845 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15401 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -1559997.250000 Penalty: 4831.607910 Iteration 12Q: 3 clusters Score -1559997 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15496 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -1560095.875000 Penalty: 4831.607910 Iteration 13Q: 3 clusters Score -1560096 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15562 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -1560160.125000 Penalty: 4831.607910 Iteration 14Q: 3 clusters Score -1560160 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15611 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -1560205.875000 Penalty: 4831.607910 Iteration 15Q: 3 clusters Score -1560206 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15647 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -1560255.125000 Penalty: 4831.607910 Iteration 16Q: 3 clusters Score -1560255 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15677 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -1560314.625000 Penalty: 4831.607910 Iteration 17Q: 3 clusters Score -1560315 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15709 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1560411.250000 Penalty: 4831.607910 Iteration 18Q: 3 clusters Score -1560411 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15746 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -1560544.000000 Penalty: 4831.607910 Iteration 19Q: 3 clusters Score -1560544 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15761 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -1560639.750000 Penalty: 4831.607910 Iteration 20F: 3 clusters Score -1560640 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15754 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -1560681.500000 Penalty: 4831.607910 Iteration 21Q: 3 clusters Score -1560682 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15743 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -1560711.000000 Penalty: 4831.607910 Iteration 22Q: 3 clusters Score -1560711 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15729 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -1560725.750000 Penalty: 4831.607910 Iteration 23Q: 3 clusters Score -1560726 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15723 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -1560741.000000 Penalty: 4831.607910 Iteration 24Q: 3 clusters Score -1560741 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15709 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1560745.250000 Penalty: 4831.607910 Iteration 25Q: 3 clusters Score -1560745 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15703 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -1560749.375000 Penalty: 4831.607910 Iteration 26Q: 3 clusters Score -1560749 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15692 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -1560760.625000 Penalty: 4831.607910 Iteration 27Q: 3 clusters Score -1560761 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15681 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -1560763.375000 Penalty: 4831.607910 Iteration 28Q: 3 clusters Score -1560763 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15672 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -1560765.625000 Penalty: 4831.607910 Iteration 29Q: 3 clusters Score -1560766 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15670 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -1560769.875000 Penalty: 4831.607910 Iteration 30Q: 3 clusters Score -1560770 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15665 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -1560768.125000 Penalty: 4831.607910 Iteration 31Q: 3 clusters Score -1560768 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15657 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -1560772.000000 Penalty: 4831.607910 Iteration 32Q: 3 clusters Score -1560772 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15648 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -1560771.875000 Penalty: 4831.607910 Iteration 33Q: 3 clusters Score -1560772 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15643 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -1560777.750000 Penalty: 4831.607910 Iteration 34Q: 3 clusters Score -1560778 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15640 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -1560774.500000 Penalty: 4831.607910 Iteration 35Q: 3 clusters Score -1560774 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15639 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -1560779.625000 Penalty: 4831.607910 Iteration 36Q: 3 clusters Score -1560780 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15637 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -1560783.500000 Penalty: 4831.607910 Iteration 37Q: 3 clusters Score -1560784 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15634 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -1560783.625000 Penalty: 4831.607910 Iteration 38Q: 3 clusters Score -1560784 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15634 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -1560785.000000 Penalty: 4831.607910 Iteration 39Q: 3 clusters Score -1560785 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15632 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -1560785.125000 Penalty: 4831.607910 Iteration 40F: 3 clusters Score -1560785 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15631 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -1560785.000000 Penalty: 4831.607910 Iteration 41Q: 3 clusters Score -1560785 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15631 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -1560785.000000 Penalty: 4831.607910 Iteration 42F: 3 clusters Score -1560785 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (67831 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67831 members Entering Unmasked Estep Score: -6110207.500000 Penalty: 2758.944092 Iteration 0F: 2 clusters Score -6110208 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33957 members Mstep: Class 2 contains 33874 members Entering Unmasked Estep Score: -6064458.000000 Penalty: 5517.888184 Iteration 0F: 3 clusters Score -6064458 nChanged 31766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33503 members Mstep: Class 2 contains 34328 members Entering Unmasked Estep Score: -6082790.000000 Penalty: 5517.888184 Iteration 1F: 3 clusters Score -6082790 nChanged 2772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32971 members Mstep: Class 2 contains 34860 members Entering Unmasked Estep Score: -6083618.000000 Penalty: 5517.888184 Iteration 2Q: 3 clusters Score -6083618 nChanged 2900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32223 members Mstep: Class 2 contains 35608 members Entering Unmasked Estep Score: -6084651.500000 Penalty: 5517.888184 Iteration 3Q: 3 clusters Score -6084652 nChanged 3208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31061 members Mstep: Class 2 contains 36770 members Entering Unmasked Estep Score: -6085893.000000 Penalty: 5517.888184 Iteration 4Q: 3 clusters Score -6085893 nChanged 3428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29607 members Mstep: Class 2 contains 38224 members Entering Unmasked Estep Score: -6087401.000000 Penalty: 5517.888184 Iteration 5F: 3 clusters Score -6087401 nChanged 3724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27671 members Mstep: Class 2 contains 40160 members Entering Unmasked Estep Score: -6089080.500000 Penalty: 5517.888184 Iteration 6F: 3 clusters Score -6089080 nChanged 3737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25450 members Mstep: Class 2 contains 42381 members Entering Unmasked Estep Score: -6090874.500000 Penalty: 5517.888184 Iteration 7F: 3 clusters Score -6090874 nChanged 3659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22981 members Mstep: Class 2 contains 44850 members Entering Unmasked Estep Score: -6092728.000000 Penalty: 5517.888184 Iteration 8F: 3 clusters Score -6092728 nChanged 3314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20397 members Mstep: Class 2 contains 47434 members Entering Unmasked Estep Score: -6094335.000000 Penalty: 5517.888184 Iteration 9Q: 3 clusters Score -6094335 nChanged 3042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17745 members Mstep: Class 2 contains 50086 members Entering Unmasked Estep Score: -6095754.000000 Penalty: 5517.888184 Iteration 10Q: 3 clusters Score -6095754 nChanged 2886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14985 members Mstep: Class 2 contains 52846 members Entering Unmasked Estep Score: -6097321.000000 Penalty: 5517.888184 Iteration 11Q: 3 clusters Score -6097321 nChanged 2928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12085 members Mstep: Class 2 contains 55746 members Entering Unmasked Estep Score: -6099075.000000 Penalty: 5517.888184 Iteration 12Q: 3 clusters Score -6099075 nChanged 2794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9295 members Mstep: Class 2 contains 58536 members Entering Unmasked Estep Score: -6100945.000000 Penalty: 5517.888184 Iteration 13Q: 3 clusters Score -6100945 nChanged 2610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6685 members Mstep: Class 2 contains 61146 members Entering Unmasked Estep Score: -6102833.000000 Penalty: 5517.888184 Iteration 14Q: 3 clusters Score -6102833 nChanged 2239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 63383 members Entering Unmasked Estep Score: -6104610.500000 Penalty: 5517.888184 Iteration 15Q: 3 clusters Score -6104610 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 65018 members Entering Unmasked Estep Score: -6105991.000000 Penalty: 5517.888184 Iteration 16Q: 3 clusters Score -6105991 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 66095 members Entering Unmasked Estep Score: -6106927.500000 Penalty: 5517.888184 Iteration 17Q: 3 clusters Score -6106928 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 66707 members Entering Unmasked Estep Score: -6107473.000000 Penalty: 5517.888184 Iteration 18Q: 3 clusters Score -6107473 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 66997 members Entering Unmasked Estep Score: -6107736.500000 Penalty: 5517.888184 Iteration 19Q: 3 clusters Score -6107736 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 67150 members Entering Unmasked Estep Score: -6107882.500000 Penalty: 5517.888184 Iteration 20F: 3 clusters Score -6107882 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 67229 members Entering Unmasked Estep Score: -6107954.500000 Penalty: 5517.888184 Iteration 21Q: 3 clusters Score -6107954 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 67276 members Entering Unmasked Estep Score: -6108011.500000 Penalty: 5517.888184 Iteration 22Q: 3 clusters Score -6108012 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 67303 members Entering Unmasked Estep Score: -6108047.500000 Penalty: 5517.888184 Iteration 23Q: 3 clusters Score -6108048 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 67318 members Entering Unmasked Estep Score: -6108061.000000 Penalty: 5517.888184 Iteration 24Q: 3 clusters Score -6108061 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 67328 members Entering Unmasked Estep Score: -6108073.500000 Penalty: 5517.888184 Iteration 25Q: 3 clusters Score -6108074 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 67342 members Entering Unmasked Estep Score: -6108102.000000 Penalty: 5517.888184 Iteration 26Q: 3 clusters Score -6108102 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 67346 members Entering Unmasked Estep Score: -6108114.000000 Penalty: 5517.888184 Iteration 27Q: 3 clusters Score -6108114 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 67349 members Entering Unmasked Estep Score: -6108128.500000 Penalty: 5517.888184 Iteration 28Q: 3 clusters Score -6108128 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 67351 members Entering Unmasked Estep Score: -6108129.500000 Penalty: 5517.888184 Iteration 29Q: 3 clusters Score -6108130 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 67351 members Entering Unmasked Estep Score: -6108128.500000 Penalty: 5517.888184 Iteration 30Q: 3 clusters Score -6108128 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 67353 members Entering Unmasked Estep Score: -6108134.500000 Penalty: 5517.888184 Iteration 31Q: 3 clusters Score -6108134 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 67354 members Entering Unmasked Estep Score: -6108128.000000 Penalty: 5517.888184 Iteration 32Q: 3 clusters Score -6108128 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 67355 members Entering Unmasked Estep Score: -6108128.000000 Penalty: 5517.888184 Iteration 33Q: 3 clusters Score -6108128 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 67355 members Entering Unmasked Estep Score: -6108128.500000 Penalty: 5517.888184 Iteration 34Q: 3 clusters Score -6108128 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 67356 members Entering Unmasked Estep Score: -6108130.500000 Penalty: 5517.888184 Iteration 35Q: 3 clusters Score -6108130 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 67356 members Entering Unmasked Estep Score: -6108130.500000 Penalty: 5517.888184 Iteration 36F: 3 clusters Score -6108130 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6688 members Entering Unmasked Estep Score: -615104.437500 Penalty: 2184.401367 Iteration 0F: 2 clusters Score -615104.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -609489.687500 Penalty: 4368.802734 Iteration 0F: 3 clusters Score -609489.7 nChanged 2698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -610970.000000 Penalty: 4368.802734 Iteration 1F: 3 clusters Score -610970 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -611282.000000 Penalty: 4368.802734 Iteration 2F: 3 clusters Score -611282 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -611483.562500 Penalty: 4368.802734 Iteration 3F: 3 clusters Score -611483.6 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -611641.562500 Penalty: 4368.802734 Iteration 4Q: 3 clusters Score -611641.6 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -611781.000000 Penalty: 4368.802734 Iteration 5Q: 3 clusters Score -611781 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -611899.312500 Penalty: 4368.802734 Iteration 6Q: 3 clusters Score -611899.3 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -612006.562500 Penalty: 4368.802734 Iteration 7Q: 3 clusters Score -612006.6 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 4922 members Entering Unmasked Estep Score: -612147.375000 Penalty: 4368.802734 Iteration 8Q: 3 clusters Score -612147.4 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 5144 members Entering Unmasked Estep Score: -612311.250000 Penalty: 4368.802734 Iteration 9Q: 3 clusters Score -612311.2 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 5367 members Entering Unmasked Estep Score: -612478.437500 Penalty: 4368.802734 Iteration 10Q: 3 clusters Score -612478.4 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -612689.812500 Penalty: 4368.802734 Iteration 11Q: 3 clusters Score -612689.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -612937.125000 Penalty: 4368.802734 Iteration 12Q: 3 clusters Score -612937.1 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -613134.562500 Penalty: 4368.802734 Iteration 13Q: 3 clusters Score -613134.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 6095 members Entering Unmasked Estep Score: -613312.750000 Penalty: 4368.802734 Iteration 14Q: 3 clusters Score -613312.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -613472.312500 Penalty: 4368.802734 Iteration 15Q: 3 clusters Score -613472.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -613601.937500 Penalty: 4368.802734 Iteration 16Q: 3 clusters Score -613601.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -613691.062500 Penalty: 4368.802734 Iteration 17Q: 3 clusters Score -613691.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -613765.375000 Penalty: 4368.802734 Iteration 18Q: 3 clusters Score -613765.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -613813.062500 Penalty: 4368.802734 Iteration 19Q: 3 clusters Score -613813.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -613979.062500 Penalty: 4368.802734 Iteration 20F: 3 clusters Score -613979.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -614074.562500 Penalty: 4368.802734 Iteration 21Q: 3 clusters Score -614074.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -614128.062500 Penalty: 4368.802734 Iteration 22Q: 3 clusters Score -614128.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 6262 members Entering Unmasked Estep Score: -614166.625000 Penalty: 4368.802734 Iteration 23Q: 3 clusters Score -614166.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -614185.437500 Penalty: 4368.802734 Iteration 24Q: 3 clusters Score -614185.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -614197.562500 Penalty: 4368.802734 Iteration 25Q: 3 clusters Score -614197.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 6238 members Entering Unmasked Estep Score: -614209.500000 Penalty: 4368.802734 Iteration 26Q: 3 clusters Score -614209.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -614217.062500 Penalty: 4368.802734 Iteration 27Q: 3 clusters Score -614217.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -614221.812500 Penalty: 4368.802734 Iteration 28Q: 3 clusters Score -614221.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 6227 members Entering Unmasked Estep Score: -614223.000000 Penalty: 4368.802734 Iteration 29Q: 3 clusters Score -614223 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 6224 members Entering Unmasked Estep Score: -614225.562500 Penalty: 4368.802734 Iteration 30Q: 3 clusters Score -614225.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 6224 members Entering Unmasked Estep Score: -614227.375000 Penalty: 4368.802734 Iteration 31Q: 3 clusters Score -614227.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 6223 members Entering Unmasked Estep Score: -614228.750000 Penalty: 4368.802734 Iteration 32Q: 3 clusters Score -614228.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 6222 members Entering Unmasked Estep Score: -614229.250000 Penalty: 4368.802734 Iteration 33Q: 3 clusters Score -614229.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 6222 members Entering Unmasked Estep Score: -614229.250000 Penalty: 4368.802734 Iteration 34F: 3 clusters Score -614229.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12425 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12425 members Entering Unmasked Estep Score: -1151041.625000 Penalty: 2338.011475 Iteration 0F: 2 clusters Score -1151042 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6291 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -1141791.625000 Penalty: 4676.022949 Iteration 0F: 3 clusters Score -1141792 nChanged 5224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -1144544.000000 Penalty: 4676.022949 Iteration 1F: 3 clusters Score -1144544 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6910 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -1144872.000000 Penalty: 4676.022949 Iteration 2F: 3 clusters Score -1144872 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -1145162.500000 Penalty: 4676.022949 Iteration 3F: 3 clusters Score -1145162 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7589 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -1145450.125000 Penalty: 4676.022949 Iteration 4Q: 3 clusters Score -1145450 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8028 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -1145732.750000 Penalty: 4676.022949 Iteration 5Q: 3 clusters Score -1145733 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8527 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -1146067.250000 Penalty: 4676.022949 Iteration 6Q: 3 clusters Score -1146067 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9142 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -1146479.500000 Penalty: 4676.022949 Iteration 7F: 3 clusters Score -1146480 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9760 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -1146929.125000 Penalty: 4676.022949 Iteration 8F: 3 clusters Score -1146929 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10322 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -1147360.375000 Penalty: 4676.022949 Iteration 9Q: 3 clusters Score -1147360 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10849 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -1147760.375000 Penalty: 4676.022949 Iteration 10Q: 3 clusters Score -1147760 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11264 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -1148106.125000 Penalty: 4676.022949 Iteration 11Q: 3 clusters Score -1148106 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11561 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -1148350.625000 Penalty: 4676.022949 Iteration 12Q: 3 clusters Score -1148351 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11764 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -1148543.500000 Penalty: 4676.022949 Iteration 13Q: 3 clusters Score -1148544 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11895 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -1148680.250000 Penalty: 4676.022949 Iteration 14Q: 3 clusters Score -1148680 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11991 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -1148782.250000 Penalty: 4676.022949 Iteration 15Q: 3 clusters Score -1148782 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12050 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -1148848.125000 Penalty: 4676.022949 Iteration 16Q: 3 clusters Score -1148848 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12074 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -1148886.125000 Penalty: 4676.022949 Iteration 17Q: 3 clusters Score -1148886 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12089 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -1148901.625000 Penalty: 4676.022949 Iteration 18Q: 3 clusters Score -1148902 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12102 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -1148913.375000 Penalty: 4676.022949 Iteration 19Q: 3 clusters Score -1148913 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12104 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -1148916.375000 Penalty: 4676.022949 Iteration 20F: 3 clusters Score -1148916 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12106 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -1148920.125000 Penalty: 4676.022949 Iteration 21Q: 3 clusters Score -1148920 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12108 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -1148921.500000 Penalty: 4676.022949 Iteration 22Q: 3 clusters Score -1148922 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12110 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -1148925.375000 Penalty: 4676.022949 Iteration 23Q: 3 clusters Score -1148925 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12111 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -1148926.250000 Penalty: 4676.022949 Iteration 24Q: 3 clusters Score -1148926 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12113 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -1148928.750000 Penalty: 4676.022949 Iteration 25Q: 3 clusters Score -1148929 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12114 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -1148929.375000 Penalty: 4676.022949 Iteration 26Q: 3 clusters Score -1148929 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12115 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -1148931.125000 Penalty: 4676.022949 Iteration 27Q: 3 clusters Score -1148931 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12117 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -1148934.000000 Penalty: 4676.022949 Iteration 28Q: 3 clusters Score -1148934 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12117 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -1148934.375000 Penalty: 4676.022949 Iteration 29Q: 3 clusters Score -1148934 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12118 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -1148937.000000 Penalty: 4676.022949 Iteration 30Q: 3 clusters Score -1148937 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12118 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -1148937.000000 Penalty: 4676.022949 Iteration 31F: 3 clusters Score -1148937 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4137 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Entering Unmasked Estep Score: -351195.281250 Penalty: 2065.276123 Iteration 0F: 2 clusters Score -351195.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -347220.343750 Penalty: 4130.552246 Iteration 0F: 3 clusters Score -347220.3 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -348191.687500 Penalty: 4130.552246 Iteration 1F: 3 clusters Score -348191.7 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -348541.531250 Penalty: 4130.552246 Iteration 2F: 3 clusters Score -348541.5 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -348823.000000 Penalty: 4130.552246 Iteration 3F: 3 clusters Score -348823 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -349029.906250 Penalty: 4130.552246 Iteration 4F: 3 clusters Score -349029.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -349224.437500 Penalty: 4130.552246 Iteration 5Q: 3 clusters Score -349224.4 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -349410.812500 Penalty: 4130.552246 Iteration 6Q: 3 clusters Score -349410.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -349575.593750 Penalty: 4130.552246 Iteration 7Q: 3 clusters Score -349575.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -349715.000000 Penalty: 4130.552246 Iteration 8Q: 3 clusters Score -349715 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -349825.125000 Penalty: 4130.552246 Iteration 9Q: 3 clusters Score -349825.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -349944.437500 Penalty: 4130.552246 Iteration 10Q: 3 clusters Score -349944.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -350049.843750 Penalty: 4130.552246 Iteration 11Q: 3 clusters Score -350049.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -350135.687500 Penalty: 4130.552246 Iteration 12Q: 3 clusters Score -350135.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -350218.187500 Penalty: 4130.552246 Iteration 13Q: 3 clusters Score -350218.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -350294.093750 Penalty: 4130.552246 Iteration 14Q: 3 clusters Score -350294.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -350366.375000 Penalty: 4130.552246 Iteration 15Q: 3 clusters Score -350366.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -350413.906250 Penalty: 4130.552246 Iteration 16Q: 3 clusters Score -350413.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -350446.500000 Penalty: 4130.552246 Iteration 17Q: 3 clusters Score -350446.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -350464.531250 Penalty: 4130.552246 Iteration 18Q: 3 clusters Score -350464.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -350491.031250 Penalty: 4130.552246 Iteration 19Q: 3 clusters Score -350491 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -350508.593750 Penalty: 4130.552246 Iteration 20F: 3 clusters Score -350508.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -350519.843750 Penalty: 4130.552246 Iteration 21Q: 3 clusters Score -350519.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -350534.406250 Penalty: 4130.552246 Iteration 22Q: 3 clusters Score -350534.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -350542.062500 Penalty: 4130.552246 Iteration 23Q: 3 clusters Score -350542.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -350548.906250 Penalty: 4130.552246 Iteration 24Q: 3 clusters Score -350548.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -350550.062500 Penalty: 4130.552246 Iteration 25Q: 3 clusters Score -350550.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -350550.062500 Penalty: 4130.552246 Iteration 26F: 3 clusters Score -350550.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -137774.812500 Penalty: 1834.595215 Iteration 0F: 2 clusters Score -137774.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -135385.171875 Penalty: 3669.190430 Iteration 0F: 3 clusters Score -135385.2 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -135773.531250 Penalty: 3669.190430 Iteration 1F: 3 clusters Score -135773.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -135883.046875 Penalty: 3669.190430 Iteration 2F: 3 clusters Score -135883 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -135938.734375 Penalty: 3669.190430 Iteration 3Q: 3 clusters Score -135938.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -135962.218750 Penalty: 3669.190430 Iteration 4Q: 3 clusters Score -135962.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -135985.781250 Penalty: 3669.190430 Iteration 5Q: 3 clusters Score -135985.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -136000.078125 Penalty: 3669.190430 Iteration 6Q: 3 clusters Score -136000.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -136018.984375 Penalty: 3669.190430 Iteration 7Q: 3 clusters Score -136019 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -136025.109375 Penalty: 3669.190430 Iteration 8Q: 3 clusters Score -136025.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -136032.250000 Penalty: 3669.190430 Iteration 9Q: 3 clusters Score -136032.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -136039.953125 Penalty: 3669.190430 Iteration 10Q: 3 clusters Score -136040 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -136047.234375 Penalty: 3669.190430 Iteration 11Q: 3 clusters Score -136047.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -136050.875000 Penalty: 3669.190430 Iteration 12Q: 3 clusters Score -136050.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -136053.421875 Penalty: 3669.190430 Iteration 13Q: 3 clusters Score -136053.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -136055.171875 Penalty: 3669.190430 Iteration 14Q: 3 clusters Score -136055.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -136058.046875 Penalty: 3669.190430 Iteration 15Q: 3 clusters Score -136058 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -136058.500000 Penalty: 3669.190430 Iteration 16Q: 3 clusters Score -136058.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -136058.500000 Penalty: 3669.190430 Iteration 17F: 3 clusters Score -136058.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Entering Unmasked Estep Score: -123980.820312 Penalty: 1829.374023 Iteration 0F: 2 clusters Score -123980.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -121847.976562 Penalty: 3658.748047 Iteration 0F: 3 clusters Score -121848 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -124719.085938 Penalty: 3658.748047 Iteration 1F: 3 clusters Score -124719.1 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -127033.257812 Penalty: 3658.748047 Iteration 2F: 3 clusters Score -127033.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -127420.781250 Penalty: 3658.748047 Iteration 3Q: 3 clusters Score -127420.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -127552.804688 Penalty: 3658.748047 Iteration 4Q: 3 clusters Score -127552.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -127750.484375 Penalty: 3658.748047 Iteration 5Q: 3 clusters Score -127750.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -127887.015625 Penalty: 3658.748047 Iteration 6Q: 3 clusters Score -127887 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -127935.578125 Penalty: 3658.748047 Iteration 7Q: 3 clusters Score -127935.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -127963.484375 Penalty: 3658.748047 Iteration 8Q: 3 clusters Score -127963.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -127973.492188 Penalty: 3658.748047 Iteration 9Q: 3 clusters Score -127973.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -127979.703125 Penalty: 3658.748047 Iteration 10Q: 3 clusters Score -127979.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -127988.062500 Penalty: 3658.748047 Iteration 11Q: 3 clusters Score -127988.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -127988.062500 Penalty: 3658.748047 Iteration 12F: 3 clusters Score -127988.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 31226 members Mstep: Class 2 contains 304339 members Mstep: Class 3 contains 7393 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 9730 members Mstep: Class 6 contains 1288 members Mstep: Class 7 contains 3025 members Mstep: Class 8 contains 5172 members Mstep: Class 9 contains 17003 members Mstep: Class 10 contains 67831 members Mstep: Class 11 contains 6688 members Mstep: Class 12 contains 12425 members Mstep: Class 13 contains 4137 members Mstep: Class 14 contains 1632 members Mstep: Class 15 contains 310 members Mstep: Class 16 contains 9963 members Mstep: Class 18 contains 12062 members Mstep: Class 21 contains 273828 members Mstep: Class 22 contains 5336 members Entering Unmasked Estep Score: -68877448.000000 Penalty: 63897.066406 Splitting cluster 15 changes total score from -68874984.000000 to -68877448.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 16 (9963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9963 members Entering Unmasked Estep Score: -921946.875000 Penalty: 2283.245117 Iteration 0F: 2 clusters Score -921946.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -914454.312500 Penalty: 4566.490234 Iteration 0F: 3 clusters Score -914454.3 nChanged 4147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5391 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -916892.500000 Penalty: 4566.490234 Iteration 1F: 3 clusters Score -916892.5 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -917593.250000 Penalty: 4566.490234 Iteration 2F: 3 clusters Score -917593.2 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -918354.375000 Penalty: 4566.490234 Iteration 3F: 3 clusters Score -918354.4 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6798 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -919026.812500 Penalty: 4566.490234 Iteration 4F: 3 clusters Score -919026.8 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7299 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -919573.312500 Penalty: 4566.490234 Iteration 5F: 3 clusters Score -919573.3 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7742 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -919986.250000 Penalty: 4566.490234 Iteration 6F: 3 clusters Score -919986.2 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8082 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -920292.625000 Penalty: 4566.490234 Iteration 7Q: 3 clusters Score -920292.6 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -920503.875000 Penalty: 4566.490234 Iteration 8Q: 3 clusters Score -920503.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8544 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -920642.750000 Penalty: 4566.490234 Iteration 9Q: 3 clusters Score -920642.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8681 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -920733.562500 Penalty: 4566.490234 Iteration 10Q: 3 clusters Score -920733.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8802 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -920813.125000 Penalty: 4566.490234 Iteration 11Q: 3 clusters Score -920813.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8896 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -920867.437500 Penalty: 4566.490234 Iteration 12Q: 3 clusters Score -920867.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8974 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -920914.187500 Penalty: 4566.490234 Iteration 13Q: 3 clusters Score -920914.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9032 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -920947.375000 Penalty: 4566.490234 Iteration 14Q: 3 clusters Score -920947.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9069 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -920970.375000 Penalty: 4566.490234 Iteration 15Q: 3 clusters Score -920970.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9086 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -920980.375000 Penalty: 4566.490234 Iteration 16Q: 3 clusters Score -920980.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9103 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -920988.125000 Penalty: 4566.490234 Iteration 17Q: 3 clusters Score -920988.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9110 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -920992.750000 Penalty: 4566.490234 Iteration 18Q: 3 clusters Score -920992.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9123 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -920999.312500 Penalty: 4566.490234 Iteration 19Q: 3 clusters Score -920999.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9129 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -921003.250000 Penalty: 4566.490234 Iteration 20F: 3 clusters Score -921003.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9131 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -921005.187500 Penalty: 4566.490234 Iteration 21Q: 3 clusters Score -921005.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9131 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -921005.187500 Penalty: 4566.490234 Iteration 22F: 3 clusters Score -921005.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12062 members Entering Unmasked Estep Score: -1108970.750000 Penalty: 2330.658203 Iteration 0F: 2 clusters Score -1108971 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 6056 members Entering Unmasked Estep Score: -1099991.125000 Penalty: 4661.316406 Iteration 0F: 3 clusters Score -1099991 nChanged 5066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6058 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -1102709.750000 Penalty: 4661.316406 Iteration 1F: 3 clusters Score -1102710 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -1103094.125000 Penalty: 4661.316406 Iteration 2F: 3 clusters Score -1103094 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -1103410.125000 Penalty: 4661.316406 Iteration 3F: 3 clusters Score -1103410 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6533 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -1103671.625000 Penalty: 4661.316406 Iteration 4Q: 3 clusters Score -1103672 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 5300 members Entering Unmasked Estep Score: -1103899.250000 Penalty: 4661.316406 Iteration 5Q: 3 clusters Score -1103899 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -1104113.500000 Penalty: 4661.316406 Iteration 6Q: 3 clusters Score -1104114 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7301 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -1104340.500000 Penalty: 4661.316406 Iteration 7Q: 3 clusters Score -1104340 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7611 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -1104604.875000 Penalty: 4661.316406 Iteration 8Q: 3 clusters Score -1104605 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7928 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -1104866.250000 Penalty: 4661.316406 Iteration 9Q: 3 clusters Score -1104866 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8266 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -1105140.625000 Penalty: 4661.316406 Iteration 10Q: 3 clusters Score -1105141 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8590 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -1105389.250000 Penalty: 4661.316406 Iteration 11Q: 3 clusters Score -1105389 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8912 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -1105625.250000 Penalty: 4661.316406 Iteration 12Q: 3 clusters Score -1105625 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9200 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -1105814.375000 Penalty: 4661.316406 Iteration 13Q: 3 clusters Score -1105814 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9460 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -1105970.500000 Penalty: 4661.316406 Iteration 14Q: 3 clusters Score -1105970 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9694 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -1106100.875000 Penalty: 4661.316406 Iteration 15Q: 3 clusters Score -1106101 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9904 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -1106217.500000 Penalty: 4661.316406 Iteration 16Q: 3 clusters Score -1106218 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10096 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -1106310.500000 Penalty: 4661.316406 Iteration 17Q: 3 clusters Score -1106310 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10268 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -1106399.125000 Penalty: 4661.316406 Iteration 18Q: 3 clusters Score -1106399 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10425 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -1106480.375000 Penalty: 4661.316406 Iteration 19Q: 3 clusters Score -1106480 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10540 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -1106543.125000 Penalty: 4661.316406 Iteration 20F: 3 clusters Score -1106543 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10636 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -1106587.125000 Penalty: 4661.316406 Iteration 21Q: 3 clusters Score -1106587 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10713 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -1106625.625000 Penalty: 4661.316406 Iteration 22Q: 3 clusters Score -1106626 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10791 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -1106665.875000 Penalty: 4661.316406 Iteration 23Q: 3 clusters Score -1106666 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10850 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -1106700.125000 Penalty: 4661.316406 Iteration 24Q: 3 clusters Score -1106700 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10908 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -1106729.875000 Penalty: 4661.316406 Iteration 25Q: 3 clusters Score -1106730 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10962 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -1106752.875000 Penalty: 4661.316406 Iteration 26Q: 3 clusters Score -1106753 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11009 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -1106774.875000 Penalty: 4661.316406 Iteration 27Q: 3 clusters Score -1106775 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11046 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -1106792.875000 Penalty: 4661.316406 Iteration 28Q: 3 clusters Score -1106793 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -1106809.125000 Penalty: 4661.316406 Iteration 29Q: 3 clusters Score -1106809 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11112 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -1106826.125000 Penalty: 4661.316406 Iteration 30Q: 3 clusters Score -1106826 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11145 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -1106847.250000 Penalty: 4661.316406 Iteration 31Q: 3 clusters Score -1106847 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11178 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -1106863.625000 Penalty: 4661.316406 Iteration 32Q: 3 clusters Score -1106864 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11206 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -1106877.250000 Penalty: 4661.316406 Iteration 33Q: 3 clusters Score -1106877 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11236 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -1106893.875000 Penalty: 4661.316406 Iteration 34Q: 3 clusters Score -1106894 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11259 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -1106909.500000 Penalty: 4661.316406 Iteration 35Q: 3 clusters Score -1106910 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11286 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -1106922.250000 Penalty: 4661.316406 Iteration 36Q: 3 clusters Score -1106922 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11301 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -1106926.875000 Penalty: 4661.316406 Iteration 37Q: 3 clusters Score -1106927 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11308 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -1106928.625000 Penalty: 4661.316406 Iteration 38Q: 3 clusters Score -1106929 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11316 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -1106932.125000 Penalty: 4661.316406 Iteration 39Q: 3 clusters Score -1106932 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11327 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -1106938.375000 Penalty: 4661.316406 Iteration 40F: 3 clusters Score -1106938 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11339 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -1106947.875000 Penalty: 4661.316406 Iteration 41Q: 3 clusters Score -1106948 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11348 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -1106957.375000 Penalty: 4661.316406 Iteration 42Q: 3 clusters Score -1106957 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11356 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -1106960.000000 Penalty: 4661.316406 Iteration 43Q: 3 clusters Score -1106960 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11362 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -1106962.625000 Penalty: 4661.316406 Iteration 44Q: 3 clusters Score -1106963 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11366 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -1106966.000000 Penalty: 4661.316406 Iteration 45Q: 3 clusters Score -1106966 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11373 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -1106971.250000 Penalty: 4661.316406 Iteration 46Q: 3 clusters Score -1106971 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11382 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -1106976.000000 Penalty: 4661.316406 Iteration 47Q: 3 clusters Score -1106976 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11388 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -1106978.375000 Penalty: 4661.316406 Iteration 48Q: 3 clusters Score -1106978 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11391 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -1106981.625000 Penalty: 4661.316406 Iteration 49Q: 3 clusters Score -1106982 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11395 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -1106979.625000 Penalty: 4661.316406 Iteration 50Q: 3 clusters Score -1106980 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11395 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -1106981.250000 Penalty: 4661.316406 Iteration 51Q: 3 clusters Score -1106981 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11396 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -1106980.750000 Penalty: 4661.316406 Iteration 52Q: 3 clusters Score -1106981 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11396 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -1106980.750000 Penalty: 4661.316406 Iteration 53F: 3 clusters Score -1106981 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (273828 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273828 members Entering Unmasked Estep Score: -24812532.000000 Penalty: 3105.023193 Iteration 0F: 2 clusters Score -2.481253e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136834 members Mstep: Class 2 contains 136994 members Entering Unmasked Estep Score: -24628894.000000 Penalty: 6210.046387 Iteration 0F: 3 clusters Score -2.462889e+07 nChanged 132138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137294 members Mstep: Class 2 contains 136534 members Entering Unmasked Estep Score: -24707198.000000 Penalty: 6210.046387 Iteration 1F: 3 clusters Score -2.47072e+07 nChanged 6609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137009 members Mstep: Class 2 contains 136819 members Entering Unmasked Estep Score: -24708380.000000 Penalty: 6210.046387 Iteration 2Q: 3 clusters Score -2.470838e+07 nChanged 7145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136634 members Mstep: Class 2 contains 137194 members Entering Unmasked Estep Score: -24709894.000000 Penalty: 6210.046387 Iteration 3Q: 3 clusters Score -2.470989e+07 nChanged 7820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136024 members Mstep: Class 2 contains 137804 members Entering Unmasked Estep Score: -24711432.000000 Penalty: 6210.046387 Iteration 4Q: 3 clusters Score -2.471143e+07 nChanged 8731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135157 members Mstep: Class 2 contains 138671 members Entering Unmasked Estep Score: -24713984.000000 Penalty: 6210.046387 Iteration 5Q: 3 clusters Score -2.471398e+07 nChanged 9967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133760 members Mstep: Class 2 contains 140068 members Entering Unmasked Estep Score: -24717336.000000 Penalty: 6210.046387 Iteration 6Q: 3 clusters Score -2.471734e+07 nChanged 11265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131909 members Mstep: Class 2 contains 141919 members Entering Unmasked Estep Score: -24721946.000000 Penalty: 6210.046387 Iteration 7Q: 3 clusters Score -2.472195e+07 nChanged 12963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129730 members Mstep: Class 2 contains 144098 members Entering Unmasked Estep Score: -24728400.000000 Penalty: 6210.046387 Iteration 8Q: 3 clusters Score -2.47284e+07 nChanged 14704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127788 members Mstep: Class 2 contains 146040 members Entering Unmasked Estep Score: -24736970.000000 Penalty: 6210.046387 Iteration 9F: 3 clusters Score -2.473697e+07 nChanged 16304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126262 members Mstep: Class 2 contains 147566 members Entering Unmasked Estep Score: -24747104.000000 Penalty: 6210.046387 Iteration 10F: 3 clusters Score -2.47471e+07 nChanged 16185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125871 members Mstep: Class 2 contains 147957 members Entering Unmasked Estep Score: -24757394.000000 Penalty: 6210.046387 Iteration 11F: 3 clusters Score -2.475739e+07 nChanged 14007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126114 members Mstep: Class 2 contains 147714 members Entering Unmasked Estep Score: -24764924.000000 Penalty: 6210.046387 Iteration 12F: 3 clusters Score -2.476492e+07 nChanged 10111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126439 members Mstep: Class 2 contains 147389 members Entering Unmasked Estep Score: -24768406.000000 Penalty: 6210.046387 Iteration 13Q: 3 clusters Score -2.476841e+07 nChanged 6308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126611 members Mstep: Class 2 contains 147217 members Entering Unmasked Estep Score: -24769784.000000 Penalty: 6210.046387 Iteration 14Q: 3 clusters Score -2.476978e+07 nChanged 3934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126575 members Mstep: Class 2 contains 147253 members Entering Unmasked Estep Score: -24770498.000000 Penalty: 6210.046387 Iteration 15Q: 3 clusters Score -2.47705e+07 nChanged 2741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126516 members Mstep: Class 2 contains 147312 members Entering Unmasked Estep Score: -24770886.000000 Penalty: 6210.046387 Iteration 16Q: 3 clusters Score -2.477089e+07 nChanged 2213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126427 members Mstep: Class 2 contains 147401 members Entering Unmasked Estep Score: -24771162.000000 Penalty: 6210.046387 Iteration 17Q: 3 clusters Score -2.477116e+07 nChanged 1899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126376 members Mstep: Class 2 contains 147452 members Entering Unmasked Estep Score: -24771376.000000 Penalty: 6210.046387 Iteration 18Q: 3 clusters Score -2.477138e+07 nChanged 1675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126255 members Mstep: Class 2 contains 147573 members Entering Unmasked Estep Score: -24771544.000000 Penalty: 6210.046387 Iteration 19Q: 3 clusters Score -2.477154e+07 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126132 members Mstep: Class 2 contains 147696 members Entering Unmasked Estep Score: -24771680.000000 Penalty: 6210.046387 Iteration 20F: 3 clusters Score -2.477168e+07 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125953 members Mstep: Class 2 contains 147875 members Entering Unmasked Estep Score: -24771882.000000 Penalty: 6210.046387 Iteration 21Q: 3 clusters Score -2.477188e+07 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125760 members Mstep: Class 2 contains 148068 members Entering Unmasked Estep Score: -24771942.000000 Penalty: 6210.046387 Iteration 22Q: 3 clusters Score -2.477194e+07 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125590 members Mstep: Class 2 contains 148238 members Entering Unmasked Estep Score: -24772152.000000 Penalty: 6210.046387 Iteration 23Q: 3 clusters Score -2.477215e+07 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125423 members Mstep: Class 2 contains 148405 members Entering Unmasked Estep Score: -24772342.000000 Penalty: 6210.046387 Iteration 24Q: 3 clusters Score -2.477234e+07 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125210 members Mstep: Class 2 contains 148618 members Entering Unmasked Estep Score: -24772440.000000 Penalty: 6210.046387 Iteration 25Q: 3 clusters Score -2.477244e+07 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124967 members Mstep: Class 2 contains 148861 members Entering Unmasked Estep Score: -24772462.000000 Penalty: 6210.046387 Iteration 26Q: 3 clusters Score -2.477246e+07 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124700 members Mstep: Class 2 contains 149128 members Entering Unmasked Estep Score: -24772628.000000 Penalty: 6210.046387 Iteration 27Q: 3 clusters Score -2.477263e+07 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124473 members Mstep: Class 2 contains 149355 members Entering Unmasked Estep Score: -24772716.000000 Penalty: 6210.046387 Iteration 28Q: 3 clusters Score -2.477272e+07 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124272 members Mstep: Class 2 contains 149556 members Entering Unmasked Estep Score: -24772780.000000 Penalty: 6210.046387 Iteration 29Q: 3 clusters Score -2.477278e+07 nChanged 1085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123999 members Mstep: Class 2 contains 149829 members Entering Unmasked Estep Score: -24772916.000000 Penalty: 6210.046387 Iteration 30Q: 3 clusters Score -2.477292e+07 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123719 members Mstep: Class 2 contains 150109 members Entering Unmasked Estep Score: -24772952.000000 Penalty: 6210.046387 Iteration 31Q: 3 clusters Score -2.477295e+07 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123400 members Mstep: Class 2 contains 150428 members Entering Unmasked Estep Score: -24773016.000000 Penalty: 6210.046387 Iteration 32Q: 3 clusters Score -2.477302e+07 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123077 members Mstep: Class 2 contains 150751 members Entering Unmasked Estep Score: -24773140.000000 Penalty: 6210.046387 Iteration 33Q: 3 clusters Score -2.477314e+07 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122682 members Mstep: Class 2 contains 151146 members Entering Unmasked Estep Score: -24773218.000000 Penalty: 6210.046387 Iteration 34Q: 3 clusters Score -2.477322e+07 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122173 members Mstep: Class 2 contains 151655 members Entering Unmasked Estep Score: -24773304.000000 Penalty: 6210.046387 Iteration 35Q: 3 clusters Score -2.47733e+07 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121591 members Mstep: Class 2 contains 152237 members Entering Unmasked Estep Score: -24773498.000000 Penalty: 6210.046387 Iteration 36Q: 3 clusters Score -2.47735e+07 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120923 members Mstep: Class 2 contains 152905 members Entering Unmasked Estep Score: -24773568.000000 Penalty: 6210.046387 Iteration 37Q: 3 clusters Score -2.477357e+07 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120131 members Mstep: Class 2 contains 153697 members Entering Unmasked Estep Score: -24773642.000000 Penalty: 6210.046387 Iteration 38Q: 3 clusters Score -2.477364e+07 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119262 members Mstep: Class 2 contains 154566 members Entering Unmasked Estep Score: -24773596.000000 Penalty: 6210.046387 Iteration 39Q: 3 clusters Score -2.47736e+07 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118316 members Mstep: Class 2 contains 155512 members Entering Unmasked Estep Score: -24773826.000000 Penalty: 6210.046387 Iteration 40F: 3 clusters Score -2.477383e+07 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117286 members Mstep: Class 2 contains 156542 members Entering Unmasked Estep Score: -24773872.000000 Penalty: 6210.046387 Iteration 41Q: 3 clusters Score -2.477387e+07 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116137 members Mstep: Class 2 contains 157691 members Entering Unmasked Estep Score: -24774076.000000 Penalty: 6210.046387 Iteration 42Q: 3 clusters Score -2.477408e+07 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114850 members Mstep: Class 2 contains 158978 members Entering Unmasked Estep Score: -24774234.000000 Penalty: 6210.046387 Iteration 43Q: 3 clusters Score -2.477423e+07 nChanged 1700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113444 members Mstep: Class 2 contains 160384 members Entering Unmasked Estep Score: -24774402.000000 Penalty: 6210.046387 Iteration 44Q: 3 clusters Score -2.47744e+07 nChanged 1906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111834 members Mstep: Class 2 contains 161994 members Entering Unmasked Estep Score: -24774774.000000 Penalty: 6210.046387 Iteration 45Q: 3 clusters Score -2.477477e+07 nChanged 1987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110085 members Mstep: Class 2 contains 163743 members Entering Unmasked Estep Score: -24775080.000000 Penalty: 6210.046387 Iteration 46Q: 3 clusters Score -2.477508e+07 nChanged 2134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108249 members Mstep: Class 2 contains 165579 members Entering Unmasked Estep Score: -24775432.000000 Penalty: 6210.046387 Iteration 47Q: 3 clusters Score -2.477543e+07 nChanged 2154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106313 members Mstep: Class 2 contains 167515 members Entering Unmasked Estep Score: -24775668.000000 Penalty: 6210.046387 Iteration 48Q: 3 clusters Score -2.477567e+07 nChanged 2271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104252 members Mstep: Class 2 contains 169576 members Entering Unmasked Estep Score: -24775984.000000 Penalty: 6210.046387 Iteration 49Q: 3 clusters Score -2.477598e+07 nChanged 2396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102018 members Mstep: Class 2 contains 171810 members Entering Unmasked Estep Score: -24776412.000000 Penalty: 6210.046387 Iteration 50Q: 3 clusters Score -2.477641e+07 nChanged 2491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99699 members Mstep: Class 2 contains 174129 members Entering Unmasked Estep Score: -24776860.000000 Penalty: 6210.046387 Iteration 51Q: 3 clusters Score -2.477686e+07 nChanged 2542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97281 members Mstep: Class 2 contains 176547 members Entering Unmasked Estep Score: -24777290.000000 Penalty: 6210.046387 Iteration 52Q: 3 clusters Score -2.477729e+07 nChanged 2665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94750 members Mstep: Class 2 contains 179078 members Entering Unmasked Estep Score: -24777716.000000 Penalty: 6210.046387 Iteration 53Q: 3 clusters Score -2.477772e+07 nChanged 2817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92003 members Mstep: Class 2 contains 181825 members Entering Unmasked Estep Score: -24778224.000000 Penalty: 6210.046387 Iteration 54Q: 3 clusters Score -2.477822e+07 nChanged 2929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89104 members Mstep: Class 2 contains 184724 members Entering Unmasked Estep Score: -24778742.000000 Penalty: 6210.046387 Iteration 55Q: 3 clusters Score -2.477874e+07 nChanged 3072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86072 members Mstep: Class 2 contains 187756 members Entering Unmasked Estep Score: -24779406.000000 Penalty: 6210.046387 Iteration 56Q: 3 clusters Score -2.477941e+07 nChanged 3250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82850 members Mstep: Class 2 contains 190978 members Entering Unmasked Estep Score: -24780240.000000 Penalty: 6210.046387 Iteration 57Q: 3 clusters Score -2.478024e+07 nChanged 3273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79593 members Mstep: Class 2 contains 194235 members Entering Unmasked Estep Score: -24780924.000000 Penalty: 6210.046387 Iteration 58Q: 3 clusters Score -2.478092e+07 nChanged 3320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76281 members Mstep: Class 2 contains 197547 members Entering Unmasked Estep Score: -24781676.000000 Penalty: 6210.046387 Iteration 59Q: 3 clusters Score -2.478168e+07 nChanged 3442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72845 members Mstep: Class 2 contains 200983 members Entering Unmasked Estep Score: -24782532.000000 Penalty: 6210.046387 Iteration 60F: 3 clusters Score -2.478253e+07 nChanged 3629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69220 members Mstep: Class 2 contains 204608 members Entering Unmasked Estep Score: -24783394.000000 Penalty: 6210.046387 Iteration 61Q: 3 clusters Score -2.478339e+07 nChanged 3688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65534 members Mstep: Class 2 contains 208294 members Entering Unmasked Estep Score: -24784618.000000 Penalty: 6210.046387 Iteration 62Q: 3 clusters Score -2.478462e+07 nChanged 3813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61723 members Mstep: Class 2 contains 212105 members Entering Unmasked Estep Score: -24785782.000000 Penalty: 6210.046387 Iteration 63Q: 3 clusters Score -2.478578e+07 nChanged 3843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57882 members Mstep: Class 2 contains 215946 members Entering Unmasked Estep Score: -24787054.000000 Penalty: 6210.046387 Iteration 64Q: 3 clusters Score -2.478705e+07 nChanged 4008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53876 members Mstep: Class 2 contains 219952 members Entering Unmasked Estep Score: -24788470.000000 Penalty: 6210.046387 Iteration 65Q: 3 clusters Score -2.478847e+07 nChanged 3934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49942 members Mstep: Class 2 contains 223886 members Entering Unmasked Estep Score: -24790024.000000 Penalty: 6210.046387 Iteration 66Q: 3 clusters Score -2.479002e+07 nChanged 3976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45968 members Mstep: Class 2 contains 227860 members Entering Unmasked Estep Score: -24791312.000000 Penalty: 6210.046387 Iteration 67Q: 3 clusters Score -2.479131e+07 nChanged 3894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42078 members Mstep: Class 2 contains 231750 members Entering Unmasked Estep Score: -24792724.000000 Penalty: 6210.046387 Iteration 68Q: 3 clusters Score -2.479272e+07 nChanged 3782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38304 members Mstep: Class 2 contains 235524 members Entering Unmasked Estep Score: -24794278.000000 Penalty: 6210.046387 Iteration 69Q: 3 clusters Score -2.479428e+07 nChanged 3633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34677 members Mstep: Class 2 contains 239151 members Entering Unmasked Estep Score: -24795474.000000 Penalty: 6210.046387 Iteration 70Q: 3 clusters Score -2.479547e+07 nChanged 3411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31274 members Mstep: Class 2 contains 242554 members Entering Unmasked Estep Score: -24797002.000000 Penalty: 6210.046387 Iteration 71Q: 3 clusters Score -2.4797e+07 nChanged 3301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27983 members Mstep: Class 2 contains 245845 members Entering Unmasked Estep Score: -24798428.000000 Penalty: 6210.046387 Iteration 72Q: 3 clusters Score -2.479843e+07 nChanged 3127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24862 members Mstep: Class 2 contains 248966 members Entering Unmasked Estep Score: -24799762.000000 Penalty: 6210.046387 Iteration 73Q: 3 clusters Score -2.479976e+07 nChanged 2846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22022 members Mstep: Class 2 contains 251806 members Entering Unmasked Estep Score: -24801090.000000 Penalty: 6210.046387 Iteration 74Q: 3 clusters Score -2.480109e+07 nChanged 2507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19517 members Mstep: Class 2 contains 254311 members Entering Unmasked Estep Score: -24802114.000000 Penalty: 6210.046387 Iteration 75Q: 3 clusters Score -2.480211e+07 nChanged 2258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17261 members Mstep: Class 2 contains 256567 members Entering Unmasked Estep Score: -24803058.000000 Penalty: 6210.046387 Iteration 76Q: 3 clusters Score -2.480306e+07 nChanged 2079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15184 members Mstep: Class 2 contains 258644 members Entering Unmasked Estep Score: -24804090.000000 Penalty: 6210.046387 Iteration 77Q: 3 clusters Score -2.480409e+07 nChanged 1860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13330 members Mstep: Class 2 contains 260498 members Entering Unmasked Estep Score: -24805056.000000 Penalty: 6210.046387 Iteration 78Q: 3 clusters Score -2.480506e+07 nChanged 1702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11640 members Mstep: Class 2 contains 262188 members Entering Unmasked Estep Score: -24805918.000000 Penalty: 6210.046387 Iteration 79Q: 3 clusters Score -2.480592e+07 nChanged 1511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10133 members Mstep: Class 2 contains 263695 members Entering Unmasked Estep Score: -24806800.000000 Penalty: 6210.046387 Iteration 80F: 3 clusters Score -2.48068e+07 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8836 members Mstep: Class 2 contains 264992 members Entering Unmasked Estep Score: -24807458.000000 Penalty: 6210.046387 Iteration 81Q: 3 clusters Score -2.480746e+07 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7770 members Mstep: Class 2 contains 266058 members Entering Unmasked Estep Score: -24807796.000000 Penalty: 6210.046387 Iteration 82Q: 3 clusters Score -2.48078e+07 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6845 members Mstep: Class 2 contains 266983 members Entering Unmasked Estep Score: -24808190.000000 Penalty: 6210.046387 Iteration 83Q: 3 clusters Score -2.480819e+07 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 267733 members Entering Unmasked Estep Score: -24808546.000000 Penalty: 6210.046387 Iteration 84Q: 3 clusters Score -2.480855e+07 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 268365 members Entering Unmasked Estep Score: -24808802.000000 Penalty: 6210.046387 Iteration 85Q: 3 clusters Score -2.48088e+07 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 268876 members Entering Unmasked Estep Score: -24809014.000000 Penalty: 6210.046387 Iteration 86Q: 3 clusters Score -2.480901e+07 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 269325 members Entering Unmasked Estep Score: -24809184.000000 Penalty: 6210.046387 Iteration 87Q: 3 clusters Score -2.480918e+07 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 269723 members Entering Unmasked Estep Score: -24809254.000000 Penalty: 6210.046387 Iteration 88Q: 3 clusters Score -2.480925e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 270055 members Entering Unmasked Estep Score: -24809368.000000 Penalty: 6210.046387 Iteration 89Q: 3 clusters Score -2.480937e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 270371 members Entering Unmasked Estep Score: -24809460.000000 Penalty: 6210.046387 Iteration 90Q: 3 clusters Score -2.480946e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 270628 members Entering Unmasked Estep Score: -24809538.000000 Penalty: 6210.046387 Iteration 91Q: 3 clusters Score -2.480954e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 270793 members Entering Unmasked Estep Score: -24809534.000000 Penalty: 6210.046387 Iteration 92Q: 3 clusters Score -2.480953e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 270956 members Entering Unmasked Estep Score: -24809554.000000 Penalty: 6210.046387 Iteration 93Q: 3 clusters Score -2.480955e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 271106 members Entering Unmasked Estep Score: -24809618.000000 Penalty: 6210.046387 Iteration 94Q: 3 clusters Score -2.480962e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 271235 members Entering Unmasked Estep Score: -24809694.000000 Penalty: 6210.046387 Iteration 95Q: 3 clusters Score -2.480969e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 271347 members Entering Unmasked Estep Score: -24809698.000000 Penalty: 6210.046387 Iteration 96Q: 3 clusters Score -2.48097e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 271435 members Entering Unmasked Estep Score: -24809718.000000 Penalty: 6210.046387 Iteration 97Q: 3 clusters Score -2.480972e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 271510 members Entering Unmasked Estep Score: -24809704.000000 Penalty: 6210.046387 Iteration 98Q: 3 clusters Score -2.48097e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 271566 members Entering Unmasked Estep Score: -24809712.000000 Penalty: 6210.046387 Iteration 99Q: 3 clusters Score -2.480971e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 271616 members Entering Unmasked Estep Score: -24809746.000000 Penalty: 6210.046387 Iteration 100F: 3 clusters Score -2.480975e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 271666 members Entering Unmasked Estep Score: -24809746.000000 Penalty: 6210.046387 Iteration 101Q: 3 clusters Score -2.480975e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 271711 members Entering Unmasked Estep Score: -24809766.000000 Penalty: 6210.046387 Iteration 102Q: 3 clusters Score -2.480977e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 271747 members Entering Unmasked Estep Score: -24809790.000000 Penalty: 6210.046387 Iteration 103Q: 3 clusters Score -2.480979e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 271783 members Entering Unmasked Estep Score: -24809766.000000 Penalty: 6210.046387 Iteration 104Q: 3 clusters Score -2.480977e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 271816 members Entering Unmasked Estep Score: -24809812.000000 Penalty: 6210.046387 Iteration 105Q: 3 clusters Score -2.480981e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 271852 members Entering Unmasked Estep Score: -24809838.000000 Penalty: 6210.046387 Iteration 106Q: 3 clusters Score -2.480984e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 271888 members Entering Unmasked Estep Score: -24809848.000000 Penalty: 6210.046387 Iteration 107Q: 3 clusters Score -2.480985e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 271919 members Entering Unmasked Estep Score: -24809852.000000 Penalty: 6210.046387 Iteration 108Q: 3 clusters Score -2.480985e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 271945 members Entering Unmasked Estep Score: -24809850.000000 Penalty: 6210.046387 Iteration 109Q: 3 clusters Score -2.480985e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 271975 members Entering Unmasked Estep Score: -24809870.000000 Penalty: 6210.046387 Iteration 110Q: 3 clusters Score -2.480987e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 272003 members Entering Unmasked Estep Score: -24809882.000000 Penalty: 6210.046387 Iteration 111Q: 3 clusters Score -2.480988e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 272037 members Entering Unmasked Estep Score: -24809896.000000 Penalty: 6210.046387 Iteration 112Q: 3 clusters Score -2.48099e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 272064 members Entering Unmasked Estep Score: -24809926.000000 Penalty: 6210.046387 Iteration 113Q: 3 clusters Score -2.480993e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 272088 members Entering Unmasked Estep Score: -24809916.000000 Penalty: 6210.046387 Iteration 114Q: 3 clusters Score -2.480992e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 272116 members Entering Unmasked Estep Score: -24809920.000000 Penalty: 6210.046387 Iteration 115Q: 3 clusters Score -2.480992e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 272136 members Entering Unmasked Estep Score: -24809904.000000 Penalty: 6210.046387 Iteration 116Q: 3 clusters Score -2.48099e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 272156 members Entering Unmasked Estep Score: -24809896.000000 Penalty: 6210.046387 Iteration 117Q: 3 clusters Score -2.48099e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 272173 members Entering Unmasked Estep Score: -24809898.000000 Penalty: 6210.046387 Iteration 118Q: 3 clusters Score -2.48099e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 272186 members Entering Unmasked Estep Score: -24809916.000000 Penalty: 6210.046387 Iteration 119Q: 3 clusters Score -2.480992e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 272195 members Entering Unmasked Estep Score: -24809926.000000 Penalty: 6210.046387 Iteration 120F: 3 clusters Score -2.480993e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 272204 members Entering Unmasked Estep Score: -24809918.000000 Penalty: 6210.046387 Iteration 121Q: 3 clusters Score -2.480992e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 272217 members Entering Unmasked Estep Score: -24809920.000000 Penalty: 6210.046387 Iteration 122Q: 3 clusters Score -2.480992e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 272228 members Entering Unmasked Estep Score: -24809918.000000 Penalty: 6210.046387 Iteration 123Q: 3 clusters Score -2.480992e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 272238 members Entering Unmasked Estep Score: -24809920.000000 Penalty: 6210.046387 Iteration 124Q: 3 clusters Score -2.480992e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 272245 members Entering Unmasked Estep Score: -24809940.000000 Penalty: 6210.046387 Iteration 125Q: 3 clusters Score -2.480994e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 272253 members Entering Unmasked Estep Score: -24809924.000000 Penalty: 6210.046387 Iteration 126Q: 3 clusters Score -2.480992e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 272263 members Entering Unmasked Estep Score: -24809920.000000 Penalty: 6210.046387 Iteration 127Q: 3 clusters Score -2.480992e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 272274 members Entering Unmasked Estep Score: -24809934.000000 Penalty: 6210.046387 Iteration 128Q: 3 clusters Score -2.480993e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 272283 members Entering Unmasked Estep Score: -24809932.000000 Penalty: 6210.046387 Iteration 129Q: 3 clusters Score -2.480993e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 272297 members Entering Unmasked Estep Score: -24809920.000000 Penalty: 6210.046387 Iteration 130Q: 3 clusters Score -2.480992e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 272307 members Entering Unmasked Estep Score: -24809956.000000 Penalty: 6210.046387 Iteration 131Q: 3 clusters Score -2.480996e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 272314 members Entering Unmasked Estep Score: -24809930.000000 Penalty: 6210.046387 Iteration 132Q: 3 clusters Score -2.480993e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 272324 members Entering Unmasked Estep Score: -24809962.000000 Penalty: 6210.046387 Iteration 133Q: 3 clusters Score -2.480996e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 272333 members Entering Unmasked Estep Score: -24809986.000000 Penalty: 6210.046387 Iteration 134Q: 3 clusters Score -2.480999e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 272345 members Entering Unmasked Estep Score: -24809976.000000 Penalty: 6210.046387 Iteration 135Q: 3 clusters Score -2.480998e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 272358 members Entering Unmasked Estep Score: -24809936.000000 Penalty: 6210.046387 Iteration 136Q: 3 clusters Score -2.480994e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 272373 members Entering Unmasked Estep Score: -24809940.000000 Penalty: 6210.046387 Iteration 137Q: 3 clusters Score -2.480994e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 272377 members Entering Unmasked Estep Score: -24809962.000000 Penalty: 6210.046387 Iteration 138Q: 3 clusters Score -2.480996e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 272382 members Entering Unmasked Estep Score: -24809936.000000 Penalty: 6210.046387 Iteration 139Q: 3 clusters Score -2.480994e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 272385 members Entering Unmasked Estep Score: -24809962.000000 Penalty: 6210.046387 Iteration 140F: 3 clusters Score -2.480996e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 272386 members Entering Unmasked Estep Score: -24809972.000000 Penalty: 6210.046387 Iteration 141Q: 3 clusters Score -2.480997e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 272386 members Entering Unmasked Estep Score: -24809972.000000 Penalty: 6210.046387 Iteration 142F: 3 clusters Score -2.480997e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (5336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Entering Unmasked Estep Score: -450006.750000 Penalty: 2128.393311 Iteration 0F: 2 clusters Score -450006.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -445221.156250 Penalty: 4256.786621 Iteration 0F: 3 clusters Score -445221.2 nChanged 2098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -446397.093750 Penalty: 4256.786621 Iteration 1F: 3 clusters Score -446397.1 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -446664.500000 Penalty: 4256.786621 Iteration 2F: 3 clusters Score -446664.5 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -446825.687500 Penalty: 4256.786621 Iteration 3F: 3 clusters Score -446825.7 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -446945.656250 Penalty: 4256.786621 Iteration 4Q: 3 clusters Score -446945.7 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -447037.937500 Penalty: 4256.786621 Iteration 5Q: 3 clusters Score -447037.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -447112.500000 Penalty: 4256.786621 Iteration 6Q: 3 clusters Score -447112.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -447198.187500 Penalty: 4256.786621 Iteration 7Q: 3 clusters Score -447198.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -447290.281250 Penalty: 4256.786621 Iteration 8Q: 3 clusters Score -447290.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -447389.875000 Penalty: 4256.786621 Iteration 9Q: 3 clusters Score -447389.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -447522.093750 Penalty: 4256.786621 Iteration 10Q: 3 clusters Score -447522.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -447675.250000 Penalty: 4256.786621 Iteration 11Q: 3 clusters Score -447675.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -447865.531250 Penalty: 4256.786621 Iteration 12Q: 3 clusters Score -447865.5 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -448122.218750 Penalty: 4256.786621 Iteration 13Q: 3 clusters Score -448122.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -448352.968750 Penalty: 4256.786621 Iteration 14Q: 3 clusters Score -448353 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -448500.781250 Penalty: 4256.786621 Iteration 15Q: 3 clusters Score -448500.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -448603.468750 Penalty: 4256.786621 Iteration 16Q: 3 clusters Score -448603.5 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -448695.843750 Penalty: 4256.786621 Iteration 17Q: 3 clusters Score -448695.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -448753.093750 Penalty: 4256.786621 Iteration 18Q: 3 clusters Score -448753.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -448796.843750 Penalty: 4256.786621 Iteration 19Q: 3 clusters Score -448796.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -448839.375000 Penalty: 4256.786621 Iteration 20F: 3 clusters Score -448839.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -448892.875000 Penalty: 4256.786621 Iteration 21Q: 3 clusters Score -448892.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -448950.562500 Penalty: 4256.786621 Iteration 22Q: 3 clusters Score -448950.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -449001.281250 Penalty: 4256.786621 Iteration 23Q: 3 clusters Score -449001.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -449061.031250 Penalty: 4256.786621 Iteration 24Q: 3 clusters Score -449061 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -449104.875000 Penalty: 4256.786621 Iteration 25Q: 3 clusters Score -449104.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -449134.156250 Penalty: 4256.786621 Iteration 26Q: 3 clusters Score -449134.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -449151.031250 Penalty: 4256.786621 Iteration 27Q: 3 clusters Score -449151 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -449162.500000 Penalty: 4256.786621 Iteration 28Q: 3 clusters Score -449162.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -449176.500000 Penalty: 4256.786621 Iteration 29Q: 3 clusters Score -449176.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -449185.031250 Penalty: 4256.786621 Iteration 30Q: 3 clusters Score -449185 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -449191.781250 Penalty: 4256.786621 Iteration 31Q: 3 clusters Score -449191.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -449198.343750 Penalty: 4256.786621 Iteration 32Q: 3 clusters Score -449198.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -449203.687500 Penalty: 4256.786621 Iteration 33Q: 3 clusters Score -449203.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -449212.343750 Penalty: 4256.786621 Iteration 34Q: 3 clusters Score -449212.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -449219.031250 Penalty: 4256.786621 Iteration 35Q: 3 clusters Score -449219 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -449228.062500 Penalty: 4256.786621 Iteration 36Q: 3 clusters Score -449228.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -449238.250000 Penalty: 4256.786621 Iteration 37Q: 3 clusters Score -449238.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -449246.687500 Penalty: 4256.786621 Iteration 38Q: 3 clusters Score -449246.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -449253.718750 Penalty: 4256.786621 Iteration 39Q: 3 clusters Score -449253.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -449259.343750 Penalty: 4256.786621 Iteration 40F: 3 clusters Score -449259.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -449266.718750 Penalty: 4256.786621 Iteration 41Q: 3 clusters Score -449266.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -449274.343750 Penalty: 4256.786621 Iteration 42Q: 3 clusters Score -449274.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -449279.500000 Penalty: 4256.786621 Iteration 43Q: 3 clusters Score -449279.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -449284.781250 Penalty: 4256.786621 Iteration 44Q: 3 clusters Score -449284.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -449285.906250 Penalty: 4256.786621 Iteration 45Q: 3 clusters Score -449285.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -449286.531250 Penalty: 4256.786621 Iteration 46Q: 3 clusters Score -449286.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -449288.187500 Penalty: 4256.786621 Iteration 47Q: 3 clusters Score -449288.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -449288.656250 Penalty: 4256.786621 Iteration 48Q: 3 clusters Score -449288.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -449289.437500 Penalty: 4256.786621 Iteration 49Q: 3 clusters Score -449289.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -449290.843750 Penalty: 4256.786621 Iteration 50Q: 3 clusters Score -449290.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -449290.375000 Penalty: 4256.786621 Iteration 51Q: 3 clusters Score -449290.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -449290.750000 Penalty: 4256.786621 Iteration 52Q: 3 clusters Score -449290.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -449290.218750 Penalty: 4256.786621 Iteration 53Q: 3 clusters Score -449290.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -449290.218750 Penalty: 4256.786621 Iteration 54F: 3 clusters Score -449290.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 31226 members Mstep: Class 2 contains 304339 members Mstep: Class 3 contains 7393 members Mstep: Class 4 contains 1403 members Mstep: Class 5 contains 9730 members Mstep: Class 7 contains 3025 members Mstep: Class 8 contains 5172 members Mstep: Class 9 contains 17003 members Mstep: Class 10 contains 67831 members Mstep: Class 11 contains 6688 members Mstep: Class 12 contains 12425 members Mstep: Class 13 contains 4137 members Mstep: Class 14 contains 1632 members Mstep: Class 15 contains 310 members Mstep: Class 16 contains 9963 members Mstep: Class 18 contains 12062 members Mstep: Class 21 contains 273828 members Mstep: Class 22 contains 5336 members Entering Unmasked Estep ConsiderDeletion Score: -68877744.000000 Penalty: 63897.066406 Iteration 39Q: 20 clusters Score -6.887774e+07 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 31275 members Mstep: Class 2 contains 304568 members Mstep: Class 3 contains 7388 members Mstep: Class 4 contains 1404 members Mstep: Class 5 contains 9703 members Mstep: Class 6 contains 1286 members Mstep: Class 7 contains 3028 members Mstep: Class 8 contains 5175 members Mstep: Class 9 contains 16914 members Mstep: Class 10 contains 67795 members Mstep: Class 11 contains 6696 members Mstep: Class 12 contains 12426 members Mstep: Class 13 contains 4163 members Mstep: Class 14 contains 1630 members Mstep: Class 15 contains 353 members Mstep: Class 16 contains 9990 members Mstep: Class 18 contains 12064 members Mstep: Class 21 contains 273696 members Mstep: Class 22 contains 5238 members Entering Unmasked Estep ConsiderDeletion Score: -68878608.000000 Penalty: 63897.066406 Iteration 40F: 20 clusters Score -6.887861e+07 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 31321 members Mstep: Class 2 contains 304781 members Mstep: Class 3 contains 7383 members Mstep: Class 4 contains 1405 members Mstep: Class 5 contains 9681 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3032 members Mstep: Class 8 contains 5192 members Mstep: Class 9 contains 16819 members Mstep: Class 10 contains 67770 members Mstep: Class 11 contains 6705 members Mstep: Class 12 contains 12431 members Mstep: Class 13 contains 4188 members Mstep: Class 14 contains 1620 members Mstep: Class 15 contains 413 members Mstep: Class 16 contains 10006 members Mstep: Class 18 contains 12066 members Mstep: Class 21 contains 273585 members Mstep: Class 22 contains 5138 members Entering Unmasked Estep ConsiderDeletion Score: -68879400.000000 Penalty: 63897.066406 Iteration 41Q: 20 clusters Score -6.88794e+07 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31347 members Mstep: Class 2 contains 304979 members Mstep: Class 3 contains 7375 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9681 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3033 members Mstep: Class 8 contains 5201 members Mstep: Class 9 contains 16741 members Mstep: Class 10 contains 67740 members Mstep: Class 11 contains 6713 members Mstep: Class 12 contains 12436 members Mstep: Class 13 contains 4209 members Mstep: Class 14 contains 1605 members Mstep: Class 15 contains 406 members Mstep: Class 16 contains 10035 members Mstep: Class 18 contains 12065 members Mstep: Class 21 contains 273498 members Mstep: Class 22 contains 5067 members Entering Unmasked Estep ConsiderDeletion Score: -68879512.000000 Penalty: 63897.066406 Iteration 42Q: 20 clusters Score -6.887951e+07 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31364 members Mstep: Class 2 contains 305173 members Mstep: Class 3 contains 7364 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9705 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3037 members Mstep: Class 8 contains 5211 members Mstep: Class 9 contains 16656 members Mstep: Class 10 contains 67711 members Mstep: Class 11 contains 6724 members Mstep: Class 12 contains 12443 members Mstep: Class 13 contains 4225 members Mstep: Class 14 contains 1597 members Mstep: Class 15 contains 403 members Mstep: Class 16 contains 10058 members Mstep: Class 18 contains 12067 members Mstep: Class 21 contains 273387 members Mstep: Class 22 contains 5006 members Entering Unmasked Estep ConsiderDeletion Score: -68879264.000000 Penalty: 63897.066406 Iteration 43Q: 20 clusters Score -6.887926e+07 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31385 members Mstep: Class 2 contains 305341 members Mstep: Class 3 contains 7359 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9707 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3041 members Mstep: Class 8 contains 5227 members Mstep: Class 9 contains 16569 members Mstep: Class 10 contains 67690 members Mstep: Class 11 contains 6734 members Mstep: Class 12 contains 12442 members Mstep: Class 13 contains 4245 members Mstep: Class 14 contains 1597 members Mstep: Class 15 contains 404 members Mstep: Class 16 contains 10081 members Mstep: Class 18 contains 12073 members Mstep: Class 21 contains 273297 members Mstep: Class 22 contains 4939 members Entering Unmasked Estep ConsiderDeletion Score: -68879456.000000 Penalty: 63897.066406 Iteration 44Q: 20 clusters Score -6.887946e+07 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31387 members Mstep: Class 2 contains 305496 members Mstep: Class 3 contains 7358 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9705 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3043 members Mstep: Class 8 contains 5239 members Mstep: Class 9 contains 16485 members Mstep: Class 10 contains 67676 members Mstep: Class 11 contains 6741 members Mstep: Class 12 contains 12447 members Mstep: Class 13 contains 4264 members Mstep: Class 14 contains 1596 members Mstep: Class 15 contains 404 members Mstep: Class 16 contains 10098 members Mstep: Class 18 contains 12073 members Mstep: Class 21 contains 273228 members Mstep: Class 22 contains 4891 members Entering Unmasked Estep ConsiderDeletion Score: -68879512.000000 Penalty: 63897.066406 Iteration 45Q: 20 clusters Score -6.887951e+07 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31373 members Mstep: Class 2 contains 305626 members Mstep: Class 3 contains 7355 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9718 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3047 members Mstep: Class 8 contains 5243 members Mstep: Class 9 contains 16397 members Mstep: Class 10 contains 67656 members Mstep: Class 11 contains 6746 members Mstep: Class 12 contains 12452 members Mstep: Class 13 contains 4293 members Mstep: Class 14 contains 1596 members Mstep: Class 15 contains 404 members Mstep: Class 16 contains 10102 members Mstep: Class 18 contains 12075 members Mstep: Class 21 contains 273194 members Mstep: Class 22 contains 4854 members Entering Unmasked Estep ConsiderDeletion Score: -68879432.000000 Penalty: 63897.066406 Iteration 46Q: 20 clusters Score -6.887943e+07 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31368 members Mstep: Class 2 contains 305750 members Mstep: Class 3 contains 7351 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9725 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3050 members Mstep: Class 8 contains 5242 members Mstep: Class 9 contains 16315 members Mstep: Class 10 contains 67644 members Mstep: Class 11 contains 6753 members Mstep: Class 12 contains 12460 members Mstep: Class 13 contains 4304 members Mstep: Class 14 contains 1595 members Mstep: Class 15 contains 404 members Mstep: Class 16 contains 10099 members Mstep: Class 18 contains 12077 members Mstep: Class 21 contains 273182 members Mstep: Class 22 contains 4812 members Entering Unmasked Estep ConsiderDeletion Score: -68879552.000000 Penalty: 63897.066406 Iteration 47Q: 20 clusters Score -6.887955e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31372 members Mstep: Class 2 contains 305829 members Mstep: Class 3 contains 7347 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9739 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3052 members Mstep: Class 8 contains 5244 members Mstep: Class 9 contains 16224 members Mstep: Class 10 contains 67642 members Mstep: Class 11 contains 6755 members Mstep: Class 12 contains 12462 members Mstep: Class 13 contains 4317 members Mstep: Class 14 contains 1593 members Mstep: Class 15 contains 405 members Mstep: Class 16 contains 10108 members Mstep: Class 18 contains 12082 members Mstep: Class 21 contains 273188 members Mstep: Class 22 contains 4772 members Entering Unmasked Estep ConsiderDeletion Score: -68879584.000000 Penalty: 63897.066406 Iteration 48Q: 20 clusters Score -6.887958e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31401 members Mstep: Class 2 contains 305922 members Mstep: Class 3 contains 7341 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9750 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3052 members Mstep: Class 8 contains 5238 members Mstep: Class 9 contains 16151 members Mstep: Class 10 contains 67645 members Mstep: Class 11 contains 6758 members Mstep: Class 12 contains 12464 members Mstep: Class 13 contains 4325 members Mstep: Class 14 contains 1592 members Mstep: Class 15 contains 405 members Mstep: Class 16 contains 10107 members Mstep: Class 18 contains 12085 members Mstep: Class 21 contains 273164 members Mstep: Class 22 contains 4731 members Entering Unmasked Estep ConsiderDeletion Score: -68879752.000000 Penalty: 63897.066406 Iteration 49Q: 20 clusters Score -6.887975e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31433 members Mstep: Class 2 contains 306010 members Mstep: Class 3 contains 7335 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9754 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3051 members Mstep: Class 8 contains 5233 members Mstep: Class 9 contains 16070 members Mstep: Class 10 contains 67643 members Mstep: Class 11 contains 6765 members Mstep: Class 12 contains 12471 members Mstep: Class 13 contains 4343 members Mstep: Class 14 contains 1591 members Mstep: Class 15 contains 405 members Mstep: Class 16 contains 10112 members Mstep: Class 18 contains 12089 members Mstep: Class 21 contains 273138 members Mstep: Class 22 contains 4688 members Entering Unmasked Estep ConsiderDeletion Score: -68879752.000000 Penalty: 63897.066406 Iteration 50Q: 20 clusters Score -6.887975e+07 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31450 members Mstep: Class 2 contains 306079 members Mstep: Class 3 contains 7329 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9765 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3051 members Mstep: Class 8 contains 5220 members Mstep: Class 9 contains 16003 members Mstep: Class 10 contains 67637 members Mstep: Class 11 contains 6769 members Mstep: Class 12 contains 12471 members Mstep: Class 13 contains 4353 members Mstep: Class 14 contains 1591 members Mstep: Class 15 contains 405 members Mstep: Class 16 contains 10115 members Mstep: Class 18 contains 12091 members Mstep: Class 21 contains 273148 members Mstep: Class 22 contains 4654 members Entering Unmasked Estep ConsiderDeletion Score: -68879984.000000 Penalty: 63897.066406 Iteration 51Q: 20 clusters Score -6.887998e+07 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31478 members Mstep: Class 2 contains 306137 members Mstep: Class 3 contains 7325 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9779 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3048 members Mstep: Class 8 contains 5207 members Mstep: Class 9 contains 15933 members Mstep: Class 10 contains 67619 members Mstep: Class 11 contains 6774 members Mstep: Class 12 contains 12474 members Mstep: Class 13 contains 4373 members Mstep: Class 14 contains 1591 members Mstep: Class 15 contains 405 members Mstep: Class 16 contains 10120 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273152 members Mstep: Class 22 contains 4615 members Entering Unmasked Estep ConsiderDeletion Score: -68879960.000000 Penalty: 63897.066406 Iteration 52Q: 20 clusters Score -6.887996e+07 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31500 members Mstep: Class 2 contains 306175 members Mstep: Class 3 contains 7324 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9801 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3057 members Mstep: Class 8 contains 5211 members Mstep: Class 9 contains 15852 members Mstep: Class 10 contains 67608 members Mstep: Class 11 contains 6776 members Mstep: Class 12 contains 12476 members Mstep: Class 13 contains 4384 members Mstep: Class 14 contains 1591 members Mstep: Class 15 contains 405 members Mstep: Class 16 contains 10129 members Mstep: Class 18 contains 12113 members Mstep: Class 21 contains 273147 members Mstep: Class 22 contains 4582 members Entering Unmasked Estep ConsiderDeletion Score: -68880104.000000 Penalty: 63897.066406 Iteration 53Q: 20 clusters Score -6.88801e+07 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31516 members Mstep: Class 2 contains 306231 members Mstep: Class 3 contains 7324 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9815 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3063 members Mstep: Class 8 contains 5202 members Mstep: Class 9 contains 15775 members Mstep: Class 10 contains 67598 members Mstep: Class 11 contains 6778 members Mstep: Class 12 contains 12479 members Mstep: Class 13 contains 4392 members Mstep: Class 14 contains 1591 members Mstep: Class 15 contains 406 members Mstep: Class 16 contains 10133 members Mstep: Class 18 contains 12120 members Mstep: Class 21 contains 273154 members Mstep: Class 22 contains 4554 members Entering Unmasked Estep ConsiderDeletion Score: -68880120.000000 Penalty: 63897.066406 Iteration 54Q: 20 clusters Score -6.888012e+07 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31520 members Mstep: Class 2 contains 306269 members Mstep: Class 3 contains 7327 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9829 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5212 members Mstep: Class 9 contains 15689 members Mstep: Class 10 contains 67596 members Mstep: Class 11 contains 6777 members Mstep: Class 12 contains 12482 members Mstep: Class 13 contains 4412 members Mstep: Class 14 contains 1591 members Mstep: Class 15 contains 406 members Mstep: Class 16 contains 10135 members Mstep: Class 18 contains 12118 members Mstep: Class 21 contains 273168 members Mstep: Class 22 contains 4533 members Entering Unmasked Estep ConsiderDeletion Score: -68879984.000000 Penalty: 63897.066406 Iteration 55Q: 20 clusters Score -6.887998e+07 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31527 members Mstep: Class 2 contains 306305 members Mstep: Class 3 contains 7330 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9839 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5227 members Mstep: Class 9 contains 15616 members Mstep: Class 10 contains 67585 members Mstep: Class 11 contains 6775 members Mstep: Class 12 contains 12484 members Mstep: Class 13 contains 4432 members Mstep: Class 14 contains 1590 members Mstep: Class 15 contains 406 members Mstep: Class 16 contains 10135 members Mstep: Class 18 contains 12114 members Mstep: Class 21 contains 273186 members Mstep: Class 22 contains 4511 members Entering Unmasked Estep ConsiderDeletion Score: -68879944.000000 Penalty: 63897.066406 Iteration 56Q: 20 clusters Score -6.887994e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31533 members Mstep: Class 2 contains 306332 members Mstep: Class 3 contains 7333 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9857 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3072 members Mstep: Class 8 contains 5236 members Mstep: Class 9 contains 15554 members Mstep: Class 10 contains 67571 members Mstep: Class 11 contains 6774 members Mstep: Class 12 contains 12486 members Mstep: Class 13 contains 4444 members Mstep: Class 14 contains 1590 members Mstep: Class 15 contains 407 members Mstep: Class 16 contains 10134 members Mstep: Class 18 contains 12113 members Mstep: Class 21 contains 273203 members Mstep: Class 22 contains 4492 members Entering Unmasked Estep ConsiderDeletion Score: -68880112.000000 Penalty: 63897.066406 Iteration 57Q: 20 clusters Score -6.888011e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31538 members Mstep: Class 2 contains 306356 members Mstep: Class 3 contains 7338 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9870 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3075 members Mstep: Class 8 contains 5233 members Mstep: Class 9 contains 15500 members Mstep: Class 10 contains 67563 members Mstep: Class 11 contains 6776 members Mstep: Class 12 contains 12486 members Mstep: Class 13 contains 4451 members Mstep: Class 14 contains 1590 members Mstep: Class 15 contains 407 members Mstep: Class 16 contains 10136 members Mstep: Class 18 contains 12108 members Mstep: Class 21 contains 273232 members Mstep: Class 22 contains 4472 members Entering Unmasked Estep ConsiderDeletion Score: -68880120.000000 Penalty: 63897.066406 Iteration 58Q: 20 clusters Score -6.888012e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31538 members Mstep: Class 2 contains 306371 members Mstep: Class 3 contains 7336 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9890 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3074 members Mstep: Class 8 contains 5227 members Mstep: Class 9 contains 15445 members Mstep: Class 10 contains 67559 members Mstep: Class 11 contains 6776 members Mstep: Class 12 contains 12486 members Mstep: Class 13 contains 4460 members Mstep: Class 14 contains 1590 members Mstep: Class 15 contains 407 members Mstep: Class 16 contains 10139 members Mstep: Class 18 contains 12107 members Mstep: Class 21 contains 273259 members Mstep: Class 22 contains 4467 members Entering Unmasked Estep ConsiderDeletion Score: -68880160.000000 Penalty: 63897.066406 Iteration 59Q: 20 clusters Score -6.888016e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 31541 members Mstep: Class 2 contains 306389 members Mstep: Class 3 contains 7336 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9907 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3077 members Mstep: Class 8 contains 5234 members Mstep: Class 9 contains 15402 members Mstep: Class 10 contains 67551 members Mstep: Class 11 contains 6776 members Mstep: Class 12 contains 12486 members Mstep: Class 13 contains 4464 members Mstep: Class 14 contains 1590 members Mstep: Class 15 contains 407 members Mstep: Class 16 contains 10142 members Mstep: Class 18 contains 12109 members Mstep: Class 21 contains 273263 members Mstep: Class 22 contains 4457 members Entering Unmasked Estep ConsiderDeletion Score: -68880608.000000 Penalty: 63897.066406 Iteration 60F: 20 clusters Score -6.888061e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 31546 members Mstep: Class 2 contains 306402 members Mstep: Class 3 contains 7336 members Mstep: Class 4 contains 1406 members Mstep: Class 5 contains 9921 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3081 members Mstep: Class 8 contains 5240 members Mstep: Class 9 contains 15352 members Mstep: Class 10 contains 67548 members Mstep: Class 11 contains 6775 members Mstep: Class 12 contains 12486 members Mstep: Class 13 contains 4475 members Mstep: Class 14 contains 1587 members Mstep: Class 15 contains 427 members Mstep: Class 16 contains 10145 members Mstep: Class 18 contains 12109 members Mstep: Class 21 contains 273271 members Mstep: Class 22 contains 4447 members Entering Unmasked Estep ConsiderDeletion Score: -68881056.000000 Penalty: 63897.066406 Iteration 61Q: 20 clusters Score -6.888106e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 31549 members Mstep: Class 2 contains 306421 members Mstep: Class 3 contains 7331 members Mstep: Class 4 contains 1405 members Mstep: Class 5 contains 9944 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3081 members Mstep: Class 8 contains 5248 members Mstep: Class 9 contains 15316 members Mstep: Class 10 contains 67551 members Mstep: Class 11 contains 6777 members Mstep: Class 12 contains 12485 members Mstep: Class 13 contains 4490 members Mstep: Class 14 contains 1585 members Mstep: Class 15 contains 414 members Mstep: Class 16 contains 10144 members Mstep: Class 18 contains 12109 members Mstep: Class 21 contains 273269 members Mstep: Class 22 contains 4439 members Entering Unmasked Estep ConsiderDeletion Score: -68881152.000000 Penalty: 63897.066406 Iteration 62Q: 20 clusters Score -6.888115e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31550 members Mstep: Class 2 contains 306431 members Mstep: Class 3 contains 7326 members Mstep: Class 4 contains 1405 members Mstep: Class 5 contains 9979 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3082 members Mstep: Class 8 contains 5244 members Mstep: Class 9 contains 15283 members Mstep: Class 10 contains 67543 members Mstep: Class 11 contains 6781 members Mstep: Class 12 contains 12489 members Mstep: Class 13 contains 4505 members Mstep: Class 14 contains 1578 members Mstep: Class 15 contains 402 members Mstep: Class 16 contains 10151 members Mstep: Class 18 contains 12110 members Mstep: Class 21 contains 273269 members Mstep: Class 22 contains 4431 members Entering Unmasked Estep ConsiderDeletion Score: -68881048.000000 Penalty: 63897.066406 Iteration 63Q: 20 clusters Score -6.888105e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31562 members Mstep: Class 2 contains 306453 members Mstep: Class 3 contains 7323 members Mstep: Class 4 contains 1404 members Mstep: Class 5 contains 9997 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3081 members Mstep: Class 8 contains 5244 members Mstep: Class 9 contains 15249 members Mstep: Class 10 contains 67543 members Mstep: Class 11 contains 6782 members Mstep: Class 12 contains 12492 members Mstep: Class 13 contains 4520 members Mstep: Class 14 contains 1572 members Mstep: Class 15 contains 399 members Mstep: Class 16 contains 10156 members Mstep: Class 18 contains 12108 members Mstep: Class 21 contains 273257 members Mstep: Class 22 contains 4417 members Entering Unmasked Estep ConsiderDeletion Score: -68881136.000000 Penalty: 63897.066406 Iteration 64Q: 20 clusters Score -6.888114e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31564 members Mstep: Class 2 contains 306456 members Mstep: Class 3 contains 7323 members Mstep: Class 4 contains 1402 members Mstep: Class 5 contains 10010 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3082 members Mstep: Class 8 contains 5244 members Mstep: Class 9 contains 15226 members Mstep: Class 10 contains 67546 members Mstep: Class 11 contains 6790 members Mstep: Class 12 contains 12493 members Mstep: Class 13 contains 4531 members Mstep: Class 14 contains 1571 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 10161 members Mstep: Class 18 contains 12105 members Mstep: Class 21 contains 273248 members Mstep: Class 22 contains 4410 members Entering Unmasked Estep ConsiderDeletion Score: -68881136.000000 Penalty: 63897.066406 Iteration 65Q: 20 clusters Score -6.888114e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31574 members Mstep: Class 2 contains 306463 members Mstep: Class 3 contains 7326 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10010 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3084 members Mstep: Class 8 contains 5242 members Mstep: Class 9 contains 15206 members Mstep: Class 10 contains 67545 members Mstep: Class 11 contains 6795 members Mstep: Class 12 contains 12495 members Mstep: Class 13 contains 4544 members Mstep: Class 14 contains 1570 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 10161 members Mstep: Class 18 contains 12105 members Mstep: Class 21 contains 273246 members Mstep: Class 22 contains 4396 members Entering Unmasked Estep ConsiderDeletion Score: -68881216.000000 Penalty: 63897.066406 Iteration 66Q: 20 clusters Score -6.888122e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31579 members Mstep: Class 2 contains 306477 members Mstep: Class 3 contains 7326 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10019 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3089 members Mstep: Class 8 contains 5248 members Mstep: Class 9 contains 15183 members Mstep: Class 10 contains 67544 members Mstep: Class 11 contains 6798 members Mstep: Class 12 contains 12498 members Mstep: Class 13 contains 4549 members Mstep: Class 14 contains 1566 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 10165 members Mstep: Class 18 contains 12104 members Mstep: Class 21 contains 273231 members Mstep: Class 22 contains 4386 members Entering Unmasked Estep ConsiderDeletion Score: -68881176.000000 Penalty: 63897.066406 Iteration 67Q: 20 clusters Score -6.888118e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31587 members Mstep: Class 2 contains 306498 members Mstep: Class 3 contains 7326 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10021 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3093 members Mstep: Class 8 contains 5248 members Mstep: Class 9 contains 15162 members Mstep: Class 10 contains 67543 members Mstep: Class 11 contains 6800 members Mstep: Class 12 contains 12501 members Mstep: Class 13 contains 4557 members Mstep: Class 14 contains 1565 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 10170 members Mstep: Class 18 contains 12103 members Mstep: Class 21 contains 273213 members Mstep: Class 22 contains 4375 members Entering Unmasked Estep ConsiderDeletion Score: -68881168.000000 Penalty: 63897.066406 Iteration 68Q: 20 clusters Score -6.888117e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31590 members Mstep: Class 2 contains 306509 members Mstep: Class 3 contains 7326 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10022 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3094 members Mstep: Class 8 contains 5248 members Mstep: Class 9 contains 15145 members Mstep: Class 10 contains 67544 members Mstep: Class 11 contains 6801 members Mstep: Class 12 contains 12504 members Mstep: Class 13 contains 4559 members Mstep: Class 14 contains 1565 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 10174 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273211 members Mstep: Class 22 contains 4369 members Entering Unmasked Estep ConsiderDeletion Score: -68881168.000000 Penalty: 63897.066406 Iteration 69Q: 20 clusters Score -6.888117e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31590 members Mstep: Class 2 contains 306522 members Mstep: Class 3 contains 7325 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10024 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3094 members Mstep: Class 8 contains 5252 members Mstep: Class 9 contains 15124 members Mstep: Class 10 contains 67547 members Mstep: Class 11 contains 6803 members Mstep: Class 12 contains 12503 members Mstep: Class 13 contains 4560 members Mstep: Class 14 contains 1565 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 10176 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273213 members Mstep: Class 22 contains 4363 members Entering Unmasked Estep ConsiderDeletion Score: -68881184.000000 Penalty: 63897.066406 Iteration 70Q: 20 clusters Score -6.888118e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31591 members Mstep: Class 2 contains 306531 members Mstep: Class 3 contains 7325 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10028 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3092 members Mstep: Class 8 contains 5263 members Mstep: Class 9 contains 15103 members Mstep: Class 10 contains 67548 members Mstep: Class 11 contains 6804 members Mstep: Class 12 contains 12503 members Mstep: Class 13 contains 4562 members Mstep: Class 14 contains 1565 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 10176 members Mstep: Class 18 contains 12102 members Mstep: Class 21 contains 273211 members Mstep: Class 22 contains 4358 members Entering Unmasked Estep ConsiderDeletion Score: -68881192.000000 Penalty: 63897.066406 Iteration 71Q: 20 clusters Score -6.888119e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31592 members Mstep: Class 2 contains 306542 members Mstep: Class 3 contains 7325 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10025 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3094 members Mstep: Class 8 contains 5273 members Mstep: Class 9 contains 15084 members Mstep: Class 10 contains 67549 members Mstep: Class 11 contains 6805 members Mstep: Class 12 contains 12503 members Mstep: Class 13 contains 4565 members Mstep: Class 14 contains 1565 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 10178 members Mstep: Class 18 contains 12102 members Mstep: Class 21 contains 273204 members Mstep: Class 22 contains 4356 members Entering Unmasked Estep ConsiderDeletion Score: -68881264.000000 Penalty: 63897.066406 Iteration 72Q: 20 clusters Score -6.888126e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31594 members Mstep: Class 2 contains 306551 members Mstep: Class 3 contains 7326 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10016 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3094 members Mstep: Class 8 contains 5285 members Mstep: Class 9 contains 15065 members Mstep: Class 10 contains 67550 members Mstep: Class 11 contains 6806 members Mstep: Class 12 contains 12503 members Mstep: Class 13 contains 4574 members Mstep: Class 14 contains 1565 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 10180 members Mstep: Class 18 contains 12102 members Mstep: Class 21 contains 273198 members Mstep: Class 22 contains 4353 members Entering Unmasked Estep ConsiderDeletion Score: -68881216.000000 Penalty: 63897.066406 Iteration 73Q: 20 clusters Score -6.888122e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31596 members Mstep: Class 2 contains 306559 members Mstep: Class 3 contains 7324 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10015 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3091 members Mstep: Class 8 contains 5293 members Mstep: Class 9 contains 15048 members Mstep: Class 10 contains 67549 members Mstep: Class 11 contains 6807 members Mstep: Class 12 contains 12503 members Mstep: Class 13 contains 4586 members Mstep: Class 14 contains 1565 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 10182 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273191 members Mstep: Class 22 contains 4352 members Entering Unmasked Estep ConsiderDeletion Score: -68881208.000000 Penalty: 63897.066406 Iteration 74Q: 20 clusters Score -6.888121e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31600 members Mstep: Class 2 contains 306564 members Mstep: Class 3 contains 7323 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10017 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3089 members Mstep: Class 8 contains 5296 members Mstep: Class 9 contains 15033 members Mstep: Class 10 contains 67548 members Mstep: Class 11 contains 6807 members Mstep: Class 12 contains 12503 members Mstep: Class 13 contains 4591 members Mstep: Class 14 contains 1565 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 10184 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273192 members Mstep: Class 22 contains 4349 members Entering Unmasked Estep ConsiderDeletion Score: -68881240.000000 Penalty: 63897.066406 Iteration 75Q: 20 clusters Score -6.888124e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31604 members Mstep: Class 2 contains 306568 members Mstep: Class 3 contains 7323 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10016 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3088 members Mstep: Class 8 contains 5302 members Mstep: Class 9 contains 15009 members Mstep: Class 10 contains 67546 members Mstep: Class 11 contains 6807 members Mstep: Class 12 contains 12503 members Mstep: Class 13 contains 4599 members Mstep: Class 14 contains 1565 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 10186 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273199 members Mstep: Class 22 contains 4346 members Entering Unmasked Estep ConsiderDeletion Score: -68881296.000000 Penalty: 63897.066406 Iteration 76Q: 20 clusters Score -6.88813e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31612 members Mstep: Class 2 contains 306581 members Mstep: Class 3 contains 7323 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10014 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3086 members Mstep: Class 8 contains 5308 members Mstep: Class 9 contains 14989 members Mstep: Class 10 contains 67544 members Mstep: Class 11 contains 6806 members Mstep: Class 12 contains 12504 members Mstep: Class 13 contains 4607 members Mstep: Class 14 contains 1565 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 10191 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273190 members Mstep: Class 22 contains 4341 members Entering Unmasked Estep ConsiderDeletion Score: -68881288.000000 Penalty: 63897.066406 Iteration 77Q: 20 clusters Score -6.888129e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31623 members Mstep: Class 2 contains 306594 members Mstep: Class 3 contains 7323 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10013 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3083 members Mstep: Class 8 contains 5312 members Mstep: Class 9 contains 14979 members Mstep: Class 10 contains 67544 members Mstep: Class 11 contains 6806 members Mstep: Class 12 contains 12503 members Mstep: Class 13 contains 4612 members Mstep: Class 14 contains 1565 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 10196 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273175 members Mstep: Class 22 contains 4333 members Entering Unmasked Estep ConsiderDeletion Score: -68881304.000000 Penalty: 63897.066406 Iteration 78Q: 20 clusters Score -6.88813e+07 nChanged 73 Entering ConstructFrom: Score: -68881304.000000 Penalty: 63897.066406 Entering ConstructFrom: Trying to split cluster 1 (31628 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31628 members Entering Unmasked Estep Score: -2816240.250000 Penalty: 2569.726074 Iteration 0F: 2 clusters Score -2816240 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15842 members Mstep: Class 2 contains 15786 members Entering Unmasked Estep Score: -2794570.750000 Penalty: 5139.452148 Iteration 0F: 3 clusters Score -2794571 nChanged 14447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15917 members Mstep: Class 2 contains 15711 members Entering Unmasked Estep Score: -2802472.750000 Penalty: 5139.452148 Iteration 1F: 3 clusters Score -2802473 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15942 members Mstep: Class 2 contains 15686 members Entering Unmasked Estep Score: -2802944.750000 Penalty: 5139.452148 Iteration 2Q: 3 clusters Score -2802945 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15983 members Mstep: Class 2 contains 15645 members Entering Unmasked Estep Score: -2803320.500000 Penalty: 5139.452148 Iteration 3Q: 3 clusters Score -2803320 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16039 members Mstep: Class 2 contains 15589 members Entering Unmasked Estep Score: -2803661.500000 Penalty: 5139.452148 Iteration 4Q: 3 clusters Score -2803662 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16057 members Mstep: Class 2 contains 15571 members Entering Unmasked Estep Score: -2803996.750000 Penalty: 5139.452148 Iteration 5Q: 3 clusters Score -2803997 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16123 members Mstep: Class 2 contains 15505 members Entering Unmasked Estep Score: -2804337.000000 Penalty: 5139.452148 Iteration 6Q: 3 clusters Score -2804337 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16286 members Mstep: Class 2 contains 15342 members Entering Unmasked Estep Score: -2804706.500000 Penalty: 5139.452148 Iteration 7Q: 3 clusters Score -2804706 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16469 members Mstep: Class 2 contains 15159 members Entering Unmasked Estep Score: -2805085.500000 Penalty: 5139.452148 Iteration 8Q: 3 clusters Score -2805086 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16783 members Mstep: Class 2 contains 14845 members Entering Unmasked Estep Score: -2805521.250000 Penalty: 5139.452148 Iteration 9Q: 3 clusters Score -2805521 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17143 members Mstep: Class 2 contains 14485 members Entering Unmasked Estep Score: -2805953.250000 Penalty: 5139.452148 Iteration 10Q: 3 clusters Score -2805953 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17616 members Mstep: Class 2 contains 14012 members Entering Unmasked Estep Score: -2806470.000000 Penalty: 5139.452148 Iteration 11Q: 3 clusters Score -2806470 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18165 members Mstep: Class 2 contains 13463 members Entering Unmasked Estep Score: -2807114.750000 Penalty: 5139.452148 Iteration 12Q: 3 clusters Score -2807115 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18882 members Mstep: Class 2 contains 12746 members Entering Unmasked Estep Score: -2807903.500000 Penalty: 5139.452148 Iteration 13Q: 3 clusters Score -2807904 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19755 members Mstep: Class 2 contains 11873 members Entering Unmasked Estep Score: -2808804.250000 Penalty: 5139.452148 Iteration 14Q: 3 clusters Score -2808804 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20651 members Mstep: Class 2 contains 10977 members Entering Unmasked Estep Score: -2809636.500000 Penalty: 5139.452148 Iteration 15Q: 3 clusters Score -2809636 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21513 members Mstep: Class 2 contains 10115 members Entering Unmasked Estep Score: -2810279.500000 Penalty: 5139.452148 Iteration 16Q: 3 clusters Score -2810280 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22296 members Mstep: Class 2 contains 9332 members Entering Unmasked Estep Score: -2810731.250000 Penalty: 5139.452148 Iteration 17Q: 3 clusters Score -2810731 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23022 members Mstep: Class 2 contains 8606 members Entering Unmasked Estep Score: -2811070.250000 Penalty: 5139.452148 Iteration 18Q: 3 clusters Score -2811070 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23673 members Mstep: Class 2 contains 7955 members Entering Unmasked Estep Score: -2811327.500000 Penalty: 5139.452148 Iteration 19Q: 3 clusters Score -2811328 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24263 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -2811547.500000 Penalty: 5139.452148 Iteration 20F: 3 clusters Score -2811548 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24773 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -2811744.000000 Penalty: 5139.452148 Iteration 21Q: 3 clusters Score -2811744 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25273 members Mstep: Class 2 contains 6355 members Entering Unmasked Estep Score: -2811920.750000 Penalty: 5139.452148 Iteration 22Q: 3 clusters Score -2811921 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25727 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -2812064.250000 Penalty: 5139.452148 Iteration 23Q: 3 clusters Score -2812064 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26159 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -2812231.250000 Penalty: 5139.452148 Iteration 24Q: 3 clusters Score -2812231 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26590 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -2812386.750000 Penalty: 5139.452148 Iteration 25Q: 3 clusters Score -2812387 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26998 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -2812545.250000 Penalty: 5139.452148 Iteration 26Q: 3 clusters Score -2812545 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27396 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -2812717.000000 Penalty: 5139.452148 Iteration 27Q: 3 clusters Score -2812717 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27756 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -2812841.750000 Penalty: 5139.452148 Iteration 28Q: 3 clusters Score -2812842 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28048 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -2812945.000000 Penalty: 5139.452148 Iteration 29Q: 3 clusters Score -2812945 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28334 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -2813041.250000 Penalty: 5139.452148 Iteration 30Q: 3 clusters Score -2813041 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28568 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -2813122.000000 Penalty: 5139.452148 Iteration 31Q: 3 clusters Score -2813122 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28778 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -2813205.000000 Penalty: 5139.452148 Iteration 32Q: 3 clusters Score -2813205 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28966 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -2813267.500000 Penalty: 5139.452148 Iteration 33Q: 3 clusters Score -2813268 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29138 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -2813334.000000 Penalty: 5139.452148 Iteration 34Q: 3 clusters Score -2813334 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29288 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -2813389.250000 Penalty: 5139.452148 Iteration 35Q: 3 clusters Score -2813389 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29419 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -2813427.250000 Penalty: 5139.452148 Iteration 36Q: 3 clusters Score -2813427 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29544 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -2813467.000000 Penalty: 5139.452148 Iteration 37Q: 3 clusters Score -2813467 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29657 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -2813525.500000 Penalty: 5139.452148 Iteration 38Q: 3 clusters Score -2813526 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29761 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -2813571.250000 Penalty: 5139.452148 Iteration 39Q: 3 clusters Score -2813571 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29845 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -2813593.250000 Penalty: 5139.452148 Iteration 40F: 3 clusters Score -2813593 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29918 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -2813621.500000 Penalty: 5139.452148 Iteration 41Q: 3 clusters Score -2813622 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29978 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -2813646.250000 Penalty: 5139.452148 Iteration 42Q: 3 clusters Score -2813646 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30037 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -2813672.750000 Penalty: 5139.452148 Iteration 43Q: 3 clusters Score -2813673 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30086 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -2813693.000000 Penalty: 5139.452148 Iteration 44Q: 3 clusters Score -2813693 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30145 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -2813704.250000 Penalty: 5139.452148 Iteration 45Q: 3 clusters Score -2813704 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30199 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -2813715.500000 Penalty: 5139.452148 Iteration 46Q: 3 clusters Score -2813716 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30245 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -2813741.500000 Penalty: 5139.452148 Iteration 47Q: 3 clusters Score -2813742 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30284 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -2813754.750000 Penalty: 5139.452148 Iteration 48Q: 3 clusters Score -2813755 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30313 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -2813769.000000 Penalty: 5139.452148 Iteration 49Q: 3 clusters Score -2813769 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30347 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -2813778.250000 Penalty: 5139.452148 Iteration 50Q: 3 clusters Score -2813778 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30386 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -2813804.000000 Penalty: 5139.452148 Iteration 51Q: 3 clusters Score -2813804 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30424 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -2813832.250000 Penalty: 5139.452148 Iteration 52Q: 3 clusters Score -2813832 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30457 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -2813858.500000 Penalty: 5139.452148 Iteration 53Q: 3 clusters Score -2813858 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30492 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -2813889.750000 Penalty: 5139.452148 Iteration 54Q: 3 clusters Score -2813890 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30530 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -2813906.250000 Penalty: 5139.452148 Iteration 55Q: 3 clusters Score -2813906 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30565 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -2813935.250000 Penalty: 5139.452148 Iteration 56Q: 3 clusters Score -2813935 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30596 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -2813955.250000 Penalty: 5139.452148 Iteration 57Q: 3 clusters Score -2813955 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30625 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -2813977.250000 Penalty: 5139.452148 Iteration 58Q: 3 clusters Score -2813977 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30648 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -2813995.000000 Penalty: 5139.452148 Iteration 59Q: 3 clusters Score -2813995 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30674 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -2814000.750000 Penalty: 5139.452148 Iteration 60F: 3 clusters Score -2814001 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30697 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -2814024.750000 Penalty: 5139.452148 Iteration 61Q: 3 clusters Score -2814025 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30714 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -2814032.000000 Penalty: 5139.452148 Iteration 62Q: 3 clusters Score -2814032 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30737 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -2814042.750000 Penalty: 5139.452148 Iteration 63Q: 3 clusters Score -2814043 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30758 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -2814051.500000 Penalty: 5139.452148 Iteration 64Q: 3 clusters Score -2814052 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30772 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -2814061.250000 Penalty: 5139.452148 Iteration 65Q: 3 clusters Score -2814061 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30782 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -2814064.750000 Penalty: 5139.452148 Iteration 66Q: 3 clusters Score -2814065 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30791 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -2814069.500000 Penalty: 5139.452148 Iteration 67Q: 3 clusters Score -2814070 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30799 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -2814081.250000 Penalty: 5139.452148 Iteration 68Q: 3 clusters Score -2814081 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30810 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -2814090.000000 Penalty: 5139.452148 Iteration 69Q: 3 clusters Score -2814090 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30820 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -2814100.500000 Penalty: 5139.452148 Iteration 70Q: 3 clusters Score -2814100 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30830 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -2814103.750000 Penalty: 5139.452148 Iteration 71Q: 3 clusters Score -2814104 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30836 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -2814107.000000 Penalty: 5139.452148 Iteration 72Q: 3 clusters Score -2814107 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30837 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -2814111.750000 Penalty: 5139.452148 Iteration 73Q: 3 clusters Score -2814112 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30839 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -2814107.750000 Penalty: 5139.452148 Iteration 74Q: 3 clusters Score -2814108 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30842 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -2814107.250000 Penalty: 5139.452148 Iteration 75Q: 3 clusters Score -2814107 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30845 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -2814110.750000 Penalty: 5139.452148 Iteration 76Q: 3 clusters Score -2814111 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30848 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -2814110.250000 Penalty: 5139.452148 Iteration 77Q: 3 clusters Score -2814110 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30850 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -2814116.750000 Penalty: 5139.452148 Iteration 78Q: 3 clusters Score -2814117 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30849 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -2814116.500000 Penalty: 5139.452148 Iteration 79Q: 3 clusters Score -2814116 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30850 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -2814118.000000 Penalty: 5139.452148 Iteration 80F: 3 clusters Score -2814118 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (306606 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306606 members Entering Unmasked Estep Score: -27953366.000000 Penalty: 3133.062988 Iteration 0F: 2 clusters Score -2.795337e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152906 members Mstep: Class 2 contains 153700 members Entering Unmasked Estep Score: -27747210.000000 Penalty: 6266.125977 Iteration 0F: 3 clusters Score -2.774721e+07 nChanged 148610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145162 members Mstep: Class 2 contains 161444 members Entering Unmasked Estep Score: -27835284.000000 Penalty: 6266.125977 Iteration 1F: 3 clusters Score -2.783528e+07 nChanged 8026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140168 members Mstep: Class 2 contains 166438 members Entering Unmasked Estep Score: -27836962.000000 Penalty: 6266.125977 Iteration 2Q: 3 clusters Score -2.783696e+07 nChanged 9460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132448 members Mstep: Class 2 contains 174158 members Entering Unmasked Estep Score: -27840272.000000 Penalty: 6266.125977 Iteration 3Q: 3 clusters Score -2.784027e+07 nChanged 12739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120485 members Mstep: Class 2 contains 186121 members Entering Unmasked Estep Score: -27845658.000000 Penalty: 6266.125977 Iteration 4Q: 3 clusters Score -2.784566e+07 nChanged 18121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102628 members Mstep: Class 2 contains 203978 members Entering Unmasked Estep Score: -27856150.000000 Penalty: 6266.125977 Iteration 5F: 3 clusters Score -2.785615e+07 nChanged 24431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78259 members Mstep: Class 2 contains 228347 members Entering Unmasked Estep Score: -27874878.000000 Penalty: 6266.125977 Iteration 6F: 3 clusters Score -2.787488e+07 nChanged 28908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49385 members Mstep: Class 2 contains 257221 members Entering Unmasked Estep Score: -27901604.000000 Penalty: 6266.125977 Iteration 7F: 3 clusters Score -2.79016e+07 nChanged 25984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23421 members Mstep: Class 2 contains 283185 members Entering Unmasked Estep Score: -27928000.000000 Penalty: 6266.125977 Iteration 8F: 3 clusters Score -2.7928e+07 nChanged 15537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7890 members Mstep: Class 2 contains 298716 members Entering Unmasked Estep Score: -27943460.000000 Penalty: 6266.125977 Iteration 9F: 3 clusters Score -2.794346e+07 nChanged 5628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 304340 members Entering Unmasked Estep Score: -27948786.000000 Penalty: 6266.125977 Iteration 10Q: 3 clusters Score -2.794879e+07 nChanged 1456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 305774 members Entering Unmasked Estep Score: -27950070.000000 Penalty: 6266.125977 Iteration 11Q: 3 clusters Score -2.795007e+07 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 306108 members Entering Unmasked Estep Score: -27950412.000000 Penalty: 6266.125977 Iteration 12Q: 3 clusters Score -2.795041e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 306202 members Entering Unmasked Estep Score: -27950544.000000 Penalty: 6266.125977 Iteration 13Q: 3 clusters Score -2.795054e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 306235 members Entering Unmasked Estep Score: -27950632.000000 Penalty: 6266.125977 Iteration 14Q: 3 clusters Score -2.795063e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 306246 members Entering Unmasked Estep Score: -27950634.000000 Penalty: 6266.125977 Iteration 15Q: 3 clusters Score -2.795063e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 306252 members Entering Unmasked Estep Score: -27950682.000000 Penalty: 6266.125977 Iteration 16Q: 3 clusters Score -2.795068e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 306254 members Entering Unmasked Estep Score: -27950688.000000 Penalty: 6266.125977 Iteration 17Q: 3 clusters Score -2.795069e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 306254 members Entering Unmasked Estep Score: -27950686.000000 Penalty: 6266.125977 Iteration 18Q: 3 clusters Score -2.795069e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 306254 members Entering Unmasked Estep Score: -27950688.000000 Penalty: 6266.125977 Iteration 19Q: 3 clusters Score -2.795069e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 306260 members Entering Unmasked Estep Score: -27950700.000000 Penalty: 6266.125977 Iteration 20F: 3 clusters Score -2.79507e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 306260 members Entering Unmasked Estep Score: -27950696.000000 Penalty: 6266.125977 Iteration 21Q: 3 clusters Score -2.79507e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 306259 members Entering Unmasked Estep Score: -27950726.000000 Penalty: 6266.125977 Iteration 22Q: 3 clusters Score -2.795073e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 306261 members Entering Unmasked Estep Score: -27950706.000000 Penalty: 6266.125977 Iteration 23Q: 3 clusters Score -2.795071e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 306263 members Entering Unmasked Estep Score: -27950720.000000 Penalty: 6266.125977 Iteration 24Q: 3 clusters Score -2.795072e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 306264 members Entering Unmasked Estep Score: -27950714.000000 Penalty: 6266.125977 Iteration 25Q: 3 clusters Score -2.795071e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 306268 members Entering Unmasked Estep Score: -27950712.000000 Penalty: 6266.125977 Iteration 26Q: 3 clusters Score -2.795071e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 306270 members Entering Unmasked Estep Score: -27950728.000000 Penalty: 6266.125977 Iteration 27Q: 3 clusters Score -2.795073e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 306271 members Entering Unmasked Estep Score: -27950724.000000 Penalty: 6266.125977 Iteration 28Q: 3 clusters Score -2.795072e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 306271 members Entering Unmasked Estep Score: -27950724.000000 Penalty: 6266.125977 Iteration 29Q: 3 clusters Score -2.795072e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 306275 members Entering Unmasked Estep Score: -27950738.000000 Penalty: 6266.125977 Iteration 30Q: 3 clusters Score -2.795074e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 306277 members Entering Unmasked Estep Score: -27950734.000000 Penalty: 6266.125977 Iteration 31Q: 3 clusters Score -2.795073e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 306280 members Entering Unmasked Estep Score: -27950738.000000 Penalty: 6266.125977 Iteration 32Q: 3 clusters Score -2.795074e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 306281 members Entering Unmasked Estep Score: -27950734.000000 Penalty: 6266.125977 Iteration 33Q: 3 clusters Score -2.795073e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 306282 members Entering Unmasked Estep Score: -27950732.000000 Penalty: 6266.125977 Iteration 34Q: 3 clusters Score -2.795073e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 306282 members Entering Unmasked Estep Score: -27950732.000000 Penalty: 6266.125977 Iteration 35F: 3 clusters Score -2.795073e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (7323 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7323 members Entering Unmasked Estep Score: -663018.625000 Penalty: 2206.896240 Iteration 0F: 2 clusters Score -663018.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -657133.562500 Penalty: 4413.792480 Iteration 0F: 3 clusters Score -657133.6 nChanged 2917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -658665.250000 Penalty: 4413.792480 Iteration 1F: 3 clusters Score -658665.2 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -658946.375000 Penalty: 4413.792480 Iteration 2F: 3 clusters Score -658946.4 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -659186.937500 Penalty: 4413.792480 Iteration 3F: 3 clusters Score -659186.9 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -659383.687500 Penalty: 4413.792480 Iteration 4Q: 3 clusters Score -659383.7 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -659597.625000 Penalty: 4413.792480 Iteration 5Q: 3 clusters Score -659597.6 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -659769.937500 Penalty: 4413.792480 Iteration 6Q: 3 clusters Score -659769.9 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -659926.437500 Penalty: 4413.792480 Iteration 7Q: 3 clusters Score -659926.4 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -660082.187500 Penalty: 4413.792480 Iteration 8Q: 3 clusters Score -660082.2 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -660226.062500 Penalty: 4413.792480 Iteration 9Q: 3 clusters Score -660226.1 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -660353.687500 Penalty: 4413.792480 Iteration 10Q: 3 clusters Score -660353.7 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -660468.000000 Penalty: 4413.792480 Iteration 11Q: 3 clusters Score -660468 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -660566.312500 Penalty: 4413.792480 Iteration 12Q: 3 clusters Score -660566.3 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -660648.250000 Penalty: 4413.792480 Iteration 13Q: 3 clusters Score -660648.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -660706.625000 Penalty: 4413.792480 Iteration 14Q: 3 clusters Score -660706.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -660772.562500 Penalty: 4413.792480 Iteration 15Q: 3 clusters Score -660772.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -660839.937500 Penalty: 4413.792480 Iteration 16Q: 3 clusters Score -660839.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -660906.062500 Penalty: 4413.792480 Iteration 17Q: 3 clusters Score -660906.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -660960.750000 Penalty: 4413.792480 Iteration 18Q: 3 clusters Score -660960.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -661012.500000 Penalty: 4413.792480 Iteration 19Q: 3 clusters Score -661012.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -661053.562500 Penalty: 4413.792480 Iteration 20F: 3 clusters Score -661053.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -661084.937500 Penalty: 4413.792480 Iteration 21Q: 3 clusters Score -661084.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -661117.562500 Penalty: 4413.792480 Iteration 22Q: 3 clusters Score -661117.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -661142.687500 Penalty: 4413.792480 Iteration 23Q: 3 clusters Score -661142.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -661170.375000 Penalty: 4413.792480 Iteration 24Q: 3 clusters Score -661170.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -661188.500000 Penalty: 4413.792480 Iteration 25Q: 3 clusters Score -661188.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -661204.937500 Penalty: 4413.792480 Iteration 26Q: 3 clusters Score -661204.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -661216.750000 Penalty: 4413.792480 Iteration 27Q: 3 clusters Score -661216.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -661229.937500 Penalty: 4413.792480 Iteration 28Q: 3 clusters Score -661229.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -661240.812500 Penalty: 4413.792480 Iteration 29Q: 3 clusters Score -661240.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -661248.875000 Penalty: 4413.792480 Iteration 30Q: 3 clusters Score -661248.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -661254.625000 Penalty: 4413.792480 Iteration 31Q: 3 clusters Score -661254.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -661264.000000 Penalty: 4413.792480 Iteration 32Q: 3 clusters Score -661264 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -661272.187500 Penalty: 4413.792480 Iteration 33Q: 3 clusters Score -661272.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -661280.687500 Penalty: 4413.792480 Iteration 34Q: 3 clusters Score -661280.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -661283.000000 Penalty: 4413.792480 Iteration 35Q: 3 clusters Score -661283 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -661289.875000 Penalty: 4413.792480 Iteration 36Q: 3 clusters Score -661289.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -661296.687500 Penalty: 4413.792480 Iteration 37Q: 3 clusters Score -661296.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -661308.875000 Penalty: 4413.792480 Iteration 38Q: 3 clusters Score -661308.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -661320.750000 Penalty: 4413.792480 Iteration 39Q: 3 clusters Score -661320.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -661331.625000 Penalty: 4413.792480 Iteration 40F: 3 clusters Score -661331.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -661340.875000 Penalty: 4413.792480 Iteration 41Q: 3 clusters Score -661340.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -661350.187500 Penalty: 4413.792480 Iteration 42Q: 3 clusters Score -661350.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -661357.062500 Penalty: 4413.792480 Iteration 43Q: 3 clusters Score -661357.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -661365.375000 Penalty: 4413.792480 Iteration 44Q: 3 clusters Score -661365.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -661373.312500 Penalty: 4413.792480 Iteration 45Q: 3 clusters Score -661373.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -661381.312500 Penalty: 4413.792480 Iteration 46Q: 3 clusters Score -661381.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -661387.250000 Penalty: 4413.792480 Iteration 47Q: 3 clusters Score -661387.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -661396.187500 Penalty: 4413.792480 Iteration 48Q: 3 clusters Score -661396.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -661406.750000 Penalty: 4413.792480 Iteration 49Q: 3 clusters Score -661406.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -661409.000000 Penalty: 4413.792480 Iteration 50Q: 3 clusters Score -661409 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -661412.875000 Penalty: 4413.792480 Iteration 51Q: 3 clusters Score -661412.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -661419.812500 Penalty: 4413.792480 Iteration 52Q: 3 clusters Score -661419.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -661420.937500 Penalty: 4413.792480 Iteration 53Q: 3 clusters Score -661420.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -661427.562500 Penalty: 4413.792480 Iteration 54Q: 3 clusters Score -661427.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -661432.000000 Penalty: 4413.792480 Iteration 55Q: 3 clusters Score -661432 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -661440.750000 Penalty: 4413.792480 Iteration 56Q: 3 clusters Score -661440.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -661445.875000 Penalty: 4413.792480 Iteration 57Q: 3 clusters Score -661445.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -661451.187500 Penalty: 4413.792480 Iteration 58Q: 3 clusters Score -661451.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -661455.562500 Penalty: 4413.792480 Iteration 59Q: 3 clusters Score -661455.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -661463.000000 Penalty: 4413.792480 Iteration 60F: 3 clusters Score -661463 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -661468.187500 Penalty: 4413.792480 Iteration 61Q: 3 clusters Score -661468.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -661472.562500 Penalty: 4413.792480 Iteration 62Q: 3 clusters Score -661472.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -661476.250000 Penalty: 4413.792480 Iteration 63Q: 3 clusters Score -661476.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -661479.437500 Penalty: 4413.792480 Iteration 64Q: 3 clusters Score -661479.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -661481.687500 Penalty: 4413.792480 Iteration 65Q: 3 clusters Score -661481.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -661482.937500 Penalty: 4413.792480 Iteration 66Q: 3 clusters Score -661482.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -661484.187500 Penalty: 4413.792480 Iteration 67Q: 3 clusters Score -661484.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -661484.187500 Penalty: 4413.792480 Iteration 68F: 3 clusters Score -661484.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1400 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Entering Unmasked Estep Score: -115703.171875 Penalty: 1796.568359 Iteration 0F: 2 clusters Score -115703.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -113501.125000 Penalty: 3593.136719 Iteration 0F: 3 clusters Score -113501.1 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -113966.164062 Penalty: 3593.136719 Iteration 1F: 3 clusters Score -113966.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -114116.664062 Penalty: 3593.136719 Iteration 2F: 3 clusters Score -114116.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -114207.789062 Penalty: 3593.136719 Iteration 3Q: 3 clusters Score -114207.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -114288.210938 Penalty: 3593.136719 Iteration 4Q: 3 clusters Score -114288.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -114342.585938 Penalty: 3593.136719 Iteration 5Q: 3 clusters Score -114342.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -114419.687500 Penalty: 3593.136719 Iteration 6Q: 3 clusters Score -114419.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -114500.460938 Penalty: 3593.136719 Iteration 7Q: 3 clusters Score -114500.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -114623.679688 Penalty: 3593.136719 Iteration 8Q: 3 clusters Score -114623.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -114766.250000 Penalty: 3593.136719 Iteration 9Q: 3 clusters Score -114766.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -114986.789062 Penalty: 3593.136719 Iteration 10Q: 3 clusters Score -114986.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -115323.960938 Penalty: 3593.136719 Iteration 11Q: 3 clusters Score -115324 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -115590.351562 Penalty: 3593.136719 Iteration 12Q: 3 clusters Score -115590.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -115689.609375 Penalty: 3593.136719 Iteration 13Q: 3 clusters Score -115689.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -115787.000000 Penalty: 3593.136719 Iteration 14Q: 3 clusters Score -115787 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -115869.460938 Penalty: 3593.136719 Iteration 15Q: 3 clusters Score -115869.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -115942.625000 Penalty: 3593.136719 Iteration 16Q: 3 clusters Score -115942.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -115978.992188 Penalty: 3593.136719 Iteration 17Q: 3 clusters Score -115979 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -115999.875000 Penalty: 3593.136719 Iteration 18Q: 3 clusters Score -115999.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -116021.031250 Penalty: 3593.136719 Iteration 19Q: 3 clusters Score -116021 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -116061.429688 Penalty: 3593.136719 Iteration 20F: 3 clusters Score -116061.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -116083.164062 Penalty: 3593.136719 Iteration 21Q: 3 clusters Score -116083.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -116088.257812 Penalty: 3593.136719 Iteration 22Q: 3 clusters Score -116088.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -116088.257812 Penalty: 3593.136719 Iteration 23F: 3 clusters Score -116088.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31628 members Mstep: Class 2 contains 306606 members Mstep: Class 3 contains 7323 members Mstep: Class 4 contains 871 members Mstep: Class 5 contains 10009 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3082 members Mstep: Class 8 contains 5319 members Mstep: Class 9 contains 14965 members Mstep: Class 10 contains 67541 members Mstep: Class 11 contains 6806 members Mstep: Class 12 contains 12502 members Mstep: Class 13 contains 4614 members Mstep: Class 14 contains 1565 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 10199 members Mstep: Class 17 contains 529 members Mstep: Class 18 contains 12099 members Mstep: Class 21 contains 273175 members Mstep: Class 22 contains 4329 members Entering Unmasked Estep Score: -68880024.000000 Penalty: 67260.070312 Splitting cluster 4 changes total score from -68881304.000000 to -68880024.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (10009 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10009 members Entering Unmasked Estep Score: -824986.187500 Penalty: 2284.387451 Iteration 0F: 2 clusters Score -824986.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -817308.375000 Penalty: 4568.774902 Iteration 0F: 3 clusters Score -817308.4 nChanged 4173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -819528.812500 Penalty: 4568.774902 Iteration 1F: 3 clusters Score -819528.8 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4714 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -819908.000000 Penalty: 4568.774902 Iteration 2F: 3 clusters Score -819908 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -820219.250000 Penalty: 4568.774902 Iteration 3F: 3 clusters Score -820219.2 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 5581 members Entering Unmasked Estep Score: -820467.875000 Penalty: 4568.774902 Iteration 4F: 3 clusters Score -820467.9 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -820708.312500 Penalty: 4568.774902 Iteration 5Q: 3 clusters Score -820708.3 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -820943.125000 Penalty: 4568.774902 Iteration 6Q: 3 clusters Score -820943.1 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 6235 members Entering Unmasked Estep Score: -821171.312500 Penalty: 4568.774902 Iteration 7Q: 3 clusters Score -821171.3 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 6499 members Entering Unmasked Estep Score: -821407.625000 Penalty: 4568.774902 Iteration 8Q: 3 clusters Score -821407.6 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 6754 members Entering Unmasked Estep Score: -821623.187500 Penalty: 4568.774902 Iteration 9Q: 3 clusters Score -821623.2 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 6998 members Entering Unmasked Estep Score: -821824.937500 Penalty: 4568.774902 Iteration 10Q: 3 clusters Score -821824.9 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -822016.625000 Penalty: 4568.774902 Iteration 11Q: 3 clusters Score -822016.6 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 7421 members Entering Unmasked Estep Score: -822171.687500 Penalty: 4568.774902 Iteration 12Q: 3 clusters Score -822171.7 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -822288.750000 Penalty: 4568.774902 Iteration 13Q: 3 clusters Score -822288.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 7729 members Entering Unmasked Estep Score: -822383.500000 Penalty: 4568.774902 Iteration 14Q: 3 clusters Score -822383.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 7863 members Entering Unmasked Estep Score: -822463.875000 Penalty: 4568.774902 Iteration 15Q: 3 clusters Score -822463.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 7981 members Entering Unmasked Estep Score: -822534.625000 Penalty: 4568.774902 Iteration 16Q: 3 clusters Score -822534.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 8088 members Entering Unmasked Estep Score: -822593.812500 Penalty: 4568.774902 Iteration 17Q: 3 clusters Score -822593.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 8193 members Entering Unmasked Estep Score: -822648.000000 Penalty: 4568.774902 Iteration 18Q: 3 clusters Score -822648 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 8282 members Entering Unmasked Estep Score: -822694.625000 Penalty: 4568.774902 Iteration 19Q: 3 clusters Score -822694.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 8364 members Entering Unmasked Estep Score: -822734.812500 Penalty: 4568.774902 Iteration 20F: 3 clusters Score -822734.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 8452 members Entering Unmasked Estep Score: -822774.625000 Penalty: 4568.774902 Iteration 21Q: 3 clusters Score -822774.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 8522 members Entering Unmasked Estep Score: -822805.125000 Penalty: 4568.774902 Iteration 22Q: 3 clusters Score -822805.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 8583 members Entering Unmasked Estep Score: -822833.500000 Penalty: 4568.774902 Iteration 23Q: 3 clusters Score -822833.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 8630 members Entering Unmasked Estep Score: -822857.312500 Penalty: 4568.774902 Iteration 24Q: 3 clusters Score -822857.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 8683 members Entering Unmasked Estep Score: -822882.062500 Penalty: 4568.774902 Iteration 25Q: 3 clusters Score -822882.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 8726 members Entering Unmasked Estep Score: -822900.562500 Penalty: 4568.774902 Iteration 26Q: 3 clusters Score -822900.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 8761 members Entering Unmasked Estep Score: -822914.937500 Penalty: 4568.774902 Iteration 27Q: 3 clusters Score -822914.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 8792 members Entering Unmasked Estep Score: -822929.375000 Penalty: 4568.774902 Iteration 28Q: 3 clusters Score -822929.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 8824 members Entering Unmasked Estep Score: -822942.750000 Penalty: 4568.774902 Iteration 29Q: 3 clusters Score -822942.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 8853 members Entering Unmasked Estep Score: -822953.937500 Penalty: 4568.774902 Iteration 30Q: 3 clusters Score -822953.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 8878 members Entering Unmasked Estep Score: -822964.812500 Penalty: 4568.774902 Iteration 31Q: 3 clusters Score -822964.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 8910 members Entering Unmasked Estep Score: -822980.562500 Penalty: 4568.774902 Iteration 32Q: 3 clusters Score -822980.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 8936 members Entering Unmasked Estep Score: -822990.312500 Penalty: 4568.774902 Iteration 33Q: 3 clusters Score -822990.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 8959 members Entering Unmasked Estep Score: -822999.562500 Penalty: 4568.774902 Iteration 34Q: 3 clusters Score -822999.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 8984 members Entering Unmasked Estep Score: -823012.250000 Penalty: 4568.774902 Iteration 35Q: 3 clusters Score -823012.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 9020 members Entering Unmasked Estep Score: -823025.125000 Penalty: 4568.774902 Iteration 36Q: 3 clusters Score -823025.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 9050 members Entering Unmasked Estep Score: -823039.187500 Penalty: 4568.774902 Iteration 37Q: 3 clusters Score -823039.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 9081 members Entering Unmasked Estep Score: -823055.500000 Penalty: 4568.774902 Iteration 38Q: 3 clusters Score -823055.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 9117 members Entering Unmasked Estep Score: -823082.937500 Penalty: 4568.774902 Iteration 39Q: 3 clusters Score -823082.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 9161 members Entering Unmasked Estep Score: -823111.375000 Penalty: 4568.774902 Iteration 40F: 3 clusters Score -823111.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 9194 members Entering Unmasked Estep Score: -823133.500000 Penalty: 4568.774902 Iteration 41Q: 3 clusters Score -823133.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 9226 members Entering Unmasked Estep Score: -823154.187500 Penalty: 4568.774902 Iteration 42Q: 3 clusters Score -823154.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 9254 members Entering Unmasked Estep Score: -823175.562500 Penalty: 4568.774902 Iteration 43Q: 3 clusters Score -823175.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 9284 members Entering Unmasked Estep Score: -823191.875000 Penalty: 4568.774902 Iteration 44Q: 3 clusters Score -823191.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 9304 members Entering Unmasked Estep Score: -823204.562500 Penalty: 4568.774902 Iteration 45Q: 3 clusters Score -823204.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 9317 members Entering Unmasked Estep Score: -823212.125000 Penalty: 4568.774902 Iteration 46Q: 3 clusters Score -823212.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 9327 members Entering Unmasked Estep Score: -823222.125000 Penalty: 4568.774902 Iteration 47Q: 3 clusters Score -823222.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 9336 members Entering Unmasked Estep Score: -823226.875000 Penalty: 4568.774902 Iteration 48Q: 3 clusters Score -823226.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 9341 members Entering Unmasked Estep Score: -823231.437500 Penalty: 4568.774902 Iteration 49Q: 3 clusters Score -823231.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 9347 members Entering Unmasked Estep Score: -823232.625000 Penalty: 4568.774902 Iteration 50Q: 3 clusters Score -823232.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 9350 members Entering Unmasked Estep Score: -823234.375000 Penalty: 4568.774902 Iteration 51Q: 3 clusters Score -823234.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 9352 members Entering Unmasked Estep Score: -823235.187500 Penalty: 4568.774902 Iteration 52Q: 3 clusters Score -823235.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 9354 members Entering Unmasked Estep Score: -823237.250000 Penalty: 4568.774902 Iteration 53Q: 3 clusters Score -823237.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 9354 members Entering Unmasked Estep Score: -823237.250000 Penalty: 4568.774902 Iteration 54F: 3 clusters Score -823237.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1287 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Entering Unmasked Estep Score: -106514.531250 Penalty: 1775.697144 Iteration 0F: 2 clusters Score -106514.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -104385.421875 Penalty: 3551.394287 Iteration 0F: 3 clusters Score -104385.4 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -104813.468750 Penalty: 3551.394287 Iteration 1F: 3 clusters Score -104813.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -104989.039062 Penalty: 3551.394287 Iteration 2F: 3 clusters Score -104989 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -105105.632812 Penalty: 3551.394287 Iteration 3Q: 3 clusters Score -105105.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -105208.359375 Penalty: 3551.394287 Iteration 4Q: 3 clusters Score -105208.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -105325.765625 Penalty: 3551.394287 Iteration 5Q: 3 clusters Score -105325.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -105418.382812 Penalty: 3551.394287 Iteration 6Q: 3 clusters Score -105418.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -105484.250000 Penalty: 3551.394287 Iteration 7Q: 3 clusters Score -105484.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -105540.335938 Penalty: 3551.394287 Iteration 8Q: 3 clusters Score -105540.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -105588.828125 Penalty: 3551.394287 Iteration 9Q: 3 clusters Score -105588.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -105647.976562 Penalty: 3551.394287 Iteration 10Q: 3 clusters Score -105648 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -105732.867188 Penalty: 3551.394287 Iteration 11Q: 3 clusters Score -105732.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -105859.851562 Penalty: 3551.394287 Iteration 12Q: 3 clusters Score -105859.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -105975.359375 Penalty: 3551.394287 Iteration 13Q: 3 clusters Score -105975.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -106179.757812 Penalty: 3551.394287 Iteration 14Q: 3 clusters Score -106179.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -106430.187500 Penalty: 3551.394287 Iteration 15Q: 3 clusters Score -106430.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -106520.796875 Penalty: 3551.394287 Iteration 16Q: 3 clusters Score -106520.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -106542.593750 Penalty: 3551.394287 Iteration 17Q: 3 clusters Score -106542.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -106544.500000 Penalty: 3551.394287 Iteration 18Q: 3 clusters Score -106544.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -106544.500000 Penalty: 3551.394287 Iteration 19F: 3 clusters Score -106544.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31628 members Mstep: Class 2 contains 306606 members Mstep: Class 3 contains 7323 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10009 members Mstep: Class 6 contains 548 members Mstep: Class 7 contains 3082 members Mstep: Class 8 contains 5319 members Mstep: Class 9 contains 14965 members Mstep: Class 10 contains 67541 members Mstep: Class 11 contains 6806 members Mstep: Class 12 contains 12502 members Mstep: Class 13 contains 4614 members Mstep: Class 14 contains 1565 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 10199 members Mstep: Class 17 contains 739 members Mstep: Class 18 contains 12099 members Mstep: Class 21 contains 273175 members Mstep: Class 22 contains 4329 members Entering Unmasked Estep Score: -68879792.000000 Penalty: 67260.070312 Splitting cluster 6 changes total score from -68881304.000000 to -68879792.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (3082 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Entering Unmasked Estep Score: -265466.343750 Penalty: 1992.266724 Iteration 0F: 2 clusters Score -265466.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -262169.906250 Penalty: 3984.533447 Iteration 0F: 3 clusters Score -262169.9 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -262900.093750 Penalty: 3984.533447 Iteration 1F: 3 clusters Score -262900.1 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -263147.093750 Penalty: 3984.533447 Iteration 2F: 3 clusters Score -263147.1 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -263350.718750 Penalty: 3984.533447 Iteration 3F: 3 clusters Score -263350.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -263534.843750 Penalty: 3984.533447 Iteration 4F: 3 clusters Score -263534.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -263692.656250 Penalty: 3984.533447 Iteration 5Q: 3 clusters Score -263692.7 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -263828.000000 Penalty: 3984.533447 Iteration 6Q: 3 clusters Score -263828 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -263946.218750 Penalty: 3984.533447 Iteration 7Q: 3 clusters Score -263946.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -264051.312500 Penalty: 3984.533447 Iteration 8Q: 3 clusters Score -264051.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -264168.250000 Penalty: 3984.533447 Iteration 9Q: 3 clusters Score -264168.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -264285.312500 Penalty: 3984.533447 Iteration 10Q: 3 clusters Score -264285.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -264345.625000 Penalty: 3984.533447 Iteration 11Q: 3 clusters Score -264345.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -264397.281250 Penalty: 3984.533447 Iteration 12Q: 3 clusters Score -264397.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -264435.593750 Penalty: 3984.533447 Iteration 13Q: 3 clusters Score -264435.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -264461.343750 Penalty: 3984.533447 Iteration 14Q: 3 clusters Score -264461.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -264480.750000 Penalty: 3984.533447 Iteration 15Q: 3 clusters Score -264480.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -264498.218750 Penalty: 3984.533447 Iteration 16Q: 3 clusters Score -264498.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -264511.500000 Penalty: 3984.533447 Iteration 17Q: 3 clusters Score -264511.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -264518.250000 Penalty: 3984.533447 Iteration 18Q: 3 clusters Score -264518.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -264524.062500 Penalty: 3984.533447 Iteration 19Q: 3 clusters Score -264524.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -264526.437500 Penalty: 3984.533447 Iteration 20F: 3 clusters Score -264526.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -264528.937500 Penalty: 3984.533447 Iteration 21Q: 3 clusters Score -264528.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -264532.687500 Penalty: 3984.533447 Iteration 22Q: 3 clusters Score -264532.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -264534.437500 Penalty: 3984.533447 Iteration 23Q: 3 clusters Score -264534.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -264535.218750 Penalty: 3984.533447 Iteration 24Q: 3 clusters Score -264535.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -264536.531250 Penalty: 3984.533447 Iteration 25Q: 3 clusters Score -264536.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -264538.000000 Penalty: 3984.533447 Iteration 26Q: 3 clusters Score -264538 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -264538.000000 Penalty: 3984.533447 Iteration 27F: 3 clusters Score -264538 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (5319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Entering Unmasked Estep Score: -453674.093750 Penalty: 2127.602051 Iteration 0F: 2 clusters Score -453674.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -448941.718750 Penalty: 4255.204102 Iteration 0F: 3 clusters Score -448941.7 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -450086.843750 Penalty: 4255.204102 Iteration 1F: 3 clusters Score -450086.8 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -450315.250000 Penalty: 4255.204102 Iteration 2F: 3 clusters Score -450315.2 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -450458.781250 Penalty: 4255.204102 Iteration 3F: 3 clusters Score -450458.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -450572.250000 Penalty: 4255.204102 Iteration 4Q: 3 clusters Score -450572.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -450667.531250 Penalty: 4255.204102 Iteration 5Q: 3 clusters Score -450667.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -450748.781250 Penalty: 4255.204102 Iteration 6Q: 3 clusters Score -450748.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -450806.906250 Penalty: 4255.204102 Iteration 7Q: 3 clusters Score -450806.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -450853.531250 Penalty: 4255.204102 Iteration 8Q: 3 clusters Score -450853.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -450894.281250 Penalty: 4255.204102 Iteration 9Q: 3 clusters Score -450894.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -450931.218750 Penalty: 4255.204102 Iteration 10Q: 3 clusters Score -450931.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -450959.875000 Penalty: 4255.204102 Iteration 11Q: 3 clusters Score -450959.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -450990.687500 Penalty: 4255.204102 Iteration 12Q: 3 clusters Score -450990.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -451023.500000 Penalty: 4255.204102 Iteration 13Q: 3 clusters Score -451023.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -451053.500000 Penalty: 4255.204102 Iteration 14Q: 3 clusters Score -451053.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -451089.843750 Penalty: 4255.204102 Iteration 15Q: 3 clusters Score -451089.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -451128.562500 Penalty: 4255.204102 Iteration 16Q: 3 clusters Score -451128.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -451159.781250 Penalty: 4255.204102 Iteration 17Q: 3 clusters Score -451159.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -451191.687500 Penalty: 4255.204102 Iteration 18Q: 3 clusters Score -451191.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -451226.406250 Penalty: 4255.204102 Iteration 19Q: 3 clusters Score -451226.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -451260.156250 Penalty: 4255.204102 Iteration 20F: 3 clusters Score -451260.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -451301.125000 Penalty: 4255.204102 Iteration 21Q: 3 clusters Score -451301.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -451334.437500 Penalty: 4255.204102 Iteration 22Q: 3 clusters Score -451334.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -451376.562500 Penalty: 4255.204102 Iteration 23Q: 3 clusters Score -451376.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -451414.500000 Penalty: 4255.204102 Iteration 24Q: 3 clusters Score -451414.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -451460.375000 Penalty: 4255.204102 Iteration 25Q: 3 clusters Score -451460.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -451507.187500 Penalty: 4255.204102 Iteration 26Q: 3 clusters Score -451507.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -451551.500000 Penalty: 4255.204102 Iteration 27Q: 3 clusters Score -451551.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -451585.062500 Penalty: 4255.204102 Iteration 28Q: 3 clusters Score -451585.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -451605.656250 Penalty: 4255.204102 Iteration 29Q: 3 clusters Score -451605.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -451622.812500 Penalty: 4255.204102 Iteration 30Q: 3 clusters Score -451622.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -451642.437500 Penalty: 4255.204102 Iteration 31Q: 3 clusters Score -451642.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -451657.187500 Penalty: 4255.204102 Iteration 32Q: 3 clusters Score -451657.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -451672.218750 Penalty: 4255.204102 Iteration 33Q: 3 clusters Score -451672.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -451688.312500 Penalty: 4255.204102 Iteration 34Q: 3 clusters Score -451688.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -451709.125000 Penalty: 4255.204102 Iteration 35Q: 3 clusters Score -451709.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -451728.250000 Penalty: 4255.204102 Iteration 36Q: 3 clusters Score -451728.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -451750.250000 Penalty: 4255.204102 Iteration 37Q: 3 clusters Score -451750.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -451778.093750 Penalty: 4255.204102 Iteration 38Q: 3 clusters Score -451778.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -451799.500000 Penalty: 4255.204102 Iteration 39Q: 3 clusters Score -451799.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -451818.062500 Penalty: 4255.204102 Iteration 40F: 3 clusters Score -451818.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -451832.281250 Penalty: 4255.204102 Iteration 41Q: 3 clusters Score -451832.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -451844.656250 Penalty: 4255.204102 Iteration 42Q: 3 clusters Score -451844.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -451855.500000 Penalty: 4255.204102 Iteration 43Q: 3 clusters Score -451855.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -451873.875000 Penalty: 4255.204102 Iteration 44Q: 3 clusters Score -451873.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -451883.531250 Penalty: 4255.204102 Iteration 45Q: 3 clusters Score -451883.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -451891.218750 Penalty: 4255.204102 Iteration 46Q: 3 clusters Score -451891.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -451900.281250 Penalty: 4255.204102 Iteration 47Q: 3 clusters Score -451900.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -451914.843750 Penalty: 4255.204102 Iteration 48Q: 3 clusters Score -451914.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -451927.281250 Penalty: 4255.204102 Iteration 49Q: 3 clusters Score -451927.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -451937.562500 Penalty: 4255.204102 Iteration 50Q: 3 clusters Score -451937.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -451943.750000 Penalty: 4255.204102 Iteration 51Q: 3 clusters Score -451943.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -451951.093750 Penalty: 4255.204102 Iteration 52Q: 3 clusters Score -451951.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -451961.031250 Penalty: 4255.204102 Iteration 53Q: 3 clusters Score -451961 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -451971.937500 Penalty: 4255.204102 Iteration 54Q: 3 clusters Score -451971.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -451976.250000 Penalty: 4255.204102 Iteration 55Q: 3 clusters Score -451976.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -451979.718750 Penalty: 4255.204102 Iteration 56Q: 3 clusters Score -451979.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -451980.281250 Penalty: 4255.204102 Iteration 57Q: 3 clusters Score -451980.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -451982.000000 Penalty: 4255.204102 Iteration 58Q: 3 clusters Score -451982 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -451982.000000 Penalty: 4255.204102 Iteration 59F: 3 clusters Score -451982 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (14965 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14965 members Entering Unmasked Estep Score: -1378435.000000 Penalty: 2384.140381 Iteration 0F: 2 clusters Score -1378435 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7498 members Mstep: Class 2 contains 7467 members Entering Unmasked Estep Score: -1367593.125000 Penalty: 4768.280762 Iteration 0F: 3 clusters Score -1367593 nChanged 6464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7586 members Mstep: Class 2 contains 7379 members Entering Unmasked Estep Score: -1371054.125000 Penalty: 4768.280762 Iteration 1F: 3 clusters Score -1371054 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7601 members Mstep: Class 2 contains 7364 members Entering Unmasked Estep Score: -1371375.375000 Penalty: 4768.280762 Iteration 2F: 3 clusters Score -1371375 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7631 members Mstep: Class 2 contains 7334 members Entering Unmasked Estep Score: -1371606.000000 Penalty: 4768.280762 Iteration 3Q: 3 clusters Score -1371606 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7629 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -1371806.875000 Penalty: 4768.280762 Iteration 4Q: 3 clusters Score -1371807 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7621 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -1371999.000000 Penalty: 4768.280762 Iteration 5Q: 3 clusters Score -1371999 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7606 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -1372144.750000 Penalty: 4768.280762 Iteration 6Q: 3 clusters Score -1372145 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7567 members Mstep: Class 2 contains 7398 members Entering Unmasked Estep Score: -1372282.125000 Penalty: 4768.280762 Iteration 7Q: 3 clusters Score -1372282 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7493 members Mstep: Class 2 contains 7472 members Entering Unmasked Estep Score: -1372416.250000 Penalty: 4768.280762 Iteration 8Q: 3 clusters Score -1372416 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7410 members Mstep: Class 2 contains 7555 members Entering Unmasked Estep Score: -1372543.625000 Penalty: 4768.280762 Iteration 9Q: 3 clusters Score -1372544 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7312 members Mstep: Class 2 contains 7653 members Entering Unmasked Estep Score: -1372664.125000 Penalty: 4768.280762 Iteration 10Q: 3 clusters Score -1372664 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7181 members Mstep: Class 2 contains 7784 members Entering Unmasked Estep Score: -1372786.625000 Penalty: 4768.280762 Iteration 11Q: 3 clusters Score -1372787 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7043 members Mstep: Class 2 contains 7922 members Entering Unmasked Estep Score: -1372898.500000 Penalty: 4768.280762 Iteration 12Q: 3 clusters Score -1372898 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6877 members Mstep: Class 2 contains 8088 members Entering Unmasked Estep Score: -1373021.250000 Penalty: 4768.280762 Iteration 13Q: 3 clusters Score -1373021 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 8303 members Entering Unmasked Estep Score: -1373149.750000 Penalty: 4768.280762 Iteration 14Q: 3 clusters Score -1373150 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6386 members Mstep: Class 2 contains 8579 members Entering Unmasked Estep Score: -1373300.500000 Penalty: 4768.280762 Iteration 15Q: 3 clusters Score -1373300 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 8885 members Entering Unmasked Estep Score: -1373467.500000 Penalty: 4768.280762 Iteration 16Q: 3 clusters Score -1373468 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5742 members Mstep: Class 2 contains 9223 members Entering Unmasked Estep Score: -1373649.750000 Penalty: 4768.280762 Iteration 17Q: 3 clusters Score -1373650 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 9596 members Entering Unmasked Estep Score: -1373861.250000 Penalty: 4768.280762 Iteration 18Q: 3 clusters Score -1373861 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 10001 members Entering Unmasked Estep Score: -1374088.000000 Penalty: 4768.280762 Iteration 19Q: 3 clusters Score -1374088 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 10431 members Entering Unmasked Estep Score: -1374366.000000 Penalty: 4768.280762 Iteration 20F: 3 clusters Score -1374366 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 10868 members Entering Unmasked Estep Score: -1374655.625000 Penalty: 4768.280762 Iteration 21Q: 3 clusters Score -1374656 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 11293 members Entering Unmasked Estep Score: -1374916.000000 Penalty: 4768.280762 Iteration 22Q: 3 clusters Score -1374916 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 11662 members Entering Unmasked Estep Score: -1375154.375000 Penalty: 4768.280762 Iteration 23Q: 3 clusters Score -1375154 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 12016 members Entering Unmasked Estep Score: -1375370.625000 Penalty: 4768.280762 Iteration 24Q: 3 clusters Score -1375371 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 12324 members Entering Unmasked Estep Score: -1375567.250000 Penalty: 4768.280762 Iteration 25Q: 3 clusters Score -1375567 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 12618 members Entering Unmasked Estep Score: -1375734.875000 Penalty: 4768.280762 Iteration 26Q: 3 clusters Score -1375735 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 12859 members Entering Unmasked Estep Score: -1375888.875000 Penalty: 4768.280762 Iteration 27Q: 3 clusters Score -1375889 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 13081 members Entering Unmasked Estep Score: -1376020.000000 Penalty: 4768.280762 Iteration 28Q: 3 clusters Score -1376020 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 13272 members Entering Unmasked Estep Score: -1376131.250000 Penalty: 4768.280762 Iteration 29Q: 3 clusters Score -1376131 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 13422 members Entering Unmasked Estep Score: -1376223.125000 Penalty: 4768.280762 Iteration 30Q: 3 clusters Score -1376223 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 13549 members Entering Unmasked Estep Score: -1376304.250000 Penalty: 4768.280762 Iteration 31Q: 3 clusters Score -1376304 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 13663 members Entering Unmasked Estep Score: -1376376.750000 Penalty: 4768.280762 Iteration 32Q: 3 clusters Score -1376377 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 13765 members Entering Unmasked Estep Score: -1376443.125000 Penalty: 4768.280762 Iteration 33Q: 3 clusters Score -1376443 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 13849 members Entering Unmasked Estep Score: -1376491.375000 Penalty: 4768.280762 Iteration 34Q: 3 clusters Score -1376491 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 13927 members Entering Unmasked Estep Score: -1376530.875000 Penalty: 4768.280762 Iteration 35Q: 3 clusters Score -1376531 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 13986 members Entering Unmasked Estep Score: -1376560.500000 Penalty: 4768.280762 Iteration 36Q: 3 clusters Score -1376560 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 14033 members Entering Unmasked Estep Score: -1376584.000000 Penalty: 4768.280762 Iteration 37Q: 3 clusters Score -1376584 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 14067 members Entering Unmasked Estep Score: -1376594.625000 Penalty: 4768.280762 Iteration 38Q: 3 clusters Score -1376595 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 14087 members Entering Unmasked Estep Score: -1376609.375000 Penalty: 4768.280762 Iteration 39Q: 3 clusters Score -1376609 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 14107 members Entering Unmasked Estep Score: -1376618.125000 Penalty: 4768.280762 Iteration 40F: 3 clusters Score -1376618 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 14124 members Entering Unmasked Estep Score: -1376621.375000 Penalty: 4768.280762 Iteration 41Q: 3 clusters Score -1376621 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 14135 members Entering Unmasked Estep Score: -1376628.125000 Penalty: 4768.280762 Iteration 42Q: 3 clusters Score -1376628 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 14150 members Entering Unmasked Estep Score: -1376638.125000 Penalty: 4768.280762 Iteration 43Q: 3 clusters Score -1376638 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 14164 members Entering Unmasked Estep Score: -1376648.875000 Penalty: 4768.280762 Iteration 44Q: 3 clusters Score -1376649 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 14175 members Entering Unmasked Estep Score: -1376650.125000 Penalty: 4768.280762 Iteration 45Q: 3 clusters Score -1376650 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 14190 members Entering Unmasked Estep Score: -1376660.625000 Penalty: 4768.280762 Iteration 46Q: 3 clusters Score -1376661 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 14203 members Entering Unmasked Estep Score: -1376666.000000 Penalty: 4768.280762 Iteration 47Q: 3 clusters Score -1376666 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 14219 members Entering Unmasked Estep Score: -1376678.500000 Penalty: 4768.280762 Iteration 48Q: 3 clusters Score -1376678 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 14234 members Entering Unmasked Estep Score: -1376681.625000 Penalty: 4768.280762 Iteration 49Q: 3 clusters Score -1376682 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 14245 members Entering Unmasked Estep Score: -1376688.125000 Penalty: 4768.280762 Iteration 50Q: 3 clusters Score -1376688 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 14255 members Entering Unmasked Estep Score: -1376692.000000 Penalty: 4768.280762 Iteration 51Q: 3 clusters Score -1376692 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 14270 members Entering Unmasked Estep Score: -1376700.250000 Penalty: 4768.280762 Iteration 52Q: 3 clusters Score -1376700 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 14285 members Entering Unmasked Estep Score: -1376712.500000 Penalty: 4768.280762 Iteration 53Q: 3 clusters Score -1376712 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 14292 members Entering Unmasked Estep Score: -1376716.625000 Penalty: 4768.280762 Iteration 54Q: 3 clusters Score -1376717 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 14300 members Entering Unmasked Estep Score: -1376721.250000 Penalty: 4768.280762 Iteration 55Q: 3 clusters Score -1376721 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 14311 members Entering Unmasked Estep Score: -1376731.375000 Penalty: 4768.280762 Iteration 56Q: 3 clusters Score -1376731 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 14318 members Entering Unmasked Estep Score: -1376737.875000 Penalty: 4768.280762 Iteration 57Q: 3 clusters Score -1376738 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 14327 members Entering Unmasked Estep Score: -1376745.500000 Penalty: 4768.280762 Iteration 58Q: 3 clusters Score -1376746 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 14333 members Entering Unmasked Estep Score: -1376746.750000 Penalty: 4768.280762 Iteration 59Q: 3 clusters Score -1376747 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 14341 members Entering Unmasked Estep Score: -1376752.875000 Penalty: 4768.280762 Iteration 60F: 3 clusters Score -1376753 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 14350 members Entering Unmasked Estep Score: -1376760.500000 Penalty: 4768.280762 Iteration 61Q: 3 clusters Score -1376760 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 14356 members Entering Unmasked Estep Score: -1376766.750000 Penalty: 4768.280762 Iteration 62Q: 3 clusters Score -1376767 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 14362 members Entering Unmasked Estep Score: -1376772.125000 Penalty: 4768.280762 Iteration 63Q: 3 clusters Score -1376772 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 14370 members Entering Unmasked Estep Score: -1376779.125000 Penalty: 4768.280762 Iteration 64Q: 3 clusters Score -1376779 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 14383 members Entering Unmasked Estep Score: -1376792.500000 Penalty: 4768.280762 Iteration 65Q: 3 clusters Score -1376792 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 14399 members Entering Unmasked Estep Score: -1376816.125000 Penalty: 4768.280762 Iteration 66Q: 3 clusters Score -1376816 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 14416 members Entering Unmasked Estep Score: -1376840.000000 Penalty: 4768.280762 Iteration 67Q: 3 clusters Score -1376840 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 14429 members Entering Unmasked Estep Score: -1376875.250000 Penalty: 4768.280762 Iteration 68Q: 3 clusters Score -1376875 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 14443 members Entering Unmasked Estep Score: -1376923.875000 Penalty: 4768.280762 Iteration 69Q: 3 clusters Score -1376924 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 14455 members Entering Unmasked Estep Score: -1376976.000000 Penalty: 4768.280762 Iteration 70Q: 3 clusters Score -1376976 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 14459 members Entering Unmasked Estep Score: -1376994.375000 Penalty: 4768.280762 Iteration 71Q: 3 clusters Score -1376994 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 14457 members Entering Unmasked Estep Score: -1377017.750000 Penalty: 4768.280762 Iteration 72Q: 3 clusters Score -1377018 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 14456 members Entering Unmasked Estep Score: -1377028.750000 Penalty: 4768.280762 Iteration 73Q: 3 clusters Score -1377029 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 14445 members Entering Unmasked Estep Score: -1377036.750000 Penalty: 4768.280762 Iteration 74Q: 3 clusters Score -1377037 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 14442 members Entering Unmasked Estep Score: -1377045.875000 Penalty: 4768.280762 Iteration 75Q: 3 clusters Score -1377046 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 14442 members Entering Unmasked Estep Score: -1377046.750000 Penalty: 4768.280762 Iteration 76Q: 3 clusters Score -1377047 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 14443 members Entering Unmasked Estep Score: -1377047.250000 Penalty: 4768.280762 Iteration 77Q: 3 clusters Score -1377047 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 14444 members Entering Unmasked Estep Score: -1377050.750000 Penalty: 4768.280762 Iteration 78Q: 3 clusters Score -1377051 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 14446 members Entering Unmasked Estep Score: -1377052.375000 Penalty: 4768.280762 Iteration 79Q: 3 clusters Score -1377052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 14444 members Entering Unmasked Estep Score: -1377053.125000 Penalty: 4768.280762 Iteration 80F: 3 clusters Score -1377053 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (67541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67541 members Entering Unmasked Estep Score: -6085203.500000 Penalty: 2757.881592 Iteration 0F: 2 clusters Score -6085204 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33638 members Mstep: Class 2 contains 33903 members Entering Unmasked Estep Score: -6039853.000000 Penalty: 5515.763184 Iteration 0F: 3 clusters Score -6039853 nChanged 31579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32889 members Mstep: Class 2 contains 34652 members Entering Unmasked Estep Score: -6057585.000000 Penalty: 5515.763184 Iteration 1F: 3 clusters Score -6057585 nChanged 2365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32494 members Mstep: Class 2 contains 35047 members Entering Unmasked Estep Score: -6058182.000000 Penalty: 5515.763184 Iteration 2Q: 3 clusters Score -6058182 nChanged 2256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31882 members Mstep: Class 2 contains 35659 members Entering Unmasked Estep Score: -6058790.500000 Penalty: 5515.763184 Iteration 3Q: 3 clusters Score -6058790 nChanged 2377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31035 members Mstep: Class 2 contains 36506 members Entering Unmasked Estep Score: -6059508.500000 Penalty: 5515.763184 Iteration 4Q: 3 clusters Score -6059508 nChanged 2519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29874 members Mstep: Class 2 contains 37667 members Entering Unmasked Estep Score: -6060475.000000 Penalty: 5515.763184 Iteration 5Q: 3 clusters Score -6060475 nChanged 2745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28265 members Mstep: Class 2 contains 39276 members Entering Unmasked Estep Score: -6061750.000000 Penalty: 5515.763184 Iteration 6Q: 3 clusters Score -6061750 nChanged 3150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26081 members Mstep: Class 2 contains 41460 members Entering Unmasked Estep Score: -6063448.000000 Penalty: 5515.763184 Iteration 7Q: 3 clusters Score -6063448 nChanged 3546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23213 members Mstep: Class 2 contains 44328 members Entering Unmasked Estep Score: -6065682.000000 Penalty: 5515.763184 Iteration 8F: 3 clusters Score -6065682 nChanged 3835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19756 members Mstep: Class 2 contains 47785 members Entering Unmasked Estep Score: -6068417.500000 Penalty: 5515.763184 Iteration 9F: 3 clusters Score -6068418 nChanged 4023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15865 members Mstep: Class 2 contains 51676 members Entering Unmasked Estep Score: -6071580.500000 Penalty: 5515.763184 Iteration 10F: 3 clusters Score -6071580 nChanged 4023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11884 members Mstep: Class 2 contains 55657 members Entering Unmasked Estep Score: -6074758.000000 Penalty: 5515.763184 Iteration 11F: 3 clusters Score -6074758 nChanged 3570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8340 members Mstep: Class 2 contains 59201 members Entering Unmasked Estep Score: -6077534.000000 Penalty: 5515.763184 Iteration 12F: 3 clusters Score -6077534 nChanged 2740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 61923 members Entering Unmasked Estep Score: -6079577.500000 Penalty: 5515.763184 Iteration 13Q: 3 clusters Score -6079578 nChanged 1840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 63753 members Entering Unmasked Estep Score: -6080865.000000 Penalty: 5515.763184 Iteration 14Q: 3 clusters Score -6080865 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 64898 members Entering Unmasked Estep Score: -6081653.500000 Penalty: 5515.763184 Iteration 15Q: 3 clusters Score -6081654 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 65580 members Entering Unmasked Estep Score: -6082069.000000 Penalty: 5515.763184 Iteration 16Q: 3 clusters Score -6082069 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 65977 members Entering Unmasked Estep Score: -6082328.500000 Penalty: 5515.763184 Iteration 17Q: 3 clusters Score -6082328 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 66237 members Entering Unmasked Estep Score: -6082500.500000 Penalty: 5515.763184 Iteration 18Q: 3 clusters Score -6082500 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 66416 members Entering Unmasked Estep Score: -6082615.000000 Penalty: 5515.763184 Iteration 19Q: 3 clusters Score -6082615 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 66527 members Entering Unmasked Estep Score: -6082691.000000 Penalty: 5515.763184 Iteration 20F: 3 clusters Score -6082691 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 66613 members Entering Unmasked Estep Score: -6082759.500000 Penalty: 5515.763184 Iteration 21Q: 3 clusters Score -6082760 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 66678 members Entering Unmasked Estep Score: -6082807.500000 Penalty: 5515.763184 Iteration 22Q: 3 clusters Score -6082808 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 66723 members Entering Unmasked Estep Score: -6082844.000000 Penalty: 5515.763184 Iteration 23Q: 3 clusters Score -6082844 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 66753 members Entering Unmasked Estep Score: -6082873.500000 Penalty: 5515.763184 Iteration 24Q: 3 clusters Score -6082874 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 66780 members Entering Unmasked Estep Score: -6082898.000000 Penalty: 5515.763184 Iteration 25Q: 3 clusters Score -6082898 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 66797 members Entering Unmasked Estep Score: -6082906.500000 Penalty: 5515.763184 Iteration 26Q: 3 clusters Score -6082906 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 66816 members Entering Unmasked Estep Score: -6082923.500000 Penalty: 5515.763184 Iteration 27Q: 3 clusters Score -6082924 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 66826 members Entering Unmasked Estep Score: -6082919.500000 Penalty: 5515.763184 Iteration 28Q: 3 clusters Score -6082920 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 66831 members Entering Unmasked Estep Score: -6082930.000000 Penalty: 5515.763184 Iteration 29Q: 3 clusters Score -6082930 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 66836 members Entering Unmasked Estep Score: -6082927.500000 Penalty: 5515.763184 Iteration 30Q: 3 clusters Score -6082928 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 66836 members Entering Unmasked Estep Score: -6082927.500000 Penalty: 5515.763184 Iteration 31Q: 3 clusters Score -6082928 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 66837 members Entering Unmasked Estep Score: -6082928.000000 Penalty: 5515.763184 Iteration 32Q: 3 clusters Score -6082928 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 66840 members Entering Unmasked Estep Score: -6082928.500000 Penalty: 5515.763184 Iteration 33Q: 3 clusters Score -6082928 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 66841 members Entering Unmasked Estep Score: -6082928.000000 Penalty: 5515.763184 Iteration 34Q: 3 clusters Score -6082928 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 66843 members Entering Unmasked Estep Score: -6082928.500000 Penalty: 5515.763184 Iteration 35Q: 3 clusters Score -6082928 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 66844 members Entering Unmasked Estep Score: -6082936.000000 Penalty: 5515.763184 Iteration 36Q: 3 clusters Score -6082936 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 66846 members Entering Unmasked Estep Score: -6082937.500000 Penalty: 5515.763184 Iteration 37Q: 3 clusters Score -6082938 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 66850 members Entering Unmasked Estep Score: -6082939.000000 Penalty: 5515.763184 Iteration 38Q: 3 clusters Score -6082939 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 66855 members Entering Unmasked Estep Score: -6082935.500000 Penalty: 5515.763184 Iteration 39Q: 3 clusters Score -6082936 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 66855 members Entering Unmasked Estep Score: -6082935.500000 Penalty: 5515.763184 Iteration 40F: 3 clusters Score -6082936 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Entering Unmasked Estep Score: -626216.062500 Penalty: 2188.738770 Iteration 0F: 2 clusters Score -626216.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -620628.750000 Penalty: 4377.477539 Iteration 0F: 3 clusters Score -620628.8 nChanged 2660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -622189.375000 Penalty: 4377.477539 Iteration 1F: 3 clusters Score -622189.4 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -622530.375000 Penalty: 4377.477539 Iteration 2F: 3 clusters Score -622530.4 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -622766.812500 Penalty: 4377.477539 Iteration 3F: 3 clusters Score -622766.8 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -622959.500000 Penalty: 4377.477539 Iteration 4Q: 3 clusters Score -622959.5 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -623154.312500 Penalty: 4377.477539 Iteration 5Q: 3 clusters Score -623154.3 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -623408.812500 Penalty: 4377.477539 Iteration 6Q: 3 clusters Score -623408.8 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -623756.687500 Penalty: 4377.477539 Iteration 7F: 3 clusters Score -623756.7 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -624089.875000 Penalty: 4377.477539 Iteration 8F: 3 clusters Score -624089.9 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -624370.937500 Penalty: 4377.477539 Iteration 9F: 3 clusters Score -624370.9 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -624582.000000 Penalty: 4377.477539 Iteration 10Q: 3 clusters Score -624582 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -624750.875000 Penalty: 4377.477539 Iteration 11Q: 3 clusters Score -624750.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -624868.937500 Penalty: 4377.477539 Iteration 12Q: 3 clusters Score -624868.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -624951.187500 Penalty: 4377.477539 Iteration 13Q: 3 clusters Score -624951.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -625014.312500 Penalty: 4377.477539 Iteration 14Q: 3 clusters Score -625014.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -625052.500000 Penalty: 4377.477539 Iteration 15Q: 3 clusters Score -625052.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5254 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -625088.812500 Penalty: 4377.477539 Iteration 16Q: 3 clusters Score -625088.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -625108.000000 Penalty: 4377.477539 Iteration 17Q: 3 clusters Score -625108 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -625124.375000 Penalty: 4377.477539 Iteration 18Q: 3 clusters Score -625124.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5384 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -625141.187500 Penalty: 4377.477539 Iteration 19Q: 3 clusters Score -625141.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -625154.437500 Penalty: 4377.477539 Iteration 20F: 3 clusters Score -625154.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -625165.875000 Penalty: 4377.477539 Iteration 21Q: 3 clusters Score -625165.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -625179.125000 Penalty: 4377.477539 Iteration 22Q: 3 clusters Score -625179.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -625191.187500 Penalty: 4377.477539 Iteration 23Q: 3 clusters Score -625191.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5553 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -625203.250000 Penalty: 4377.477539 Iteration 24Q: 3 clusters Score -625203.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5588 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -625215.312500 Penalty: 4377.477539 Iteration 25Q: 3 clusters Score -625215.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -625221.062500 Penalty: 4377.477539 Iteration 26Q: 3 clusters Score -625221.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -625227.562500 Penalty: 4377.477539 Iteration 27Q: 3 clusters Score -625227.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -625231.437500 Penalty: 4377.477539 Iteration 28Q: 3 clusters Score -625231.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -625232.375000 Penalty: 4377.477539 Iteration 29Q: 3 clusters Score -625232.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -625233.312500 Penalty: 4377.477539 Iteration 30Q: 3 clusters Score -625233.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -625235.812500 Penalty: 4377.477539 Iteration 31Q: 3 clusters Score -625235.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -625237.812500 Penalty: 4377.477539 Iteration 32Q: 3 clusters Score -625237.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5662 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -625239.625000 Penalty: 4377.477539 Iteration 33Q: 3 clusters Score -625239.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -625242.375000 Penalty: 4377.477539 Iteration 34Q: 3 clusters Score -625242.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -625245.187500 Penalty: 4377.477539 Iteration 35Q: 3 clusters Score -625245.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5685 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -625248.125000 Penalty: 4377.477539 Iteration 36Q: 3 clusters Score -625248.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -625250.250000 Penalty: 4377.477539 Iteration 37Q: 3 clusters Score -625250.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -625250.375000 Penalty: 4377.477539 Iteration 38Q: 3 clusters Score -625250.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -625250.875000 Penalty: 4377.477539 Iteration 39Q: 3 clusters Score -625250.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -625250.875000 Penalty: 4377.477539 Iteration 40F: 3 clusters Score -625250.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12502 members Entering Unmasked Estep Score: -1157781.750000 Penalty: 2339.543701 Iteration 0F: 2 clusters Score -1157782 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 6308 members Entering Unmasked Estep Score: -1148455.875000 Penalty: 4679.087402 Iteration 0F: 3 clusters Score -1148456 nChanged 5283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6021 members Mstep: Class 2 contains 6481 members Entering Unmasked Estep Score: -1151298.875000 Penalty: 4679.087402 Iteration 1F: 3 clusters Score -1151299 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 6576 members Entering Unmasked Estep Score: -1151656.000000 Penalty: 4679.087402 Iteration 2F: 3 clusters Score -1151656 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -1151920.750000 Penalty: 4679.087402 Iteration 3Q: 3 clusters Score -1151921 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 6785 members Entering Unmasked Estep Score: -1152160.250000 Penalty: 4679.087402 Iteration 4Q: 3 clusters Score -1152160 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -1152409.125000 Penalty: 4679.087402 Iteration 5Q: 3 clusters Score -1152409 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5465 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -1152652.125000 Penalty: 4679.087402 Iteration 6Q: 3 clusters Score -1152652 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 7196 members Entering Unmasked Estep Score: -1152901.125000 Penalty: 4679.087402 Iteration 7Q: 3 clusters Score -1152901 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -1153172.000000 Penalty: 4679.087402 Iteration 8Q: 3 clusters Score -1153172 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4941 members Mstep: Class 2 contains 7561 members Entering Unmasked Estep Score: -1153421.125000 Penalty: 4679.087402 Iteration 9Q: 3 clusters Score -1153421 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 7730 members Entering Unmasked Estep Score: -1153637.625000 Penalty: 4679.087402 Iteration 10Q: 3 clusters Score -1153638 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 7926 members Entering Unmasked Estep Score: -1153823.125000 Penalty: 4679.087402 Iteration 11Q: 3 clusters Score -1153823 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 8107 members Entering Unmasked Estep Score: -1153964.750000 Penalty: 4679.087402 Iteration 12Q: 3 clusters Score -1153965 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 8276 members Entering Unmasked Estep Score: -1154088.875000 Penalty: 4679.087402 Iteration 13Q: 3 clusters Score -1154089 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 8446 members Entering Unmasked Estep Score: -1154218.750000 Penalty: 4679.087402 Iteration 14Q: 3 clusters Score -1154219 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 8625 members Entering Unmasked Estep Score: -1154333.125000 Penalty: 4679.087402 Iteration 15Q: 3 clusters Score -1154333 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 8826 members Entering Unmasked Estep Score: -1154451.000000 Penalty: 4679.087402 Iteration 16Q: 3 clusters Score -1154451 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 9029 members Entering Unmasked Estep Score: -1154550.625000 Penalty: 4679.087402 Iteration 17Q: 3 clusters Score -1154551 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 9189 members Entering Unmasked Estep Score: -1154626.625000 Penalty: 4679.087402 Iteration 18Q: 3 clusters Score -1154627 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 9344 members Entering Unmasked Estep Score: -1154690.500000 Penalty: 4679.087402 Iteration 19Q: 3 clusters Score -1154690 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 9500 members Entering Unmasked Estep Score: -1154762.875000 Penalty: 4679.087402 Iteration 20F: 3 clusters Score -1154763 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 9648 members Entering Unmasked Estep Score: -1154825.125000 Penalty: 4679.087402 Iteration 21Q: 3 clusters Score -1154825 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 9771 members Entering Unmasked Estep Score: -1154878.125000 Penalty: 4679.087402 Iteration 22Q: 3 clusters Score -1154878 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 9898 members Entering Unmasked Estep Score: -1154923.000000 Penalty: 4679.087402 Iteration 23Q: 3 clusters Score -1154923 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 10043 members Entering Unmasked Estep Score: -1154986.750000 Penalty: 4679.087402 Iteration 24Q: 3 clusters Score -1154987 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 10192 members Entering Unmasked Estep Score: -1155061.125000 Penalty: 4679.087402 Iteration 25Q: 3 clusters Score -1155061 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 10335 members Entering Unmasked Estep Score: -1155134.125000 Penalty: 4679.087402 Iteration 26Q: 3 clusters Score -1155134 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 10477 members Entering Unmasked Estep Score: -1155198.375000 Penalty: 4679.087402 Iteration 27Q: 3 clusters Score -1155198 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 10610 members Entering Unmasked Estep Score: -1155271.500000 Penalty: 4679.087402 Iteration 28Q: 3 clusters Score -1155272 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 10708 members Entering Unmasked Estep Score: -1155318.500000 Penalty: 4679.087402 Iteration 29Q: 3 clusters Score -1155318 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 10803 members Entering Unmasked Estep Score: -1155360.625000 Penalty: 4679.087402 Iteration 30Q: 3 clusters Score -1155361 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 10875 members Entering Unmasked Estep Score: -1155392.000000 Penalty: 4679.087402 Iteration 31Q: 3 clusters Score -1155392 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 10936 members Entering Unmasked Estep Score: -1155417.875000 Penalty: 4679.087402 Iteration 32Q: 3 clusters Score -1155418 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 11009 members Entering Unmasked Estep Score: -1155450.375000 Penalty: 4679.087402 Iteration 33Q: 3 clusters Score -1155450 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 11072 members Entering Unmasked Estep Score: -1155482.375000 Penalty: 4679.087402 Iteration 34Q: 3 clusters Score -1155482 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 11122 members Entering Unmasked Estep Score: -1155510.875000 Penalty: 4679.087402 Iteration 35Q: 3 clusters Score -1155511 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 11166 members Entering Unmasked Estep Score: -1155529.750000 Penalty: 4679.087402 Iteration 36Q: 3 clusters Score -1155530 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 11207 members Entering Unmasked Estep Score: -1155547.375000 Penalty: 4679.087402 Iteration 37Q: 3 clusters Score -1155547 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 11243 members Entering Unmasked Estep Score: -1155562.250000 Penalty: 4679.087402 Iteration 38Q: 3 clusters Score -1155562 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 11275 members Entering Unmasked Estep Score: -1155577.750000 Penalty: 4679.087402 Iteration 39Q: 3 clusters Score -1155578 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 11305 members Entering Unmasked Estep Score: -1155592.625000 Penalty: 4679.087402 Iteration 40F: 3 clusters Score -1155593 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 11335 members Entering Unmasked Estep Score: -1155607.000000 Penalty: 4679.087402 Iteration 41Q: 3 clusters Score -1155607 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 11367 members Entering Unmasked Estep Score: -1155626.625000 Penalty: 4679.087402 Iteration 42Q: 3 clusters Score -1155627 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 11399 members Entering Unmasked Estep Score: -1155642.250000 Penalty: 4679.087402 Iteration 43Q: 3 clusters Score -1155642 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 11423 members Entering Unmasked Estep Score: -1155654.875000 Penalty: 4679.087402 Iteration 44Q: 3 clusters Score -1155655 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 11449 members Entering Unmasked Estep Score: -1155668.000000 Penalty: 4679.087402 Iteration 45Q: 3 clusters Score -1155668 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 11479 members Entering Unmasked Estep Score: -1155680.500000 Penalty: 4679.087402 Iteration 46Q: 3 clusters Score -1155680 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 11509 members Entering Unmasked Estep Score: -1155698.000000 Penalty: 4679.087402 Iteration 47Q: 3 clusters Score -1155698 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 11533 members Entering Unmasked Estep Score: -1155712.625000 Penalty: 4679.087402 Iteration 48Q: 3 clusters Score -1155713 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 11562 members Entering Unmasked Estep Score: -1155726.625000 Penalty: 4679.087402 Iteration 49Q: 3 clusters Score -1155727 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 11595 members Entering Unmasked Estep Score: -1155748.000000 Penalty: 4679.087402 Iteration 50Q: 3 clusters Score -1155748 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 11619 members Entering Unmasked Estep Score: -1155760.375000 Penalty: 4679.087402 Iteration 51Q: 3 clusters Score -1155760 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -1155777.500000 Penalty: 4679.087402 Iteration 52Q: 3 clusters Score -1155778 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 11658 members Entering Unmasked Estep Score: -1155786.750000 Penalty: 4679.087402 Iteration 53Q: 3 clusters Score -1155787 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 11672 members Entering Unmasked Estep Score: -1155789.125000 Penalty: 4679.087402 Iteration 54Q: 3 clusters Score -1155789 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 11677 members Entering Unmasked Estep Score: -1155794.250000 Penalty: 4679.087402 Iteration 55Q: 3 clusters Score -1155794 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 11680 members Entering Unmasked Estep Score: -1155796.625000 Penalty: 4679.087402 Iteration 56Q: 3 clusters Score -1155797 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 11685 members Entering Unmasked Estep Score: -1155798.000000 Penalty: 4679.087402 Iteration 57Q: 3 clusters Score -1155798 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 11689 members Entering Unmasked Estep Score: -1155799.375000 Penalty: 4679.087402 Iteration 58Q: 3 clusters Score -1155799 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 11691 members Entering Unmasked Estep Score: -1155801.250000 Penalty: 4679.087402 Iteration 59Q: 3 clusters Score -1155801 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 11693 members Entering Unmasked Estep Score: -1155801.125000 Penalty: 4679.087402 Iteration 60F: 3 clusters Score -1155801 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 11695 members Entering Unmasked Estep Score: -1155800.750000 Penalty: 4679.087402 Iteration 61Q: 3 clusters Score -1155801 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 11696 members Entering Unmasked Estep Score: -1155801.125000 Penalty: 4679.087402 Iteration 62Q: 3 clusters Score -1155801 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 11697 members Entering Unmasked Estep Score: -1155802.375000 Penalty: 4679.087402 Iteration 63Q: 3 clusters Score -1155802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 11698 members Entering Unmasked Estep Score: -1155803.625000 Penalty: 4679.087402 Iteration 64Q: 3 clusters Score -1155804 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 11699 members Entering Unmasked Estep Score: -1155804.750000 Penalty: 4679.087402 Iteration 65Q: 3 clusters Score -1155805 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 11702 members Entering Unmasked Estep Score: -1155804.750000 Penalty: 4679.087402 Iteration 66Q: 3 clusters Score -1155805 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 11702 members Entering Unmasked Estep Score: -1155804.750000 Penalty: 4679.087402 Iteration 67F: 3 clusters Score -1155805 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Entering Unmasked Estep Score: -391816.687500 Penalty: 2092.338867 Iteration 0F: 2 clusters Score -391816.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -387593.031250 Penalty: 4184.677734 Iteration 0F: 3 clusters Score -387593 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -388630.750000 Penalty: 4184.677734 Iteration 1F: 3 clusters Score -388630.8 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -388944.250000 Penalty: 4184.677734 Iteration 2F: 3 clusters Score -388944.2 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -389214.250000 Penalty: 4184.677734 Iteration 3F: 3 clusters Score -389214.2 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -389406.250000 Penalty: 4184.677734 Iteration 4F: 3 clusters Score -389406.2 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -389568.375000 Penalty: 4184.677734 Iteration 5Q: 3 clusters Score -389568.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -389716.093750 Penalty: 4184.677734 Iteration 6Q: 3 clusters Score -389716.1 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -389858.218750 Penalty: 4184.677734 Iteration 7Q: 3 clusters Score -389858.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -389984.218750 Penalty: 4184.677734 Iteration 8Q: 3 clusters Score -389984.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -390103.031250 Penalty: 4184.677734 Iteration 9Q: 3 clusters Score -390103 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -390205.531250 Penalty: 4184.677734 Iteration 10Q: 3 clusters Score -390205.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -390329.031250 Penalty: 4184.677734 Iteration 11Q: 3 clusters Score -390329 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -390451.281250 Penalty: 4184.677734 Iteration 12Q: 3 clusters Score -390451.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -390540.843750 Penalty: 4184.677734 Iteration 13Q: 3 clusters Score -390540.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -390605.875000 Penalty: 4184.677734 Iteration 14Q: 3 clusters Score -390605.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -390649.906250 Penalty: 4184.677734 Iteration 15Q: 3 clusters Score -390649.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -390694.906250 Penalty: 4184.677734 Iteration 16Q: 3 clusters Score -390694.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -390737.718750 Penalty: 4184.677734 Iteration 17Q: 3 clusters Score -390737.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -390763.406250 Penalty: 4184.677734 Iteration 18Q: 3 clusters Score -390763.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -390781.468750 Penalty: 4184.677734 Iteration 19Q: 3 clusters Score -390781.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -390795.406250 Penalty: 4184.677734 Iteration 20F: 3 clusters Score -390795.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -390813.781250 Penalty: 4184.677734 Iteration 21Q: 3 clusters Score -390813.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -390823.125000 Penalty: 4184.677734 Iteration 22Q: 3 clusters Score -390823.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -390830.968750 Penalty: 4184.677734 Iteration 23Q: 3 clusters Score -390831 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -390836.156250 Penalty: 4184.677734 Iteration 24Q: 3 clusters Score -390836.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -390839.937500 Penalty: 4184.677734 Iteration 25Q: 3 clusters Score -390839.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -390839.937500 Penalty: 4184.677734 Iteration 26F: 3 clusters Score -390839.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1565 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Entering Unmasked Estep Score: -132718.828125 Penalty: 1824.198975 Iteration 0F: 2 clusters Score -132718.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -130361.406250 Penalty: 3648.397949 Iteration 0F: 3 clusters Score -130361.4 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -130719.382812 Penalty: 3648.397949 Iteration 1F: 3 clusters Score -130719.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -130857.632812 Penalty: 3648.397949 Iteration 2F: 3 clusters Score -130857.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -130923.796875 Penalty: 3648.397949 Iteration 3Q: 3 clusters Score -130923.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -130959.367188 Penalty: 3648.397949 Iteration 4Q: 3 clusters Score -130959.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -130985.695312 Penalty: 3648.397949 Iteration 5Q: 3 clusters Score -130985.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -131010.703125 Penalty: 3648.397949 Iteration 6Q: 3 clusters Score -131010.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -131031.023438 Penalty: 3648.397949 Iteration 7Q: 3 clusters Score -131031 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -131046.023438 Penalty: 3648.397949 Iteration 8Q: 3 clusters Score -131046 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -131048.578125 Penalty: 3648.397949 Iteration 9Q: 3 clusters Score -131048.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -131051.835938 Penalty: 3648.397949 Iteration 10Q: 3 clusters Score -131051.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -131053.656250 Penalty: 3648.397949 Iteration 11Q: 3 clusters Score -131053.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -131054.640625 Penalty: 3648.397949 Iteration 12Q: 3 clusters Score -131054.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -131054.921875 Penalty: 3648.397949 Iteration 13Q: 3 clusters Score -131054.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -131055.343750 Penalty: 3648.397949 Iteration 14Q: 3 clusters Score -131055.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -131055.343750 Penalty: 3648.397949 Iteration 15F: 3 clusters Score -131055.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Entering Unmasked Estep Score: -26770.820312 Penalty: 1484.016235 Iteration 0F: 2 clusters Score -26770.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -25474.945312 Penalty: 2968.032471 Iteration 0F: 3 clusters Score -25474.95 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -25671.562500 Penalty: 2968.032471 Iteration 1F: 3 clusters Score -25671.56 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -25719.955078 Penalty: 2968.032471 Iteration 2Q: 3 clusters Score -25719.96 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -25746.777344 Penalty: 2968.032471 Iteration 3Q: 3 clusters Score -25746.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -25750.656250 Penalty: 2968.032471 Iteration 4Q: 3 clusters Score -25750.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -25750.656250 Penalty: 2968.032471 Iteration 5F: 3 clusters Score -25750.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (10199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10199 members Entering Unmasked Estep Score: -944655.437500 Penalty: 2289.051270 Iteration 0F: 2 clusters Score -944655.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -936830.000000 Penalty: 4578.102539 Iteration 0F: 3 clusters Score -936830 nChanged 4283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5119 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -939136.000000 Penalty: 4578.102539 Iteration 1F: 3 clusters Score -939136 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 4979 members Entering Unmasked Estep Score: -939599.375000 Penalty: 4578.102539 Iteration 2F: 3 clusters Score -939599.4 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -940064.500000 Penalty: 4578.102539 Iteration 3F: 3 clusters Score -940064.5 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -940590.625000 Penalty: 4578.102539 Iteration 4F: 3 clusters Score -940590.6 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5990 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -941074.250000 Penalty: 4578.102539 Iteration 5F: 3 clusters Score -941074.2 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -941550.500000 Penalty: 4578.102539 Iteration 6F: 3 clusters Score -941550.5 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -941996.062500 Penalty: 4578.102539 Iteration 7F: 3 clusters Score -941996.1 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7405 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -942426.500000 Penalty: 4578.102539 Iteration 8F: 3 clusters Score -942426.5 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7830 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -942759.312500 Penalty: 4578.102539 Iteration 9Q: 3 clusters Score -942759.3 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8185 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -943018.750000 Penalty: 4578.102539 Iteration 10Q: 3 clusters Score -943018.8 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8461 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -943207.062500 Penalty: 4578.102539 Iteration 11Q: 3 clusters Score -943207.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8670 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -943324.312500 Penalty: 4578.102539 Iteration 12Q: 3 clusters Score -943324.3 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8827 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -943408.875000 Penalty: 4578.102539 Iteration 13Q: 3 clusters Score -943408.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8957 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -943477.562500 Penalty: 4578.102539 Iteration 14Q: 3 clusters Score -943477.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9044 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -943527.937500 Penalty: 4578.102539 Iteration 15Q: 3 clusters Score -943527.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9113 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -943558.437500 Penalty: 4578.102539 Iteration 16Q: 3 clusters Score -943558.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9161 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -943583.250000 Penalty: 4578.102539 Iteration 17Q: 3 clusters Score -943583.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9193 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -943595.375000 Penalty: 4578.102539 Iteration 18Q: 3 clusters Score -943595.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9219 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -943606.062500 Penalty: 4578.102539 Iteration 19Q: 3 clusters Score -943606.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -943616.875000 Penalty: 4578.102539 Iteration 20F: 3 clusters Score -943616.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9268 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -943629.250000 Penalty: 4578.102539 Iteration 21Q: 3 clusters Score -943629.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9290 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -943636.562500 Penalty: 4578.102539 Iteration 22Q: 3 clusters Score -943636.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9310 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -943645.187500 Penalty: 4578.102539 Iteration 23Q: 3 clusters Score -943645.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9328 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -943651.500000 Penalty: 4578.102539 Iteration 24Q: 3 clusters Score -943651.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9339 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -943654.812500 Penalty: 4578.102539 Iteration 25Q: 3 clusters Score -943654.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9347 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -943657.562500 Penalty: 4578.102539 Iteration 26Q: 3 clusters Score -943657.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9352 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -943662.687500 Penalty: 4578.102539 Iteration 27Q: 3 clusters Score -943662.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -943664.750000 Penalty: 4578.102539 Iteration 28Q: 3 clusters Score -943664.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9362 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -943669.187500 Penalty: 4578.102539 Iteration 29Q: 3 clusters Score -943669.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9367 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -943671.750000 Penalty: 4578.102539 Iteration 30Q: 3 clusters Score -943671.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9371 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -943673.062500 Penalty: 4578.102539 Iteration 31Q: 3 clusters Score -943673.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9376 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -943673.812500 Penalty: 4578.102539 Iteration 32Q: 3 clusters Score -943673.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9383 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -943676.500000 Penalty: 4578.102539 Iteration 33Q: 3 clusters Score -943676.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9386 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -943677.500000 Penalty: 4578.102539 Iteration 34Q: 3 clusters Score -943677.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9391 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -943677.625000 Penalty: 4578.102539 Iteration 35Q: 3 clusters Score -943677.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9396 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -943681.250000 Penalty: 4578.102539 Iteration 36Q: 3 clusters Score -943681.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9399 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -943681.187500 Penalty: 4578.102539 Iteration 37Q: 3 clusters Score -943681.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9400 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -943683.375000 Penalty: 4578.102539 Iteration 38Q: 3 clusters Score -943683.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9401 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -943684.125000 Penalty: 4578.102539 Iteration 39Q: 3 clusters Score -943684.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9403 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -943683.875000 Penalty: 4578.102539 Iteration 40F: 3 clusters Score -943683.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9405 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -943687.500000 Penalty: 4578.102539 Iteration 41Q: 3 clusters Score -943687.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9406 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -943687.000000 Penalty: 4578.102539 Iteration 42Q: 3 clusters Score -943687 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9406 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -943687.000000 Penalty: 4578.102539 Iteration 43F: 3 clusters Score -943687 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12099 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12099 members Entering Unmasked Estep Score: -1111631.875000 Penalty: 2331.417725 Iteration 0F: 2 clusters Score -1111632 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6117 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -1102656.750000 Penalty: 4662.835449 Iteration 0F: 3 clusters Score -1102657 nChanged 5095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -1105245.000000 Penalty: 4662.835449 Iteration 1F: 3 clusters Score -1105245 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -1105545.500000 Penalty: 4662.835449 Iteration 2F: 3 clusters Score -1105546 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6716 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -1105778.250000 Penalty: 4662.835449 Iteration 3Q: 3 clusters Score -1105778 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6979 members Mstep: Class 2 contains 5120 members Entering Unmasked Estep Score: -1105988.375000 Penalty: 4662.835449 Iteration 4Q: 3 clusters Score -1105988 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7324 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -1106197.000000 Penalty: 4662.835449 Iteration 5Q: 3 clusters Score -1106197 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7755 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -1106425.500000 Penalty: 4662.835449 Iteration 6Q: 3 clusters Score -1106426 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8236 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -1106713.750000 Penalty: 4662.835449 Iteration 7Q: 3 clusters Score -1106714 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8769 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -1107080.875000 Penalty: 4662.835449 Iteration 8Q: 3 clusters Score -1107081 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9365 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -1107523.250000 Penalty: 4662.835449 Iteration 9F: 3 clusters Score -1107523 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9931 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -1108015.250000 Penalty: 4662.835449 Iteration 10F: 3 clusters Score -1108015 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10488 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -1108515.375000 Penalty: 4662.835449 Iteration 11Q: 3 clusters Score -1108515 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10930 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -1108941.250000 Penalty: 4662.835449 Iteration 12Q: 3 clusters Score -1108941 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11229 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -1109221.625000 Penalty: 4662.835449 Iteration 13Q: 3 clusters Score -1109222 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11423 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -1109407.000000 Penalty: 4662.835449 Iteration 14Q: 3 clusters Score -1109407 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11544 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -1109534.625000 Penalty: 4662.835449 Iteration 15Q: 3 clusters Score -1109535 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11612 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -1109606.000000 Penalty: 4662.835449 Iteration 16Q: 3 clusters Score -1109606 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11648 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -1109644.750000 Penalty: 4662.835449 Iteration 17Q: 3 clusters Score -1109645 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11673 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -1109672.500000 Penalty: 4662.835449 Iteration 18Q: 3 clusters Score -1109672 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11689 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -1109685.375000 Penalty: 4662.835449 Iteration 19Q: 3 clusters Score -1109685 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11695 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -1109694.375000 Penalty: 4662.835449 Iteration 20F: 3 clusters Score -1109694 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11699 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -1109697.875000 Penalty: 4662.835449 Iteration 21Q: 3 clusters Score -1109698 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11703 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -1109701.500000 Penalty: 4662.835449 Iteration 22Q: 3 clusters Score -1109702 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11707 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -1109704.125000 Penalty: 4662.835449 Iteration 23Q: 3 clusters Score -1109704 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11708 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -1109703.875000 Penalty: 4662.835449 Iteration 24Q: 3 clusters Score -1109704 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11709 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -1109705.500000 Penalty: 4662.835449 Iteration 25Q: 3 clusters Score -1109706 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11709 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -1109705.500000 Penalty: 4662.835449 Iteration 26F: 3 clusters Score -1109706 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (273175 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273175 members Entering Unmasked Estep Score: -24753498.000000 Penalty: 3104.431152 Iteration 0F: 2 clusters Score -2.47535e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136569 members Mstep: Class 2 contains 136606 members Entering Unmasked Estep Score: -24570294.000000 Penalty: 6208.862305 Iteration 0F: 3 clusters Score -2.457029e+07 nChanged 132257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135720 members Mstep: Class 2 contains 137455 members Entering Unmasked Estep Score: -24647452.000000 Penalty: 6208.862305 Iteration 1F: 3 clusters Score -2.464745e+07 nChanged 6680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135160 members Mstep: Class 2 contains 138015 members Entering Unmasked Estep Score: -24648528.000000 Penalty: 6208.862305 Iteration 2Q: 3 clusters Score -2.464853e+07 nChanged 7011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134257 members Mstep: Class 2 contains 138918 members Entering Unmasked Estep Score: -24649656.000000 Penalty: 6208.862305 Iteration 3Q: 3 clusters Score -2.464966e+07 nChanged 7644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132853 members Mstep: Class 2 contains 140322 members Entering Unmasked Estep Score: -24651346.000000 Penalty: 6208.862305 Iteration 4Q: 3 clusters Score -2.465135e+07 nChanged 8456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130741 members Mstep: Class 2 contains 142434 members Entering Unmasked Estep Score: -24653746.000000 Penalty: 6208.862305 Iteration 5Q: 3 clusters Score -2.465375e+07 nChanged 9866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127447 members Mstep: Class 2 contains 145728 members Entering Unmasked Estep Score: -24656992.000000 Penalty: 6208.862305 Iteration 6Q: 3 clusters Score -2.465699e+07 nChanged 11727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122510 members Mstep: Class 2 contains 150665 members Entering Unmasked Estep Score: -24661706.000000 Penalty: 6208.862305 Iteration 7Q: 3 clusters Score -2.466171e+07 nChanged 14007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115389 members Mstep: Class 2 contains 157786 members Entering Unmasked Estep Score: -24668646.000000 Penalty: 6208.862305 Iteration 8F: 3 clusters Score -2.466865e+07 nChanged 16057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106226 members Mstep: Class 2 contains 166949 members Entering Unmasked Estep Score: -24679044.000000 Penalty: 6208.862305 Iteration 9F: 3 clusters Score -2.467904e+07 nChanged 17130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95556 members Mstep: Class 2 contains 177619 members Entering Unmasked Estep Score: -24692042.000000 Penalty: 6208.862305 Iteration 10F: 3 clusters Score -2.469204e+07 nChanged 16480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84968 members Mstep: Class 2 contains 188207 members Entering Unmasked Estep Score: -24705024.000000 Penalty: 6208.862305 Iteration 11F: 3 clusters Score -2.470502e+07 nChanged 14430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75708 members Mstep: Class 2 contains 197467 members Entering Unmasked Estep Score: -24715912.000000 Penalty: 6208.862305 Iteration 12F: 3 clusters Score -2.471591e+07 nChanged 11520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67926 members Mstep: Class 2 contains 205249 members Entering Unmasked Estep Score: -24723304.000000 Penalty: 6208.862305 Iteration 13Q: 3 clusters Score -2.47233e+07 nChanged 8320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61326 members Mstep: Class 2 contains 211849 members Entering Unmasked Estep Score: -24727598.000000 Penalty: 6208.862305 Iteration 14Q: 3 clusters Score -2.47276e+07 nChanged 6477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55355 members Mstep: Class 2 contains 217820 members Entering Unmasked Estep Score: -24730508.000000 Penalty: 6208.862305 Iteration 15Q: 3 clusters Score -2.473051e+07 nChanged 5725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49674 members Mstep: Class 2 contains 223501 members Entering Unmasked Estep Score: -24732944.000000 Penalty: 6208.862305 Iteration 16Q: 3 clusters Score -2.473294e+07 nChanged 5310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44366 members Mstep: Class 2 contains 228809 members Entering Unmasked Estep Score: -24735252.000000 Penalty: 6208.862305 Iteration 17Q: 3 clusters Score -2.473525e+07 nChanged 4907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39459 members Mstep: Class 2 contains 233716 members Entering Unmasked Estep Score: -24737164.000000 Penalty: 6208.862305 Iteration 18Q: 3 clusters Score -2.473716e+07 nChanged 4665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34796 members Mstep: Class 2 contains 238379 members Entering Unmasked Estep Score: -24739238.000000 Penalty: 6208.862305 Iteration 19Q: 3 clusters Score -2.473924e+07 nChanged 4345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30451 members Mstep: Class 2 contains 242724 members Entering Unmasked Estep Score: -24740974.000000 Penalty: 6208.862305 Iteration 20F: 3 clusters Score -2.474097e+07 nChanged 3903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26550 members Mstep: Class 2 contains 246625 members Entering Unmasked Estep Score: -24742702.000000 Penalty: 6208.862305 Iteration 21Q: 3 clusters Score -2.47427e+07 nChanged 3564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22986 members Mstep: Class 2 contains 250189 members Entering Unmasked Estep Score: -24744012.000000 Penalty: 6208.862305 Iteration 22Q: 3 clusters Score -2.474401e+07 nChanged 3253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19733 members Mstep: Class 2 contains 253442 members Entering Unmasked Estep Score: -24745408.000000 Penalty: 6208.862305 Iteration 23Q: 3 clusters Score -2.474541e+07 nChanged 2916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16817 members Mstep: Class 2 contains 256358 members Entering Unmasked Estep Score: -24746698.000000 Penalty: 6208.862305 Iteration 24Q: 3 clusters Score -2.47467e+07 nChanged 2479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14340 members Mstep: Class 2 contains 258835 members Entering Unmasked Estep Score: -24747688.000000 Penalty: 6208.862305 Iteration 25Q: 3 clusters Score -2.474769e+07 nChanged 2084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12256 members Mstep: Class 2 contains 260919 members Entering Unmasked Estep Score: -24748480.000000 Penalty: 6208.862305 Iteration 26Q: 3 clusters Score -2.474848e+07 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10521 members Mstep: Class 2 contains 262654 members Entering Unmasked Estep Score: -24749168.000000 Penalty: 6208.862305 Iteration 27Q: 3 clusters Score -2.474917e+07 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9120 members Mstep: Class 2 contains 264055 members Entering Unmasked Estep Score: -24749786.000000 Penalty: 6208.862305 Iteration 28Q: 3 clusters Score -2.474979e+07 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7985 members Mstep: Class 2 contains 265190 members Entering Unmasked Estep Score: -24750268.000000 Penalty: 6208.862305 Iteration 29Q: 3 clusters Score -2.475027e+07 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7048 members Mstep: Class 2 contains 266127 members Entering Unmasked Estep Score: -24750658.000000 Penalty: 6208.862305 Iteration 30Q: 3 clusters Score -2.475066e+07 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 266885 members Entering Unmasked Estep Score: -24750960.000000 Penalty: 6208.862305 Iteration 31Q: 3 clusters Score -2.475096e+07 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 267508 members Entering Unmasked Estep Score: -24751122.000000 Penalty: 6208.862305 Iteration 32Q: 3 clusters Score -2.475112e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 268016 members Entering Unmasked Estep Score: -24751320.000000 Penalty: 6208.862305 Iteration 33Q: 3 clusters Score -2.475132e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 268425 members Entering Unmasked Estep Score: -24751380.000000 Penalty: 6208.862305 Iteration 34Q: 3 clusters Score -2.475138e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 268762 members Entering Unmasked Estep Score: -24751438.000000 Penalty: 6208.862305 Iteration 35Q: 3 clusters Score -2.475144e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 269017 members Entering Unmasked Estep Score: -24751524.000000 Penalty: 6208.862305 Iteration 36Q: 3 clusters Score -2.475152e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 269216 members Entering Unmasked Estep Score: -24751552.000000 Penalty: 6208.862305 Iteration 37Q: 3 clusters Score -2.475155e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 269402 members Entering Unmasked Estep Score: -24751666.000000 Penalty: 6208.862305 Iteration 38Q: 3 clusters Score -2.475167e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 269537 members Entering Unmasked Estep Score: -24751722.000000 Penalty: 6208.862305 Iteration 39Q: 3 clusters Score -2.475172e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 269655 members Entering Unmasked Estep Score: -24751746.000000 Penalty: 6208.862305 Iteration 40F: 3 clusters Score -2.475175e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 269764 members Entering Unmasked Estep Score: -24751808.000000 Penalty: 6208.862305 Iteration 41Q: 3 clusters Score -2.475181e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 269849 members Entering Unmasked Estep Score: -24751830.000000 Penalty: 6208.862305 Iteration 42Q: 3 clusters Score -2.475183e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 269922 members Entering Unmasked Estep Score: -24751800.000000 Penalty: 6208.862305 Iteration 43Q: 3 clusters Score -2.47518e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 269975 members Entering Unmasked Estep Score: -24751802.000000 Penalty: 6208.862305 Iteration 44Q: 3 clusters Score -2.47518e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 270032 members Entering Unmasked Estep Score: -24751868.000000 Penalty: 6208.862305 Iteration 45Q: 3 clusters Score -2.475187e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 270097 members Entering Unmasked Estep Score: -24751874.000000 Penalty: 6208.862305 Iteration 46Q: 3 clusters Score -2.475187e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 270152 members Entering Unmasked Estep Score: -24751896.000000 Penalty: 6208.862305 Iteration 47Q: 3 clusters Score -2.47519e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 270197 members Entering Unmasked Estep Score: -24751910.000000 Penalty: 6208.862305 Iteration 48Q: 3 clusters Score -2.475191e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 270240 members Entering Unmasked Estep Score: -24751908.000000 Penalty: 6208.862305 Iteration 49Q: 3 clusters Score -2.475191e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 270272 members Entering Unmasked Estep Score: -24751954.000000 Penalty: 6208.862305 Iteration 50Q: 3 clusters Score -2.475195e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 270305 members Entering Unmasked Estep Score: -24752006.000000 Penalty: 6208.862305 Iteration 51Q: 3 clusters Score -2.475201e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 270329 members Entering Unmasked Estep Score: -24751968.000000 Penalty: 6208.862305 Iteration 52Q: 3 clusters Score -2.475197e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 270357 members Entering Unmasked Estep Score: -24752028.000000 Penalty: 6208.862305 Iteration 53Q: 3 clusters Score -2.475203e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 270393 members Entering Unmasked Estep Score: -24752026.000000 Penalty: 6208.862305 Iteration 54Q: 3 clusters Score -2.475203e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 270449 members Entering Unmasked Estep Score: -24752064.000000 Penalty: 6208.862305 Iteration 55Q: 3 clusters Score -2.475206e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 270486 members Entering Unmasked Estep Score: -24752148.000000 Penalty: 6208.862305 Iteration 56Q: 3 clusters Score -2.475215e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 270516 members Entering Unmasked Estep Score: -24752242.000000 Penalty: 6208.862305 Iteration 57Q: 3 clusters Score -2.475224e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 270518 members Entering Unmasked Estep Score: -24752326.000000 Penalty: 6208.862305 Iteration 58Q: 3 clusters Score -2.475233e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 270514 members Entering Unmasked Estep Score: -24752350.000000 Penalty: 6208.862305 Iteration 59Q: 3 clusters Score -2.475235e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 270517 members Entering Unmasked Estep Score: -24752384.000000 Penalty: 6208.862305 Iteration 60F: 3 clusters Score -2.475238e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 270508 members Entering Unmasked Estep Score: -24752402.000000 Penalty: 6208.862305 Iteration 61Q: 3 clusters Score -2.47524e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 270484 members Entering Unmasked Estep Score: -24752452.000000 Penalty: 6208.862305 Iteration 62Q: 3 clusters Score -2.475245e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 270458 members Entering Unmasked Estep Score: -24752462.000000 Penalty: 6208.862305 Iteration 63Q: 3 clusters Score -2.475246e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 270422 members Entering Unmasked Estep Score: -24752460.000000 Penalty: 6208.862305 Iteration 64Q: 3 clusters Score -2.475246e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 270407 members Entering Unmasked Estep Score: -24752458.000000 Penalty: 6208.862305 Iteration 65Q: 3 clusters Score -2.475246e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 270401 members Entering Unmasked Estep Score: -24752470.000000 Penalty: 6208.862305 Iteration 66Q: 3 clusters Score -2.475247e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 270393 members Entering Unmasked Estep Score: -24752480.000000 Penalty: 6208.862305 Iteration 67Q: 3 clusters Score -2.475248e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 270389 members Entering Unmasked Estep Score: -24752470.000000 Penalty: 6208.862305 Iteration 68Q: 3 clusters Score -2.475247e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 270383 members Entering Unmasked Estep Score: -24752460.000000 Penalty: 6208.862305 Iteration 69Q: 3 clusters Score -2.475246e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 270387 members Entering Unmasked Estep Score: -24752464.000000 Penalty: 6208.862305 Iteration 70Q: 3 clusters Score -2.475246e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 270377 members Entering Unmasked Estep Score: -24752478.000000 Penalty: 6208.862305 Iteration 71Q: 3 clusters Score -2.475248e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 270377 members Entering Unmasked Estep Score: -24752464.000000 Penalty: 6208.862305 Iteration 72Q: 3 clusters Score -2.475246e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 270372 members Entering Unmasked Estep Score: -24752484.000000 Penalty: 6208.862305 Iteration 73Q: 3 clusters Score -2.475248e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 270372 members Entering Unmasked Estep Score: -24752480.000000 Penalty: 6208.862305 Iteration 74Q: 3 clusters Score -2.475248e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 270370 members Entering Unmasked Estep Score: -24752494.000000 Penalty: 6208.862305 Iteration 75Q: 3 clusters Score -2.475249e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 270369 members Entering Unmasked Estep Score: -24752504.000000 Penalty: 6208.862305 Iteration 76Q: 3 clusters Score -2.47525e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 270367 members Entering Unmasked Estep Score: -24752494.000000 Penalty: 6208.862305 Iteration 77Q: 3 clusters Score -2.475249e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 270365 members Entering Unmasked Estep Score: -24752482.000000 Penalty: 6208.862305 Iteration 78Q: 3 clusters Score -2.475248e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 270363 members Entering Unmasked Estep Score: -24752482.000000 Penalty: 6208.862305 Iteration 79Q: 3 clusters Score -2.475248e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 270361 members Entering Unmasked Estep Score: -24752476.000000 Penalty: 6208.862305 Iteration 80F: 3 clusters Score -2.475248e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 270361 members Entering Unmasked Estep Score: -24752476.000000 Penalty: 6208.862305 Iteration 81Q: 3 clusters Score -2.475248e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 270361 members Entering Unmasked Estep Score: -24752476.000000 Penalty: 6208.862305 Iteration 82F: 3 clusters Score -2.475248e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (4329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Entering Unmasked Estep Score: -363550.625000 Penalty: 2076.526855 Iteration 0F: 2 clusters Score -363550.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -359415.187500 Penalty: 4153.053711 Iteration 0F: 3 clusters Score -359415.2 nChanged 1649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -360408.375000 Penalty: 4153.053711 Iteration 1F: 3 clusters Score -360408.4 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -360699.843750 Penalty: 4153.053711 Iteration 2F: 3 clusters Score -360699.8 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -360896.000000 Penalty: 4153.053711 Iteration 3F: 3 clusters Score -360896 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -361072.437500 Penalty: 4153.053711 Iteration 4Q: 3 clusters Score -361072.4 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -361231.625000 Penalty: 4153.053711 Iteration 5Q: 3 clusters Score -361231.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -361413.093750 Penalty: 4153.053711 Iteration 6Q: 3 clusters Score -361413.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -361635.968750 Penalty: 4153.053711 Iteration 7Q: 3 clusters Score -361636 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -361863.343750 Penalty: 4153.053711 Iteration 8Q: 3 clusters Score -361863.3 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -362101.500000 Penalty: 4153.053711 Iteration 9Q: 3 clusters Score -362101.5 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -362335.593750 Penalty: 4153.053711 Iteration 10Q: 3 clusters Score -362335.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -362559.781250 Penalty: 4153.053711 Iteration 11Q: 3 clusters Score -362559.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -362749.750000 Penalty: 4153.053711 Iteration 12Q: 3 clusters Score -362749.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -362852.437500 Penalty: 4153.053711 Iteration 13Q: 3 clusters Score -362852.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -362897.906250 Penalty: 4153.053711 Iteration 14Q: 3 clusters Score -362897.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -362915.375000 Penalty: 4153.053711 Iteration 15Q: 3 clusters Score -362915.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -362923.687500 Penalty: 4153.053711 Iteration 16Q: 3 clusters Score -362923.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -362926.000000 Penalty: 4153.053711 Iteration 17Q: 3 clusters Score -362926 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -362926.500000 Penalty: 4153.053711 Iteration 18Q: 3 clusters Score -362926.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -362926.687500 Penalty: 4153.053711 Iteration 19Q: 3 clusters Score -362926.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -362926.687500 Penalty: 4153.053711 Iteration 20F: 3 clusters Score -362926.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31628 members Mstep: Class 2 contains 306606 members Mstep: Class 3 contains 7323 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10009 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3082 members Mstep: Class 8 contains 5319 members Mstep: Class 9 contains 14965 members Mstep: Class 10 contains 67541 members Mstep: Class 11 contains 6806 members Mstep: Class 12 contains 12502 members Mstep: Class 13 contains 4614 members Mstep: Class 14 contains 1565 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 10199 members Mstep: Class 18 contains 12099 members Mstep: Class 21 contains 273175 members Mstep: Class 22 contains 4329 members Entering Unmasked Estep ConsiderDeletion Score: -68881296.000000 Penalty: 63897.066406 Iteration 79Q: 20 clusters Score -6.88813e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 31631 members Mstep: Class 2 contains 306621 members Mstep: Class 3 contains 7323 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10006 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3080 members Mstep: Class 8 contains 5318 members Mstep: Class 9 contains 14952 members Mstep: Class 10 contains 67539 members Mstep: Class 11 contains 6806 members Mstep: Class 12 contains 12502 members Mstep: Class 13 contains 4624 members Mstep: Class 14 contains 1565 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 10199 members Mstep: Class 18 contains 12097 members Mstep: Class 21 contains 273173 members Mstep: Class 22 contains 4326 members Entering Unmasked Estep ConsiderDeletion Score: -68881584.000000 Penalty: 63897.066406 Iteration 80F: 20 clusters Score -6.888158e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 31634 members Mstep: Class 2 contains 306631 members Mstep: Class 3 contains 7323 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10002 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3080 members Mstep: Class 8 contains 5318 members Mstep: Class 9 contains 14944 members Mstep: Class 10 contains 67539 members Mstep: Class 11 contains 6805 members Mstep: Class 12 contains 12503 members Mstep: Class 13 contains 4631 members Mstep: Class 14 contains 1563 members Mstep: Class 15 contains 416 members Mstep: Class 16 contains 10202 members Mstep: Class 18 contains 12097 members Mstep: Class 21 contains 273164 members Mstep: Class 22 contains 4322 members Entering Unmasked Estep ConsiderDeletion Score: -68881896.000000 Penalty: 63897.066406 Iteration 81Q: 20 clusters Score -6.88819e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 31640 members Mstep: Class 2 contains 306634 members Mstep: Class 3 contains 7323 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10006 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3083 members Mstep: Class 8 contains 5319 members Mstep: Class 9 contains 14933 members Mstep: Class 10 contains 67543 members Mstep: Class 11 contains 6809 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4647 members Mstep: Class 14 contains 1559 members Mstep: Class 15 contains 396 members Mstep: Class 16 contains 10203 members Mstep: Class 18 contains 12096 members Mstep: Class 21 contains 273160 members Mstep: Class 22 contains 4325 members Entering Unmasked Estep ConsiderDeletion Score: -68882008.000000 Penalty: 63897.066406 Iteration 82Q: 20 clusters Score -6.888201e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 31646 members Mstep: Class 2 contains 306639 members Mstep: Class 3 contains 7324 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10007 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3081 members Mstep: Class 8 contains 5317 members Mstep: Class 9 contains 14927 members Mstep: Class 10 contains 67546 members Mstep: Class 11 contains 6814 members Mstep: Class 12 contains 12498 members Mstep: Class 13 contains 4653 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 393 members Mstep: Class 16 contains 10206 members Mstep: Class 18 contains 12096 members Mstep: Class 21 contains 273146 members Mstep: Class 22 contains 4322 members Entering Unmasked Estep ConsiderDeletion Score: -68882016.000000 Penalty: 63897.066406 Iteration 83Q: 20 clusters Score -6.888202e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 31653 members Mstep: Class 2 contains 306650 members Mstep: Class 3 contains 7326 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10002 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3078 members Mstep: Class 8 contains 5318 members Mstep: Class 9 contains 14915 members Mstep: Class 10 contains 67548 members Mstep: Class 11 contains 6814 members Mstep: Class 12 contains 12499 members Mstep: Class 13 contains 4657 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 392 members Mstep: Class 16 contains 10205 members Mstep: Class 18 contains 12096 members Mstep: Class 21 contains 273147 members Mstep: Class 22 contains 4315 members Entering Unmasked Estep ConsiderDeletion Score: -68881992.000000 Penalty: 63897.066406 Iteration 84Q: 20 clusters Score -6.888199e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 31658 members Mstep: Class 2 contains 306657 members Mstep: Class 3 contains 7325 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 10001 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3078 members Mstep: Class 8 contains 5321 members Mstep: Class 9 contains 14907 members Mstep: Class 10 contains 67546 members Mstep: Class 11 contains 6812 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4664 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 392 members Mstep: Class 16 contains 10205 members Mstep: Class 18 contains 12096 members Mstep: Class 21 contains 273145 members Mstep: Class 22 contains 4308 members Entering Unmasked Estep ConsiderDeletion Score: -68882048.000000 Penalty: 63897.066406 Iteration 85Q: 20 clusters Score -6.888205e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 31673 members Mstep: Class 2 contains 306673 members Mstep: Class 3 contains 7325 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 9999 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3076 members Mstep: Class 8 contains 5319 members Mstep: Class 9 contains 14902 members Mstep: Class 10 contains 67546 members Mstep: Class 11 contains 6811 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4669 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 392 members Mstep: Class 16 contains 10205 members Mstep: Class 18 contains 12096 members Mstep: Class 21 contains 273136 members Mstep: Class 22 contains 4293 members Entering Unmasked Estep ConsiderDeletion Score: -68881968.000000 Penalty: 63897.066406 Iteration 86Q: 20 clusters Score -6.888197e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 31678 members Mstep: Class 2 contains 306689 members Mstep: Class 3 contains 7325 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 9994 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3074 members Mstep: Class 8 contains 5319 members Mstep: Class 9 contains 14897 members Mstep: Class 10 contains 67547 members Mstep: Class 11 contains 6812 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4669 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 392 members Mstep: Class 16 contains 10204 members Mstep: Class 18 contains 12097 members Mstep: Class 21 contains 273139 members Mstep: Class 22 contains 4279 members Entering Unmasked Estep ConsiderDeletion Score: -68881952.000000 Penalty: 63897.066406 Iteration 87Q: 20 clusters Score -6.888195e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 31684 members Mstep: Class 2 contains 306695 members Mstep: Class 3 contains 7325 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 9991 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3072 members Mstep: Class 8 contains 5321 members Mstep: Class 9 contains 14892 members Mstep: Class 10 contains 67549 members Mstep: Class 11 contains 6811 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4670 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 392 members Mstep: Class 16 contains 10204 members Mstep: Class 18 contains 12097 members Mstep: Class 21 contains 273144 members Mstep: Class 22 contains 4268 members Entering Unmasked Estep ConsiderDeletion Score: -68881992.000000 Penalty: 63897.066406 Iteration 88Q: 20 clusters Score -6.888199e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 31698 members Mstep: Class 2 contains 306711 members Mstep: Class 3 contains 7325 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 9982 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5322 members Mstep: Class 9 contains 14887 members Mstep: Class 10 contains 67551 members Mstep: Class 11 contains 6810 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4674 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 392 members Mstep: Class 16 contains 10204 members Mstep: Class 18 contains 12097 members Mstep: Class 21 contains 273142 members Mstep: Class 22 contains 4253 members Entering Unmasked Estep ConsiderDeletion Score: -68882064.000000 Penalty: 63897.066406 Iteration 89Q: 20 clusters Score -6.888206e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 31710 members Mstep: Class 2 contains 306717 members Mstep: Class 3 contains 7325 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 9979 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5325 members Mstep: Class 9 contains 14881 members Mstep: Class 10 contains 67553 members Mstep: Class 11 contains 6810 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4677 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 392 members Mstep: Class 16 contains 10205 members Mstep: Class 18 contains 12097 members Mstep: Class 21 contains 273139 members Mstep: Class 22 contains 4238 members Entering Unmasked Estep ConsiderDeletion Score: -68882024.000000 Penalty: 63897.066406 Iteration 90Q: 20 clusters Score -6.888202e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 31728 members Mstep: Class 2 contains 306725 members Mstep: Class 3 contains 7324 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 9975 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3068 members Mstep: Class 8 contains 5326 members Mstep: Class 9 contains 14875 members Mstep: Class 10 contains 67555 members Mstep: Class 11 contains 6810 members Mstep: Class 12 contains 12501 members Mstep: Class 13 contains 4679 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 392 members Mstep: Class 16 contains 10205 members Mstep: Class 18 contains 12097 members Mstep: Class 21 contains 273133 members Mstep: Class 22 contains 4222 members Entering Unmasked Estep ConsiderDeletion Score: -68882000.000000 Penalty: 63897.066406 Iteration 91Q: 20 clusters Score -6.8882e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 31744 members Mstep: Class 2 contains 306737 members Mstep: Class 3 contains 7324 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 9967 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5327 members Mstep: Class 9 contains 14870 members Mstep: Class 10 contains 67555 members Mstep: Class 11 contains 6810 members Mstep: Class 12 contains 12502 members Mstep: Class 13 contains 4681 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 392 members Mstep: Class 16 contains 10203 members Mstep: Class 18 contains 12097 members Mstep: Class 21 contains 273129 members Mstep: Class 22 contains 4208 members Entering Unmasked Estep ConsiderDeletion Score: -68882080.000000 Penalty: 63897.066406 Iteration 92Q: 20 clusters Score -6.888208e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 31754 members Mstep: Class 2 contains 306748 members Mstep: Class 3 contains 7324 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 9964 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5328 members Mstep: Class 9 contains 14864 members Mstep: Class 10 contains 67554 members Mstep: Class 11 contains 6810 members Mstep: Class 12 contains 12502 members Mstep: Class 13 contains 4686 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 392 members Mstep: Class 16 contains 10201 members Mstep: Class 18 contains 12097 members Mstep: Class 21 contains 273123 members Mstep: Class 22 contains 4199 members Entering Unmasked Estep ConsiderDeletion Score: -68882080.000000 Penalty: 63897.066406 Iteration 93Q: 20 clusters Score -6.888208e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 31763 members Mstep: Class 2 contains 306750 members Mstep: Class 3 contains 7324 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 9964 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5327 members Mstep: Class 9 contains 14860 members Mstep: Class 10 contains 67554 members Mstep: Class 11 contains 6810 members Mstep: Class 12 contains 12502 members Mstep: Class 13 contains 4695 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 392 members Mstep: Class 16 contains 10199 members Mstep: Class 18 contains 12097 members Mstep: Class 21 contains 273118 members Mstep: Class 22 contains 4191 members Entering Unmasked Estep ConsiderDeletion Score: -68882120.000000 Penalty: 63897.066406 Iteration 94Q: 20 clusters Score -6.888212e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 31773 members Mstep: Class 2 contains 306758 members Mstep: Class 3 contains 7324 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 9956 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3070 members Mstep: Class 8 contains 5329 members Mstep: Class 9 contains 14855 members Mstep: Class 10 contains 67554 members Mstep: Class 11 contains 6811 members Mstep: Class 12 contains 12502 members Mstep: Class 13 contains 4702 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 392 members Mstep: Class 16 contains 10197 members Mstep: Class 18 contains 12097 members Mstep: Class 21 contains 273115 members Mstep: Class 22 contains 4180 members Entering Unmasked Estep ConsiderDeletion Score: -68882064.000000 Penalty: 63897.066406 Iteration 95Q: 20 clusters Score -6.888206e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 31777 members Mstep: Class 2 contains 306764 members Mstep: Class 3 contains 7324 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 9948 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5326 members Mstep: Class 9 contains 14851 members Mstep: Class 10 contains 67554 members Mstep: Class 11 contains 6812 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4715 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 392 members Mstep: Class 16 contains 10196 members Mstep: Class 18 contains 12098 members Mstep: Class 21 contains 273111 members Mstep: Class 22 contains 4178 members Entering Unmasked Estep ConsiderDeletion Score: -68882136.000000 Penalty: 63897.066406 Iteration 96Q: 20 clusters Score -6.888214e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 31784 members Mstep: Class 2 contains 306769 members Mstep: Class 3 contains 7324 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 9947 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5326 members Mstep: Class 9 contains 14848 members Mstep: Class 10 contains 67553 members Mstep: Class 11 contains 6814 members Mstep: Class 12 contains 12497 members Mstep: Class 13 contains 4719 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 392 members Mstep: Class 16 contains 10193 members Mstep: Class 18 contains 12099 members Mstep: Class 21 contains 273110 members Mstep: Class 22 contains 4171 members Entering Unmasked Estep ConsiderDeletion Score: -68882064.000000 Penalty: 63897.066406 Iteration 97Q: 20 clusters Score -6.888206e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 31785 members Mstep: Class 2 contains 306774 members Mstep: Class 3 contains 7323 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 9944 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5327 members Mstep: Class 9 contains 14844 members Mstep: Class 10 contains 67553 members Mstep: Class 11 contains 6814 members Mstep: Class 12 contains 12498 members Mstep: Class 13 contains 4724 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 392 members Mstep: Class 16 contains 10193 members Mstep: Class 18 contains 12099 members Mstep: Class 21 contains 273108 members Mstep: Class 22 contains 4168 members Entering Unmasked Estep ConsiderDeletion Score: -68882112.000000 Penalty: 63897.066406 Iteration 98Q: 20 clusters Score -6.888211e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 31787 members Mstep: Class 2 contains 306774 members Mstep: Class 3 contains 7322 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 9943 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5331 members Mstep: Class 9 contains 14838 members Mstep: Class 10 contains 67554 members Mstep: Class 11 contains 6814 members Mstep: Class 12 contains 12499 members Mstep: Class 13 contains 4727 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 392 members Mstep: Class 16 contains 10197 members Mstep: Class 18 contains 12099 members Mstep: Class 21 contains 273103 members Mstep: Class 22 contains 4166 members Entering Unmasked Estep ConsiderDeletion Score: -68882144.000000 Penalty: 63897.066406 Iteration 99Q: 20 clusters Score -6.888214e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 31792 members Mstep: Class 2 contains 306782 members Mstep: Class 3 contains 7322 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 9940 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5333 members Mstep: Class 9 contains 14830 members Mstep: Class 10 contains 67554 members Mstep: Class 11 contains 6813 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4735 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 392 members Mstep: Class 16 contains 10199 members Mstep: Class 18 contains 12099 members Mstep: Class 21 contains 273094 members Mstep: Class 22 contains 4161 members Entering Unmasked Estep ConsiderDeletion Score: -68882256.000000 Penalty: 63897.066406 Iteration 100F: 20 clusters Score -6.888226e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 31790 members Mstep: Class 2 contains 306787 members Mstep: Class 3 contains 7322 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 9941 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5335 members Mstep: Class 9 contains 14828 members Mstep: Class 10 contains 67553 members Mstep: Class 11 contains 6814 members Mstep: Class 12 contains 12501 members Mstep: Class 13 contains 4739 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 402 members Mstep: Class 16 contains 10201 members Mstep: Class 18 contains 12099 members Mstep: Class 21 contains 273085 members Mstep: Class 22 contains 4159 members Entering Unmasked Estep ConsiderDeletion Score: -68882288.000000 Penalty: 63897.066406 Iteration 101Q: 20 clusters Score -6.888229e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31791 members Mstep: Class 2 contains 306790 members Mstep: Class 3 contains 7323 members Mstep: Class 4 contains 1399 members Mstep: Class 5 contains 9943 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5334 members Mstep: Class 9 contains 14827 members Mstep: Class 10 contains 67557 members Mstep: Class 11 contains 6816 members Mstep: Class 12 contains 12502 members Mstep: Class 13 contains 4744 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 397 members Mstep: Class 16 contains 10201 members Mstep: Class 18 contains 12100 members Mstep: Class 21 contains 273077 members Mstep: Class 22 contains 4157 members Entering Unmasked Estep ConsiderDeletion Score: -68882344.000000 Penalty: 63897.066406 Iteration 102Q: 20 clusters Score -6.888234e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31793 members Mstep: Class 2 contains 306788 members Mstep: Class 3 contains 7324 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9941 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5335 members Mstep: Class 9 contains 14825 members Mstep: Class 10 contains 67561 members Mstep: Class 11 contains 6816 members Mstep: Class 12 contains 12503 members Mstep: Class 13 contains 4748 members Mstep: Class 14 contains 1561 members Mstep: Class 15 contains 389 members Mstep: Class 16 contains 10206 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273071 members Mstep: Class 22 contains 4159 members Entering Unmasked Estep ConsiderDeletion Score: -68882312.000000 Penalty: 63897.066406 Iteration 103Q: 20 clusters Score -6.888231e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31798 members Mstep: Class 2 contains 306790 members Mstep: Class 3 contains 7324 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9940 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5335 members Mstep: Class 9 contains 14825 members Mstep: Class 10 contains 67562 members Mstep: Class 11 contains 6816 members Mstep: Class 12 contains 12503 members Mstep: Class 13 contains 4749 members Mstep: Class 14 contains 1562 members Mstep: Class 15 contains 384 members Mstep: Class 16 contains 10207 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273063 members Mstep: Class 22 contains 4162 members Entering Unmasked Estep ConsiderDeletion Score: -68882296.000000 Penalty: 63897.066406 Iteration 104Q: 20 clusters Score -6.88823e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31804 members Mstep: Class 2 contains 306791 members Mstep: Class 3 contains 7324 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9939 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5337 members Mstep: Class 9 contains 14824 members Mstep: Class 10 contains 67561 members Mstep: Class 11 contains 6816 members Mstep: Class 12 contains 12503 members Mstep: Class 13 contains 4749 members Mstep: Class 14 contains 1562 members Mstep: Class 15 contains 382 members Mstep: Class 16 contains 10208 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273058 members Mstep: Class 22 contains 4162 members Entering Unmasked Estep ConsiderDeletion Score: -68882296.000000 Penalty: 63897.066406 Iteration 105Q: 20 clusters Score -6.88823e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31811 members Mstep: Class 2 contains 306798 members Mstep: Class 3 contains 7324 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9935 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5338 members Mstep: Class 9 contains 14824 members Mstep: Class 10 contains 67561 members Mstep: Class 11 contains 6816 members Mstep: Class 12 contains 12503 members Mstep: Class 13 contains 4749 members Mstep: Class 14 contains 1562 members Mstep: Class 15 contains 382 members Mstep: Class 16 contains 10212 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273050 members Mstep: Class 22 contains 4155 members Entering Unmasked Estep ConsiderDeletion Score: -68882304.000000 Penalty: 63897.066406 Iteration 106Q: 20 clusters Score -6.88823e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31821 members Mstep: Class 2 contains 306800 members Mstep: Class 3 contains 7323 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9930 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14823 members Mstep: Class 10 contains 67567 members Mstep: Class 11 contains 6816 members Mstep: Class 12 contains 12503 members Mstep: Class 13 contains 4749 members Mstep: Class 14 contains 1562 members Mstep: Class 15 contains 382 members Mstep: Class 16 contains 10217 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273042 members Mstep: Class 22 contains 4145 members Entering Unmasked Estep ConsiderDeletion Score: -68882344.000000 Penalty: 63897.066406 Iteration 107Q: 20 clusters Score -6.888234e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31830 members Mstep: Class 2 contains 306806 members Mstep: Class 3 contains 7323 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9926 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14823 members Mstep: Class 10 contains 67568 members Mstep: Class 11 contains 6816 members Mstep: Class 12 contains 12503 members Mstep: Class 13 contains 4748 members Mstep: Class 14 contains 1562 members Mstep: Class 15 contains 382 members Mstep: Class 16 contains 10219 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273037 members Mstep: Class 22 contains 4137 members Entering Unmasked Estep ConsiderDeletion Score: -68882408.000000 Penalty: 63897.066406 Iteration 108Q: 20 clusters Score -6.888241e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31843 members Mstep: Class 2 contains 306813 members Mstep: Class 3 contains 7323 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9923 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14823 members Mstep: Class 10 contains 67571 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12502 members Mstep: Class 13 contains 4748 members Mstep: Class 14 contains 1562 members Mstep: Class 15 contains 382 members Mstep: Class 16 contains 10220 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273027 members Mstep: Class 22 contains 4126 members Entering Unmasked Estep ConsiderDeletion Score: -68882408.000000 Penalty: 63897.066406 Iteration 109Q: 20 clusters Score -6.888241e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31836 members Mstep: Class 2 contains 306814 members Mstep: Class 3 contains 7324 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9921 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14823 members Mstep: Class 10 contains 67575 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12502 members Mstep: Class 13 contains 4748 members Mstep: Class 14 contains 1562 members Mstep: Class 15 contains 382 members Mstep: Class 16 contains 10222 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273028 members Mstep: Class 22 contains 4126 members Entering Unmasked Estep ConsiderDeletion Score: -68882400.000000 Penalty: 63897.066406 Iteration 110Q: 20 clusters Score -6.88824e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31831 members Mstep: Class 2 contains 306817 members Mstep: Class 3 contains 7324 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9920 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14823 members Mstep: Class 10 contains 67575 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12502 members Mstep: Class 13 contains 4749 members Mstep: Class 14 contains 1562 members Mstep: Class 15 contains 382 members Mstep: Class 16 contains 10224 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273028 members Mstep: Class 22 contains 4126 members Entering Unmasked Estep ConsiderDeletion Score: -68882368.000000 Penalty: 63897.066406 Iteration 111Q: 20 clusters Score -6.888237e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31831 members Mstep: Class 2 contains 306823 members Mstep: Class 3 contains 7325 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9919 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14823 members Mstep: Class 10 contains 67576 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12501 members Mstep: Class 13 contains 4750 members Mstep: Class 14 contains 1562 members Mstep: Class 15 contains 382 members Mstep: Class 16 contains 10225 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273021 members Mstep: Class 22 contains 4125 members Entering Unmasked Estep ConsiderDeletion Score: -68882408.000000 Penalty: 63897.066406 Iteration 112Q: 20 clusters Score -6.888241e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31829 members Mstep: Class 2 contains 306831 members Mstep: Class 3 contains 7323 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9920 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14823 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4750 members Mstep: Class 14 contains 1562 members Mstep: Class 15 contains 382 members Mstep: Class 16 contains 10226 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273016 members Mstep: Class 22 contains 4124 members Entering Unmasked Estep ConsiderDeletion Score: -68882392.000000 Penalty: 63897.066406 Iteration 113Q: 20 clusters Score -6.888239e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31828 members Mstep: Class 2 contains 306835 members Mstep: Class 3 contains 7322 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9920 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14823 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4750 members Mstep: Class 14 contains 1562 members Mstep: Class 15 contains 382 members Mstep: Class 16 contains 10227 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273014 members Mstep: Class 22 contains 4123 members Entering Unmasked Estep ConsiderDeletion Score: -68882440.000000 Penalty: 63897.066406 Iteration 114Q: 20 clusters Score -6.888244e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31827 members Mstep: Class 2 contains 306840 members Mstep: Class 3 contains 7321 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9920 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14823 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4750 members Mstep: Class 14 contains 1562 members Mstep: Class 15 contains 382 members Mstep: Class 16 contains 10227 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273013 members Mstep: Class 22 contains 4121 members Entering Unmasked Estep ConsiderDeletion Score: -68882448.000000 Penalty: 63897.066406 Iteration 115Q: 20 clusters Score -6.888245e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31831 members Mstep: Class 2 contains 306843 members Mstep: Class 3 contains 7320 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9920 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14823 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4750 members Mstep: Class 14 contains 1562 members Mstep: Class 15 contains 382 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273009 members Mstep: Class 22 contains 4118 members Entering Unmasked Estep ConsiderDeletion Score: -68882464.000000 Penalty: 63897.066406 Iteration 116Q: 20 clusters Score -6.888246e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31834 members Mstep: Class 2 contains 306847 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9920 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14823 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4750 members Mstep: Class 14 contains 1562 members Mstep: Class 15 contains 382 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273007 members Mstep: Class 22 contains 4115 members Entering Unmasked Estep ConsiderDeletion Score: -68882416.000000 Penalty: 63897.066406 Iteration 117Q: 20 clusters Score -6.888242e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31834 members Mstep: Class 2 contains 306846 members Mstep: Class 3 contains 7319 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9919 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3069 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14823 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4750 members Mstep: Class 14 contains 1562 members Mstep: Class 15 contains 382 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273013 members Mstep: Class 22 contains 4110 members Entering Unmasked Estep ConsiderDeletion Score: -68882384.000000 Penalty: 63897.066406 Iteration 118Q: 20 clusters Score -6.888238e+07 nChanged 23 Entering ConstructFrom: Score: -68882384.000000 Penalty: 63897.066406 Entering ConstructFrom: Trying to split cluster 1 (31841 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31841 members Entering Unmasked Estep Score: -2833475.000000 Penalty: 2571.390625 Iteration 0F: 2 clusters Score -2833475 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15898 members Mstep: Class 2 contains 15943 members Entering Unmasked Estep Score: -2811762.500000 Penalty: 5142.781250 Iteration 0F: 3 clusters Score -2811762 nChanged 14398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16010 members Mstep: Class 2 contains 15831 members Entering Unmasked Estep Score: -2819351.500000 Penalty: 5142.781250 Iteration 1F: 3 clusters Score -2819352 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16023 members Mstep: Class 2 contains 15818 members Entering Unmasked Estep Score: -2819732.250000 Penalty: 5142.781250 Iteration 2Q: 3 clusters Score -2819732 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15967 members Mstep: Class 2 contains 15874 members Entering Unmasked Estep Score: -2820057.250000 Penalty: 5142.781250 Iteration 3Q: 3 clusters Score -2820057 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15849 members Mstep: Class 2 contains 15992 members Entering Unmasked Estep Score: -2820316.000000 Penalty: 5142.781250 Iteration 4Q: 3 clusters Score -2820316 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15705 members Mstep: Class 2 contains 16136 members Entering Unmasked Estep Score: -2820558.250000 Penalty: 5142.781250 Iteration 5Q: 3 clusters Score -2820558 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15567 members Mstep: Class 2 contains 16274 members Entering Unmasked Estep Score: -2820812.500000 Penalty: 5142.781250 Iteration 6Q: 3 clusters Score -2820812 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15390 members Mstep: Class 2 contains 16451 members Entering Unmasked Estep Score: -2821068.000000 Penalty: 5142.781250 Iteration 7Q: 3 clusters Score -2821068 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15183 members Mstep: Class 2 contains 16658 members Entering Unmasked Estep Score: -2821357.250000 Penalty: 5142.781250 Iteration 8Q: 3 clusters Score -2821357 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14894 members Mstep: Class 2 contains 16947 members Entering Unmasked Estep Score: -2821686.000000 Penalty: 5142.781250 Iteration 9Q: 3 clusters Score -2821686 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14573 members Mstep: Class 2 contains 17268 members Entering Unmasked Estep Score: -2822024.000000 Penalty: 5142.781250 Iteration 10Q: 3 clusters Score -2822024 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14185 members Mstep: Class 2 contains 17656 members Entering Unmasked Estep Score: -2822432.000000 Penalty: 5142.781250 Iteration 11Q: 3 clusters Score -2822432 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13734 members Mstep: Class 2 contains 18107 members Entering Unmasked Estep Score: -2822820.500000 Penalty: 5142.781250 Iteration 12Q: 3 clusters Score -2822820 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13164 members Mstep: Class 2 contains 18677 members Entering Unmasked Estep Score: -2823231.250000 Penalty: 5142.781250 Iteration 13Q: 3 clusters Score -2823231 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12488 members Mstep: Class 2 contains 19353 members Entering Unmasked Estep Score: -2823728.750000 Penalty: 5142.781250 Iteration 14Q: 3 clusters Score -2823729 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11712 members Mstep: Class 2 contains 20129 members Entering Unmasked Estep Score: -2824270.500000 Penalty: 5142.781250 Iteration 15Q: 3 clusters Score -2824270 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10857 members Mstep: Class 2 contains 20984 members Entering Unmasked Estep Score: -2824910.000000 Penalty: 5142.781250 Iteration 16Q: 3 clusters Score -2824910 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9905 members Mstep: Class 2 contains 21936 members Entering Unmasked Estep Score: -2825699.500000 Penalty: 5142.781250 Iteration 17Q: 3 clusters Score -2825700 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8925 members Mstep: Class 2 contains 22916 members Entering Unmasked Estep Score: -2826676.750000 Penalty: 5142.781250 Iteration 18Q: 3 clusters Score -2826677 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8004 members Mstep: Class 2 contains 23837 members Entering Unmasked Estep Score: -2827653.500000 Penalty: 5142.781250 Iteration 19Q: 3 clusters Score -2827654 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 24626 members Entering Unmasked Estep Score: -2828349.500000 Penalty: 5142.781250 Iteration 20F: 3 clusters Score -2828350 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6542 members Mstep: Class 2 contains 25299 members Entering Unmasked Estep Score: -2828756.250000 Penalty: 5142.781250 Iteration 21Q: 3 clusters Score -2828756 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 25900 members Entering Unmasked Estep Score: -2829079.000000 Penalty: 5142.781250 Iteration 22Q: 3 clusters Score -2829079 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 26404 members Entering Unmasked Estep Score: -2829307.000000 Penalty: 5142.781250 Iteration 23Q: 3 clusters Score -2829307 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 26839 members Entering Unmasked Estep Score: -2829479.000000 Penalty: 5142.781250 Iteration 24Q: 3 clusters Score -2829479 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 27246 members Entering Unmasked Estep Score: -2829651.250000 Penalty: 5142.781250 Iteration 25Q: 3 clusters Score -2829651 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 27625 members Entering Unmasked Estep Score: -2829811.000000 Penalty: 5142.781250 Iteration 26Q: 3 clusters Score -2829811 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 27979 members Entering Unmasked Estep Score: -2829977.000000 Penalty: 5142.781250 Iteration 27Q: 3 clusters Score -2829977 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 28334 members Entering Unmasked Estep Score: -2830135.750000 Penalty: 5142.781250 Iteration 28Q: 3 clusters Score -2830136 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 28637 members Entering Unmasked Estep Score: -2830269.000000 Penalty: 5142.781250 Iteration 29Q: 3 clusters Score -2830269 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 28872 members Entering Unmasked Estep Score: -2830369.000000 Penalty: 5142.781250 Iteration 30Q: 3 clusters Score -2830369 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 29074 members Entering Unmasked Estep Score: -2830447.750000 Penalty: 5142.781250 Iteration 31Q: 3 clusters Score -2830448 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 29253 members Entering Unmasked Estep Score: -2830512.000000 Penalty: 5142.781250 Iteration 32Q: 3 clusters Score -2830512 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 29422 members Entering Unmasked Estep Score: -2830570.250000 Penalty: 5142.781250 Iteration 33Q: 3 clusters Score -2830570 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 29569 members Entering Unmasked Estep Score: -2830618.750000 Penalty: 5142.781250 Iteration 34Q: 3 clusters Score -2830619 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 29707 members Entering Unmasked Estep Score: -2830673.500000 Penalty: 5142.781250 Iteration 35Q: 3 clusters Score -2830674 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 29809 members Entering Unmasked Estep Score: -2830703.250000 Penalty: 5142.781250 Iteration 36Q: 3 clusters Score -2830703 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 29903 members Entering Unmasked Estep Score: -2830740.250000 Penalty: 5142.781250 Iteration 37Q: 3 clusters Score -2830740 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 29983 members Entering Unmasked Estep Score: -2830761.000000 Penalty: 5142.781250 Iteration 38Q: 3 clusters Score -2830761 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 30045 members Entering Unmasked Estep Score: -2830785.250000 Penalty: 5142.781250 Iteration 39Q: 3 clusters Score -2830785 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 30112 members Entering Unmasked Estep Score: -2830810.750000 Penalty: 5142.781250 Iteration 40F: 3 clusters Score -2830811 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 30181 members Entering Unmasked Estep Score: -2830847.750000 Penalty: 5142.781250 Iteration 41Q: 3 clusters Score -2830848 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 30240 members Entering Unmasked Estep Score: -2830869.500000 Penalty: 5142.781250 Iteration 42Q: 3 clusters Score -2830870 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 30299 members Entering Unmasked Estep Score: -2830897.000000 Penalty: 5142.781250 Iteration 43Q: 3 clusters Score -2830897 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 30353 members Entering Unmasked Estep Score: -2830917.000000 Penalty: 5142.781250 Iteration 44Q: 3 clusters Score -2830917 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 30404 members Entering Unmasked Estep Score: -2830930.500000 Penalty: 5142.781250 Iteration 45Q: 3 clusters Score -2830930 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 30460 members Entering Unmasked Estep Score: -2830953.500000 Penalty: 5142.781250 Iteration 46Q: 3 clusters Score -2830954 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 30509 members Entering Unmasked Estep Score: -2830974.000000 Penalty: 5142.781250 Iteration 47Q: 3 clusters Score -2830974 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 30563 members Entering Unmasked Estep Score: -2830995.000000 Penalty: 5142.781250 Iteration 48Q: 3 clusters Score -2830995 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 30608 members Entering Unmasked Estep Score: -2831019.500000 Penalty: 5142.781250 Iteration 49Q: 3 clusters Score -2831020 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 30654 members Entering Unmasked Estep Score: -2831042.250000 Penalty: 5142.781250 Iteration 50Q: 3 clusters Score -2831042 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 30691 members Entering Unmasked Estep Score: -2831056.750000 Penalty: 5142.781250 Iteration 51Q: 3 clusters Score -2831057 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 30719 members Entering Unmasked Estep Score: -2831067.500000 Penalty: 5142.781250 Iteration 52Q: 3 clusters Score -2831068 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 30743 members Entering Unmasked Estep Score: -2831079.500000 Penalty: 5142.781250 Iteration 53Q: 3 clusters Score -2831080 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 30771 members Entering Unmasked Estep Score: -2831094.000000 Penalty: 5142.781250 Iteration 54Q: 3 clusters Score -2831094 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 30792 members Entering Unmasked Estep Score: -2831104.500000 Penalty: 5142.781250 Iteration 55Q: 3 clusters Score -2831104 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 30819 members Entering Unmasked Estep Score: -2831115.250000 Penalty: 5142.781250 Iteration 56Q: 3 clusters Score -2831115 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 30839 members Entering Unmasked Estep Score: -2831133.250000 Penalty: 5142.781250 Iteration 57Q: 3 clusters Score -2831133 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 30864 members Entering Unmasked Estep Score: -2831147.500000 Penalty: 5142.781250 Iteration 58Q: 3 clusters Score -2831148 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 30887 members Entering Unmasked Estep Score: -2831159.750000 Penalty: 5142.781250 Iteration 59Q: 3 clusters Score -2831160 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 30910 members Entering Unmasked Estep Score: -2831165.250000 Penalty: 5142.781250 Iteration 60F: 3 clusters Score -2831165 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 30927 members Entering Unmasked Estep Score: -2831170.750000 Penalty: 5142.781250 Iteration 61Q: 3 clusters Score -2831171 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 30939 members Entering Unmasked Estep Score: -2831177.500000 Penalty: 5142.781250 Iteration 62Q: 3 clusters Score -2831178 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 30948 members Entering Unmasked Estep Score: -2831183.500000 Penalty: 5142.781250 Iteration 63Q: 3 clusters Score -2831184 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 30958 members Entering Unmasked Estep Score: -2831192.750000 Penalty: 5142.781250 Iteration 64Q: 3 clusters Score -2831193 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 30967 members Entering Unmasked Estep Score: -2831194.500000 Penalty: 5142.781250 Iteration 65Q: 3 clusters Score -2831194 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 30974 members Entering Unmasked Estep Score: -2831194.250000 Penalty: 5142.781250 Iteration 66Q: 3 clusters Score -2831194 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 30980 members Entering Unmasked Estep Score: -2831193.500000 Penalty: 5142.781250 Iteration 67Q: 3 clusters Score -2831194 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 30984 members Entering Unmasked Estep Score: -2831196.750000 Penalty: 5142.781250 Iteration 68Q: 3 clusters Score -2831197 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 30987 members Entering Unmasked Estep Score: -2831194.000000 Penalty: 5142.781250 Iteration 69Q: 3 clusters Score -2831194 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 30991 members Entering Unmasked Estep Score: -2831199.250000 Penalty: 5142.781250 Iteration 70Q: 3 clusters Score -2831199 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 30997 members Entering Unmasked Estep Score: -2831202.000000 Penalty: 5142.781250 Iteration 71Q: 3 clusters Score -2831202 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 31004 members Entering Unmasked Estep Score: -2831204.500000 Penalty: 5142.781250 Iteration 72Q: 3 clusters Score -2831204 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 31009 members Entering Unmasked Estep Score: -2831206.000000 Penalty: 5142.781250 Iteration 73Q: 3 clusters Score -2831206 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 31012 members Entering Unmasked Estep Score: -2831206.000000 Penalty: 5142.781250 Iteration 74Q: 3 clusters Score -2831206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 31015 members Entering Unmasked Estep Score: -2831206.000000 Penalty: 5142.781250 Iteration 75Q: 3 clusters Score -2831206 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 31018 members Entering Unmasked Estep Score: -2831212.750000 Penalty: 5142.781250 Iteration 76Q: 3 clusters Score -2831213 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 31020 members Entering Unmasked Estep Score: -2831213.000000 Penalty: 5142.781250 Iteration 77Q: 3 clusters Score -2831213 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 31021 members Entering Unmasked Estep Score: -2831212.500000 Penalty: 5142.781250 Iteration 78Q: 3 clusters Score -2831212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 31024 members Entering Unmasked Estep Score: -2831211.500000 Penalty: 5142.781250 Iteration 79Q: 3 clusters Score -2831212 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 31025 members Entering Unmasked Estep Score: -2831210.000000 Penalty: 5142.781250 Iteration 80F: 3 clusters Score -2831210 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (306847 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306847 members Entering Unmasked Estep Score: -27974546.000000 Penalty: 3133.258057 Iteration 0F: 2 clusters Score -2.797455e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152958 members Mstep: Class 2 contains 153889 members Entering Unmasked Estep Score: -27768404.000000 Penalty: 6266.516113 Iteration 0F: 3 clusters Score -2.77684e+07 nChanged 148690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139276 members Mstep: Class 2 contains 167571 members Entering Unmasked Estep Score: -27859146.000000 Penalty: 6266.516113 Iteration 1F: 3 clusters Score -2.785915e+07 nChanged 13576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129788 members Mstep: Class 2 contains 177059 members Entering Unmasked Estep Score: -27864070.000000 Penalty: 6266.516113 Iteration 2Q: 3 clusters Score -2.786407e+07 nChanged 18013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115461 members Mstep: Class 2 contains 191386 members Entering Unmasked Estep Score: -27873878.000000 Penalty: 6266.516113 Iteration 3F: 3 clusters Score -2.787388e+07 nChanged 23044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95621 members Mstep: Class 2 contains 211226 members Entering Unmasked Estep Score: -27889934.000000 Penalty: 6266.516113 Iteration 4F: 3 clusters Score -2.788993e+07 nChanged 25939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71808 members Mstep: Class 2 contains 235039 members Entering Unmasked Estep Score: -27910676.000000 Penalty: 6266.516113 Iteration 5F: 3 clusters Score -2.791068e+07 nChanged 24287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48397 members Mstep: Class 2 contains 258450 members Entering Unmasked Estep Score: -27932246.000000 Penalty: 6266.516113 Iteration 6F: 3 clusters Score -2.793225e+07 nChanged 19031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29528 members Mstep: Class 2 contains 277319 members Entering Unmasked Estep Score: -27949938.000000 Penalty: 6266.516113 Iteration 7F: 3 clusters Score -2.794994e+07 nChanged 12336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17228 members Mstep: Class 2 contains 289619 members Entering Unmasked Estep Score: -27961706.000000 Penalty: 6266.516113 Iteration 8Q: 3 clusters Score -2.796171e+07 nChanged 6449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10805 members Mstep: Class 2 contains 296042 members Entering Unmasked Estep Score: -27967760.000000 Penalty: 6266.516113 Iteration 9Q: 3 clusters Score -2.796776e+07 nChanged 2992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7967 members Mstep: Class 2 contains 298880 members Entering Unmasked Estep Score: -27970854.000000 Penalty: 6266.516113 Iteration 10Q: 3 clusters Score -2.797085e+07 nChanged 1696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6741 members Mstep: Class 2 contains 300106 members Entering Unmasked Estep Score: -27972356.000000 Penalty: 6266.516113 Iteration 11Q: 3 clusters Score -2.797236e+07 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 300710 members Entering Unmasked Estep Score: -27973124.000000 Penalty: 6266.516113 Iteration 12Q: 3 clusters Score -2.797312e+07 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 301130 members Entering Unmasked Estep Score: -27973418.000000 Penalty: 6266.516113 Iteration 13Q: 3 clusters Score -2.797342e+07 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5424 members Mstep: Class 2 contains 301423 members Entering Unmasked Estep Score: -27973578.000000 Penalty: 6266.516113 Iteration 14Q: 3 clusters Score -2.797358e+07 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 301666 members Entering Unmasked Estep Score: -27973702.000000 Penalty: 6266.516113 Iteration 15Q: 3 clusters Score -2.79737e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 301857 members Entering Unmasked Estep Score: -27973782.000000 Penalty: 6266.516113 Iteration 16Q: 3 clusters Score -2.797378e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 302008 members Entering Unmasked Estep Score: -27973868.000000 Penalty: 6266.516113 Iteration 17Q: 3 clusters Score -2.797387e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 302143 members Entering Unmasked Estep Score: -27973896.000000 Penalty: 6266.516113 Iteration 18Q: 3 clusters Score -2.79739e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 302237 members Entering Unmasked Estep Score: -27973878.000000 Penalty: 6266.516113 Iteration 19Q: 3 clusters Score -2.797388e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 302311 members Entering Unmasked Estep Score: -27973900.000000 Penalty: 6266.516113 Iteration 20F: 3 clusters Score -2.79739e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 302367 members Entering Unmasked Estep Score: -27973934.000000 Penalty: 6266.516113 Iteration 21Q: 3 clusters Score -2.797393e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 302420 members Entering Unmasked Estep Score: -27973926.000000 Penalty: 6266.516113 Iteration 22Q: 3 clusters Score -2.797393e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 302476 members Entering Unmasked Estep Score: -27973920.000000 Penalty: 6266.516113 Iteration 23Q: 3 clusters Score -2.797392e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 302544 members Entering Unmasked Estep Score: -27973906.000000 Penalty: 6266.516113 Iteration 24Q: 3 clusters Score -2.797391e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 302579 members Entering Unmasked Estep Score: -27973914.000000 Penalty: 6266.516113 Iteration 25Q: 3 clusters Score -2.797391e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 302606 members Entering Unmasked Estep Score: -27973914.000000 Penalty: 6266.516113 Iteration 26Q: 3 clusters Score -2.797391e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 302624 members Entering Unmasked Estep Score: -27973944.000000 Penalty: 6266.516113 Iteration 27Q: 3 clusters Score -2.797394e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 302638 members Entering Unmasked Estep Score: -27973926.000000 Penalty: 6266.516113 Iteration 28Q: 3 clusters Score -2.797393e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 302650 members Entering Unmasked Estep Score: -27973944.000000 Penalty: 6266.516113 Iteration 29Q: 3 clusters Score -2.797394e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 302659 members Entering Unmasked Estep Score: -27973956.000000 Penalty: 6266.516113 Iteration 30Q: 3 clusters Score -2.797396e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 302663 members Entering Unmasked Estep Score: -27973944.000000 Penalty: 6266.516113 Iteration 31Q: 3 clusters Score -2.797394e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 302669 members Entering Unmasked Estep Score: -27973964.000000 Penalty: 6266.516113 Iteration 32Q: 3 clusters Score -2.797396e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 302678 members Entering Unmasked Estep Score: -27973956.000000 Penalty: 6266.516113 Iteration 33Q: 3 clusters Score -2.797396e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 302700 members Entering Unmasked Estep Score: -27973938.000000 Penalty: 6266.516113 Iteration 34Q: 3 clusters Score -2.797394e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 302717 members Entering Unmasked Estep Score: -27973910.000000 Penalty: 6266.516113 Iteration 35Q: 3 clusters Score -2.797391e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 302729 members Entering Unmasked Estep Score: -27973926.000000 Penalty: 6266.516113 Iteration 36Q: 3 clusters Score -2.797393e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 302738 members Entering Unmasked Estep Score: -27973944.000000 Penalty: 6266.516113 Iteration 37Q: 3 clusters Score -2.797394e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 302752 members Entering Unmasked Estep Score: -27973922.000000 Penalty: 6266.516113 Iteration 38Q: 3 clusters Score -2.797392e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 302761 members Entering Unmasked Estep Score: -27973926.000000 Penalty: 6266.516113 Iteration 39Q: 3 clusters Score -2.797393e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 302769 members Entering Unmasked Estep Score: -27973932.000000 Penalty: 6266.516113 Iteration 40F: 3 clusters Score -2.797393e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 302778 members Entering Unmasked Estep Score: -27973930.000000 Penalty: 6266.516113 Iteration 41Q: 3 clusters Score -2.797393e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 302782 members Entering Unmasked Estep Score: -27973942.000000 Penalty: 6266.516113 Iteration 42Q: 3 clusters Score -2.797394e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 302783 members Entering Unmasked Estep Score: -27973944.000000 Penalty: 6266.516113 Iteration 43Q: 3 clusters Score -2.797394e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 302783 members Entering Unmasked Estep Score: -27973940.000000 Penalty: 6266.516113 Iteration 44Q: 3 clusters Score -2.797394e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 302782 members Entering Unmasked Estep Score: -27973944.000000 Penalty: 6266.516113 Iteration 45Q: 3 clusters Score -2.797394e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 302785 members Entering Unmasked Estep Score: -27973946.000000 Penalty: 6266.516113 Iteration 46Q: 3 clusters Score -2.797395e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 302789 members Entering Unmasked Estep Score: -27973936.000000 Penalty: 6266.516113 Iteration 47Q: 3 clusters Score -2.797394e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 302790 members Entering Unmasked Estep Score: -27973934.000000 Penalty: 6266.516113 Iteration 48Q: 3 clusters Score -2.797393e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 302791 members Entering Unmasked Estep Score: -27973936.000000 Penalty: 6266.516113 Iteration 49Q: 3 clusters Score -2.797394e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 302790 members Entering Unmasked Estep Score: -27973932.000000 Penalty: 6266.516113 Iteration 50Q: 3 clusters Score -2.797393e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 302790 members Entering Unmasked Estep Score: -27973932.000000 Penalty: 6266.516113 Iteration 51F: 3 clusters Score -2.797393e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (7320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7320 members Entering Unmasked Estep Score: -662702.375000 Penalty: 2206.794678 Iteration 0F: 2 clusters Score -662702.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -656675.187500 Penalty: 4413.589355 Iteration 0F: 3 clusters Score -656675.2 nChanged 2947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -658262.125000 Penalty: 4413.589355 Iteration 1F: 3 clusters Score -658262.1 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -658511.437500 Penalty: 4413.589355 Iteration 2F: 3 clusters Score -658511.4 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -658729.625000 Penalty: 4413.589355 Iteration 3F: 3 clusters Score -658729.6 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -658939.625000 Penalty: 4413.589355 Iteration 4Q: 3 clusters Score -658939.6 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -659191.187500 Penalty: 4413.589355 Iteration 5Q: 3 clusters Score -659191.2 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -659450.812500 Penalty: 4413.589355 Iteration 6Q: 3 clusters Score -659450.8 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -659750.312500 Penalty: 4413.589355 Iteration 7F: 3 clusters Score -659750.3 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -660100.875000 Penalty: 4413.589355 Iteration 8F: 3 clusters Score -660100.9 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -660387.000000 Penalty: 4413.589355 Iteration 9F: 3 clusters Score -660387 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -660623.687500 Penalty: 4413.589355 Iteration 10Q: 3 clusters Score -660623.7 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -660820.437500 Penalty: 4413.589355 Iteration 11Q: 3 clusters Score -660820.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -660969.000000 Penalty: 4413.589355 Iteration 12Q: 3 clusters Score -660969 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -661084.812500 Penalty: 4413.589355 Iteration 13Q: 3 clusters Score -661084.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -661162.250000 Penalty: 4413.589355 Iteration 14Q: 3 clusters Score -661162.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -661221.312500 Penalty: 4413.589355 Iteration 15Q: 3 clusters Score -661221.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5943 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -661257.562500 Penalty: 4413.589355 Iteration 16Q: 3 clusters Score -661257.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5977 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -661282.312500 Penalty: 4413.589355 Iteration 17Q: 3 clusters Score -661282.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -661301.187500 Penalty: 4413.589355 Iteration 18Q: 3 clusters Score -661301.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6033 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -661315.250000 Penalty: 4413.589355 Iteration 19Q: 3 clusters Score -661315.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -661327.437500 Penalty: 4413.589355 Iteration 20F: 3 clusters Score -661327.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -661338.687500 Penalty: 4413.589355 Iteration 21Q: 3 clusters Score -661338.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6094 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -661343.625000 Penalty: 4413.589355 Iteration 22Q: 3 clusters Score -661343.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -661349.375000 Penalty: 4413.589355 Iteration 23Q: 3 clusters Score -661349.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6109 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -661352.375000 Penalty: 4413.589355 Iteration 24Q: 3 clusters Score -661352.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6117 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -661355.187500 Penalty: 4413.589355 Iteration 25Q: 3 clusters Score -661355.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -661357.937500 Penalty: 4413.589355 Iteration 26Q: 3 clusters Score -661357.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -661360.812500 Penalty: 4413.589355 Iteration 27Q: 3 clusters Score -661360.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6135 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -661363.437500 Penalty: 4413.589355 Iteration 28Q: 3 clusters Score -661363.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6143 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -661367.812500 Penalty: 4413.589355 Iteration 29Q: 3 clusters Score -661367.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -661369.375000 Penalty: 4413.589355 Iteration 30Q: 3 clusters Score -661369.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -661369.625000 Penalty: 4413.589355 Iteration 31Q: 3 clusters Score -661369.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -661370.250000 Penalty: 4413.589355 Iteration 32Q: 3 clusters Score -661370.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6150 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -661370.875000 Penalty: 4413.589355 Iteration 33Q: 3 clusters Score -661370.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6151 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -661370.250000 Penalty: 4413.589355 Iteration 34Q: 3 clusters Score -661370.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6151 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -661370.250000 Penalty: 4413.589355 Iteration 35F: 3 clusters Score -661370.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1398 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Entering Unmasked Estep Score: -115626.312500 Penalty: 1796.213867 Iteration 0F: 2 clusters Score -115626.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -113476.117188 Penalty: 3592.427734 Iteration 0F: 3 clusters Score -113476.1 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -113959.023438 Penalty: 3592.427734 Iteration 1F: 3 clusters Score -113959 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -114169.632812 Penalty: 3592.427734 Iteration 2F: 3 clusters Score -114169.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -114322.171875 Penalty: 3592.427734 Iteration 3F: 3 clusters Score -114322.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -114426.281250 Penalty: 3592.427734 Iteration 4Q: 3 clusters Score -114426.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -114513.562500 Penalty: 3592.427734 Iteration 5Q: 3 clusters Score -114513.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -114575.539062 Penalty: 3592.427734 Iteration 6Q: 3 clusters Score -114575.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -114613.968750 Penalty: 3592.427734 Iteration 7Q: 3 clusters Score -114614 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -114640.234375 Penalty: 3592.427734 Iteration 8Q: 3 clusters Score -114640.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -114682.218750 Penalty: 3592.427734 Iteration 9Q: 3 clusters Score -114682.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -114720.437500 Penalty: 3592.427734 Iteration 10Q: 3 clusters Score -114720.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -114750.671875 Penalty: 3592.427734 Iteration 11Q: 3 clusters Score -114750.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -114771.773438 Penalty: 3592.427734 Iteration 12Q: 3 clusters Score -114771.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -114792.679688 Penalty: 3592.427734 Iteration 13Q: 3 clusters Score -114792.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -114797.046875 Penalty: 3592.427734 Iteration 14Q: 3 clusters Score -114797 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -114801.867188 Penalty: 3592.427734 Iteration 15Q: 3 clusters Score -114801.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -114807.992188 Penalty: 3592.427734 Iteration 16Q: 3 clusters Score -114808 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -114814.328125 Penalty: 3592.427734 Iteration 17Q: 3 clusters Score -114814.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -114818.437500 Penalty: 3592.427734 Iteration 18Q: 3 clusters Score -114818.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -114823.164062 Penalty: 3592.427734 Iteration 19Q: 3 clusters Score -114823.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -114829.828125 Penalty: 3592.427734 Iteration 20F: 3 clusters Score -114829.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -114835.726562 Penalty: 3592.427734 Iteration 21Q: 3 clusters Score -114835.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -114842.484375 Penalty: 3592.427734 Iteration 22Q: 3 clusters Score -114842.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -114856.851562 Penalty: 3592.427734 Iteration 23Q: 3 clusters Score -114856.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -114896.101562 Penalty: 3592.427734 Iteration 24Q: 3 clusters Score -114896.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -114937.406250 Penalty: 3592.427734 Iteration 25Q: 3 clusters Score -114937.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -114968.406250 Penalty: 3592.427734 Iteration 26Q: 3 clusters Score -114968.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -114996.476562 Penalty: 3592.427734 Iteration 27Q: 3 clusters Score -114996.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -115012.320312 Penalty: 3592.427734 Iteration 28Q: 3 clusters Score -115012.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -115025.601562 Penalty: 3592.427734 Iteration 29Q: 3 clusters Score -115025.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -115032.015625 Penalty: 3592.427734 Iteration 30Q: 3 clusters Score -115032 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -115035.875000 Penalty: 3592.427734 Iteration 31Q: 3 clusters Score -115035.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -115056.250000 Penalty: 3592.427734 Iteration 32Q: 3 clusters Score -115056.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -115067.726562 Penalty: 3592.427734 Iteration 33Q: 3 clusters Score -115067.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -115070.796875 Penalty: 3592.427734 Iteration 34Q: 3 clusters Score -115070.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -115074.148438 Penalty: 3592.427734 Iteration 35Q: 3 clusters Score -115074.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -115081.406250 Penalty: 3592.427734 Iteration 36Q: 3 clusters Score -115081.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -115100.210938 Penalty: 3592.427734 Iteration 37Q: 3 clusters Score -115100.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -115177.125000 Penalty: 3592.427734 Iteration 38Q: 3 clusters Score -115177.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -115274.398438 Penalty: 3592.427734 Iteration 39Q: 3 clusters Score -115274.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -115290.218750 Penalty: 3592.427734 Iteration 40F: 3 clusters Score -115290.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -115299.007812 Penalty: 3592.427734 Iteration 41Q: 3 clusters Score -115299 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -115303.156250 Penalty: 3592.427734 Iteration 42Q: 3 clusters Score -115303.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -115309.585938 Penalty: 3592.427734 Iteration 43Q: 3 clusters Score -115309.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -115316.273438 Penalty: 3592.427734 Iteration 44Q: 3 clusters Score -115316.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -115320.843750 Penalty: 3592.427734 Iteration 45Q: 3 clusters Score -115320.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -115326.382812 Penalty: 3592.427734 Iteration 46Q: 3 clusters Score -115326.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -115346.625000 Penalty: 3592.427734 Iteration 47Q: 3 clusters Score -115346.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -115398.343750 Penalty: 3592.427734 Iteration 48Q: 3 clusters Score -115398.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -115510.765625 Penalty: 3592.427734 Iteration 49Q: 3 clusters Score -115510.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -115641.304688 Penalty: 3592.427734 Iteration 50Q: 3 clusters Score -115641.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -115753.046875 Penalty: 3592.427734 Iteration 51Q: 3 clusters Score -115753 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -115982.414062 Penalty: 3592.427734 Iteration 52Q: 3 clusters Score -115982.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -116142.179688 Penalty: 3592.427734 Iteration 53Q: 3 clusters Score -116142.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -116144.695312 Penalty: 3592.427734 Iteration 54Q: 3 clusters Score -116144.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -116144.695312 Penalty: 3592.427734 Iteration 55F: 3 clusters Score -116144.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31841 members Mstep: Class 2 contains 306847 members Mstep: Class 3 contains 7320 members Mstep: Class 4 contains 636 members Mstep: Class 5 contains 9918 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3068 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14823 members Mstep: Class 10 contains 67578 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4750 members Mstep: Class 14 contains 1562 members Mstep: Class 15 contains 382 members Mstep: Class 16 contains 10228 members Mstep: Class 17 contains 762 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273010 members Mstep: Class 22 contains 4105 members Entering Unmasked Estep Score: -68881256.000000 Penalty: 67260.070312 Splitting cluster 4 changes total score from -68882384.000000 to -68881256.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (9918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9918 members Entering Unmasked Estep Score: -817375.250000 Penalty: 2282.122314 Iteration 0F: 2 clusters Score -817375.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -809706.437500 Penalty: 4564.244629 Iteration 0F: 3 clusters Score -809706.4 nChanged 4157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -812091.937500 Penalty: 4564.244629 Iteration 1F: 3 clusters Score -812091.9 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -812579.687500 Penalty: 4564.244629 Iteration 2F: 3 clusters Score -812579.7 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -812982.187500 Penalty: 4564.244629 Iteration 3F: 3 clusters Score -812982.2 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -813283.875000 Penalty: 4564.244629 Iteration 4F: 3 clusters Score -813283.9 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -813534.437500 Penalty: 4564.244629 Iteration 5Q: 3 clusters Score -813534.4 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -813751.250000 Penalty: 4564.244629 Iteration 6Q: 3 clusters Score -813751.2 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -813929.437500 Penalty: 4564.244629 Iteration 7Q: 3 clusters Score -813929.4 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -814074.187500 Penalty: 4564.244629 Iteration 8Q: 3 clusters Score -814074.2 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -814217.812500 Penalty: 4564.244629 Iteration 9Q: 3 clusters Score -814217.8 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -814366.312500 Penalty: 4564.244629 Iteration 10Q: 3 clusters Score -814366.3 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -814509.000000 Penalty: 4564.244629 Iteration 11Q: 3 clusters Score -814509 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 5710 members Entering Unmasked Estep Score: -814635.375000 Penalty: 4564.244629 Iteration 12Q: 3 clusters Score -814635.4 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 5850 members Entering Unmasked Estep Score: -814726.937500 Penalty: 4564.244629 Iteration 13Q: 3 clusters Score -814726.9 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 5983 members Entering Unmasked Estep Score: -814800.437500 Penalty: 4564.244629 Iteration 14Q: 3 clusters Score -814800.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -814860.437500 Penalty: 4564.244629 Iteration 15Q: 3 clusters Score -814860.4 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -814919.437500 Penalty: 4564.244629 Iteration 16Q: 3 clusters Score -814919.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -814970.562500 Penalty: 4564.244629 Iteration 17Q: 3 clusters Score -814970.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -815011.062500 Penalty: 4564.244629 Iteration 18Q: 3 clusters Score -815011.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 6414 members Entering Unmasked Estep Score: -815041.687500 Penalty: 4564.244629 Iteration 19Q: 3 clusters Score -815041.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -815063.250000 Penalty: 4564.244629 Iteration 20F: 3 clusters Score -815063.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 6527 members Entering Unmasked Estep Score: -815082.125000 Penalty: 4564.244629 Iteration 21Q: 3 clusters Score -815082.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -815101.187500 Penalty: 4564.244629 Iteration 22Q: 3 clusters Score -815101.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -815114.687500 Penalty: 4564.244629 Iteration 23Q: 3 clusters Score -815114.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 6674 members Entering Unmasked Estep Score: -815128.937500 Penalty: 4564.244629 Iteration 24Q: 3 clusters Score -815128.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 6713 members Entering Unmasked Estep Score: -815138.750000 Penalty: 4564.244629 Iteration 25Q: 3 clusters Score -815138.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -815151.687500 Penalty: 4564.244629 Iteration 26Q: 3 clusters Score -815151.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -815163.312500 Penalty: 4564.244629 Iteration 27Q: 3 clusters Score -815163.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 6807 members Entering Unmasked Estep Score: -815167.687500 Penalty: 4564.244629 Iteration 28Q: 3 clusters Score -815167.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -815172.312500 Penalty: 4564.244629 Iteration 29Q: 3 clusters Score -815172.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -815176.750000 Penalty: 4564.244629 Iteration 30Q: 3 clusters Score -815176.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 6864 members Entering Unmasked Estep Score: -815181.375000 Penalty: 4564.244629 Iteration 31Q: 3 clusters Score -815181.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -815183.312500 Penalty: 4564.244629 Iteration 32Q: 3 clusters Score -815183.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 6901 members Entering Unmasked Estep Score: -815184.250000 Penalty: 4564.244629 Iteration 33Q: 3 clusters Score -815184.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -815188.000000 Penalty: 4564.244629 Iteration 34Q: 3 clusters Score -815188 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -815191.375000 Penalty: 4564.244629 Iteration 35Q: 3 clusters Score -815191.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 6941 members Entering Unmasked Estep Score: -815193.437500 Penalty: 4564.244629 Iteration 36Q: 3 clusters Score -815193.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 6958 members Entering Unmasked Estep Score: -815195.625000 Penalty: 4564.244629 Iteration 37Q: 3 clusters Score -815195.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -815198.500000 Penalty: 4564.244629 Iteration 38Q: 3 clusters Score -815198.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -815200.937500 Penalty: 4564.244629 Iteration 39Q: 3 clusters Score -815200.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -815202.125000 Penalty: 4564.244629 Iteration 40F: 3 clusters Score -815202.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 6991 members Entering Unmasked Estep Score: -815204.562500 Penalty: 4564.244629 Iteration 41Q: 3 clusters Score -815204.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -815204.375000 Penalty: 4564.244629 Iteration 42Q: 3 clusters Score -815204.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -815205.125000 Penalty: 4564.244629 Iteration 43Q: 3 clusters Score -815205.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 7015 members Entering Unmasked Estep Score: -815207.187500 Penalty: 4564.244629 Iteration 44Q: 3 clusters Score -815207.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -815210.312500 Penalty: 4564.244629 Iteration 45Q: 3 clusters Score -815210.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -815210.437500 Penalty: 4564.244629 Iteration 46Q: 3 clusters Score -815210.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 7036 members Entering Unmasked Estep Score: -815210.812500 Penalty: 4564.244629 Iteration 47Q: 3 clusters Score -815210.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 7041 members Entering Unmasked Estep Score: -815215.562500 Penalty: 4564.244629 Iteration 48Q: 3 clusters Score -815215.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 7045 members Entering Unmasked Estep Score: -815215.687500 Penalty: 4564.244629 Iteration 49Q: 3 clusters Score -815215.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 7050 members Entering Unmasked Estep Score: -815217.062500 Penalty: 4564.244629 Iteration 50Q: 3 clusters Score -815217.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 7053 members Entering Unmasked Estep Score: -815217.000000 Penalty: 4564.244629 Iteration 51Q: 3 clusters Score -815217 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -815216.875000 Penalty: 4564.244629 Iteration 52Q: 3 clusters Score -815216.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 7055 members Entering Unmasked Estep Score: -815217.187500 Penalty: 4564.244629 Iteration 53Q: 3 clusters Score -815217.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -815217.375000 Penalty: 4564.244629 Iteration 54Q: 3 clusters Score -815217.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -815217.375000 Penalty: 4564.244629 Iteration 55F: 3 clusters Score -815217.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1287 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Entering Unmasked Estep Score: -106514.531250 Penalty: 1775.697144 Iteration 0F: 2 clusters Score -106514.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -104414.843750 Penalty: 3551.394287 Iteration 0F: 3 clusters Score -104414.8 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -104773.734375 Penalty: 3551.394287 Iteration 1F: 3 clusters Score -104773.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -104993.085938 Penalty: 3551.394287 Iteration 2F: 3 clusters Score -104993.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -105182.992188 Penalty: 3551.394287 Iteration 3F: 3 clusters Score -105183 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -105463.640625 Penalty: 3551.394287 Iteration 4F: 3 clusters Score -105463.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -105733.820312 Penalty: 3551.394287 Iteration 5F: 3 clusters Score -105733.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -105944.812500 Penalty: 3551.394287 Iteration 6Q: 3 clusters Score -105944.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -106067.335938 Penalty: 3551.394287 Iteration 7Q: 3 clusters Score -106067.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -106125.609375 Penalty: 3551.394287 Iteration 8Q: 3 clusters Score -106125.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -106162.789062 Penalty: 3551.394287 Iteration 9Q: 3 clusters Score -106162.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -106203.031250 Penalty: 3551.394287 Iteration 10Q: 3 clusters Score -106203 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -106240.046875 Penalty: 3551.394287 Iteration 11Q: 3 clusters Score -106240 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -106259.492188 Penalty: 3551.394287 Iteration 12Q: 3 clusters Score -106259.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -106270.039062 Penalty: 3551.394287 Iteration 13Q: 3 clusters Score -106270 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -106279.445312 Penalty: 3551.394287 Iteration 14Q: 3 clusters Score -106279.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -106286.507812 Penalty: 3551.394287 Iteration 15Q: 3 clusters Score -106286.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -106293.593750 Penalty: 3551.394287 Iteration 16Q: 3 clusters Score -106293.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -106299.429688 Penalty: 3551.394287 Iteration 17Q: 3 clusters Score -106299.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -106306.453125 Penalty: 3551.394287 Iteration 18Q: 3 clusters Score -106306.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -106309.523438 Penalty: 3551.394287 Iteration 19Q: 3 clusters Score -106309.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -106310.046875 Penalty: 3551.394287 Iteration 20F: 3 clusters Score -106310 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -106313.875000 Penalty: 3551.394287 Iteration 21Q: 3 clusters Score -106313.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -106317.367188 Penalty: 3551.394287 Iteration 22Q: 3 clusters Score -106317.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -106326.070312 Penalty: 3551.394287 Iteration 23Q: 3 clusters Score -106326.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -106336.609375 Penalty: 3551.394287 Iteration 24Q: 3 clusters Score -106336.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -106352.867188 Penalty: 3551.394287 Iteration 25Q: 3 clusters Score -106352.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -106370.414062 Penalty: 3551.394287 Iteration 26Q: 3 clusters Score -106370.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -106380.765625 Penalty: 3551.394287 Iteration 27Q: 3 clusters Score -106380.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -106387.421875 Penalty: 3551.394287 Iteration 28Q: 3 clusters Score -106387.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -106393.109375 Penalty: 3551.394287 Iteration 29Q: 3 clusters Score -106393.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -106400.398438 Penalty: 3551.394287 Iteration 30Q: 3 clusters Score -106400.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -106406.296875 Penalty: 3551.394287 Iteration 31Q: 3 clusters Score -106406.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -106416.640625 Penalty: 3551.394287 Iteration 32Q: 3 clusters Score -106416.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -106427.195312 Penalty: 3551.394287 Iteration 33Q: 3 clusters Score -106427.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -106441.359375 Penalty: 3551.394287 Iteration 34Q: 3 clusters Score -106441.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -106456.656250 Penalty: 3551.394287 Iteration 35Q: 3 clusters Score -106456.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -106466.507812 Penalty: 3551.394287 Iteration 36Q: 3 clusters Score -106466.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -106470.796875 Penalty: 3551.394287 Iteration 37Q: 3 clusters Score -106470.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -106473.320312 Penalty: 3551.394287 Iteration 38Q: 3 clusters Score -106473.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -106482.078125 Penalty: 3551.394287 Iteration 39Q: 3 clusters Score -106482.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -106485.281250 Penalty: 3551.394287 Iteration 40F: 3 clusters Score -106485.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -106488.406250 Penalty: 3551.394287 Iteration 41Q: 3 clusters Score -106488.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -106488.406250 Penalty: 3551.394287 Iteration 42F: 3 clusters Score -106488.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3068 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Entering Unmasked Estep Score: -264297.031250 Penalty: 1991.137695 Iteration 0F: 2 clusters Score -264297 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -261011.187500 Penalty: 3982.275391 Iteration 0F: 3 clusters Score -261011.2 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -261714.843750 Penalty: 3982.275391 Iteration 1F: 3 clusters Score -261714.8 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -261908.250000 Penalty: 3982.275391 Iteration 2F: 3 clusters Score -261908.2 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -262054.078125 Penalty: 3982.275391 Iteration 3F: 3 clusters Score -262054.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -262191.593750 Penalty: 3982.275391 Iteration 4Q: 3 clusters Score -262191.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -262307.187500 Penalty: 3982.275391 Iteration 5Q: 3 clusters Score -262307.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -262401.781250 Penalty: 3982.275391 Iteration 6Q: 3 clusters Score -262401.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -262481.812500 Penalty: 3982.275391 Iteration 7Q: 3 clusters Score -262481.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -262546.281250 Penalty: 3982.275391 Iteration 8Q: 3 clusters Score -262546.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -262603.187500 Penalty: 3982.275391 Iteration 9Q: 3 clusters Score -262603.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -262653.500000 Penalty: 3982.275391 Iteration 10Q: 3 clusters Score -262653.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -262685.625000 Penalty: 3982.275391 Iteration 11Q: 3 clusters Score -262685.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -262714.718750 Penalty: 3982.275391 Iteration 12Q: 3 clusters Score -262714.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -262737.843750 Penalty: 3982.275391 Iteration 13Q: 3 clusters Score -262737.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -262753.312500 Penalty: 3982.275391 Iteration 14Q: 3 clusters Score -262753.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -262766.875000 Penalty: 3982.275391 Iteration 15Q: 3 clusters Score -262766.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -262781.437500 Penalty: 3982.275391 Iteration 16Q: 3 clusters Score -262781.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -262796.906250 Penalty: 3982.275391 Iteration 17Q: 3 clusters Score -262796.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -262811.156250 Penalty: 3982.275391 Iteration 18Q: 3 clusters Score -262811.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -262823.437500 Penalty: 3982.275391 Iteration 19Q: 3 clusters Score -262823.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -262834.843750 Penalty: 3982.275391 Iteration 20F: 3 clusters Score -262834.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -262843.312500 Penalty: 3982.275391 Iteration 21Q: 3 clusters Score -262843.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -262848.375000 Penalty: 3982.275391 Iteration 22Q: 3 clusters Score -262848.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -262854.281250 Penalty: 3982.275391 Iteration 23Q: 3 clusters Score -262854.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -262861.625000 Penalty: 3982.275391 Iteration 24Q: 3 clusters Score -262861.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -262870.812500 Penalty: 3982.275391 Iteration 25Q: 3 clusters Score -262870.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -262878.093750 Penalty: 3982.275391 Iteration 26Q: 3 clusters Score -262878.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -262883.218750 Penalty: 3982.275391 Iteration 27Q: 3 clusters Score -262883.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -262886.625000 Penalty: 3982.275391 Iteration 28Q: 3 clusters Score -262886.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -262889.625000 Penalty: 3982.275391 Iteration 29Q: 3 clusters Score -262889.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -262891.375000 Penalty: 3982.275391 Iteration 30Q: 3 clusters Score -262891.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -262894.718750 Penalty: 3982.275391 Iteration 31Q: 3 clusters Score -262894.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -262898.343750 Penalty: 3982.275391 Iteration 32Q: 3 clusters Score -262898.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -262902.781250 Penalty: 3982.275391 Iteration 33Q: 3 clusters Score -262902.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -262905.875000 Penalty: 3982.275391 Iteration 34Q: 3 clusters Score -262905.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -262907.250000 Penalty: 3982.275391 Iteration 35Q: 3 clusters Score -262907.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -262911.406250 Penalty: 3982.275391 Iteration 36Q: 3 clusters Score -262911.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -262916.437500 Penalty: 3982.275391 Iteration 37Q: 3 clusters Score -262916.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -262919.343750 Penalty: 3982.275391 Iteration 38Q: 3 clusters Score -262919.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -262925.625000 Penalty: 3982.275391 Iteration 39Q: 3 clusters Score -262925.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -262933.687500 Penalty: 3982.275391 Iteration 40F: 3 clusters Score -262933.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -262943.718750 Penalty: 3982.275391 Iteration 41Q: 3 clusters Score -262943.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -262952.656250 Penalty: 3982.275391 Iteration 42Q: 3 clusters Score -262952.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -262961.875000 Penalty: 3982.275391 Iteration 43Q: 3 clusters Score -262961.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -262973.156250 Penalty: 3982.275391 Iteration 44Q: 3 clusters Score -262973.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -262983.218750 Penalty: 3982.275391 Iteration 45Q: 3 clusters Score -262983.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -262988.968750 Penalty: 3982.275391 Iteration 46Q: 3 clusters Score -262989 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -262996.812500 Penalty: 3982.275391 Iteration 47Q: 3 clusters Score -262996.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -263005.343750 Penalty: 3982.275391 Iteration 48Q: 3 clusters Score -263005.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -263011.281250 Penalty: 3982.275391 Iteration 49Q: 3 clusters Score -263011.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -263020.218750 Penalty: 3982.275391 Iteration 50Q: 3 clusters Score -263020.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -263028.687500 Penalty: 3982.275391 Iteration 51Q: 3 clusters Score -263028.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -263037.781250 Penalty: 3982.275391 Iteration 52Q: 3 clusters Score -263037.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -263045.031250 Penalty: 3982.275391 Iteration 53Q: 3 clusters Score -263045 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -263053.500000 Penalty: 3982.275391 Iteration 54Q: 3 clusters Score -263053.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -263068.093750 Penalty: 3982.275391 Iteration 55Q: 3 clusters Score -263068.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -263083.843750 Penalty: 3982.275391 Iteration 56Q: 3 clusters Score -263083.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -263098.718750 Penalty: 3982.275391 Iteration 57Q: 3 clusters Score -263098.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -263115.031250 Penalty: 3982.275391 Iteration 58Q: 3 clusters Score -263115 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -263129.687500 Penalty: 3982.275391 Iteration 59Q: 3 clusters Score -263129.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -263140.812500 Penalty: 3982.275391 Iteration 60F: 3 clusters Score -263140.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -263153.625000 Penalty: 3982.275391 Iteration 61Q: 3 clusters Score -263153.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -263162.000000 Penalty: 3982.275391 Iteration 62Q: 3 clusters Score -263162 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -263171.843750 Penalty: 3982.275391 Iteration 63Q: 3 clusters Score -263171.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -263179.218750 Penalty: 3982.275391 Iteration 64Q: 3 clusters Score -263179.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -263190.312500 Penalty: 3982.275391 Iteration 65Q: 3 clusters Score -263190.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -263195.437500 Penalty: 3982.275391 Iteration 66Q: 3 clusters Score -263195.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -263205.593750 Penalty: 3982.275391 Iteration 67Q: 3 clusters Score -263205.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -263222.093750 Penalty: 3982.275391 Iteration 68Q: 3 clusters Score -263222.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -263239.093750 Penalty: 3982.275391 Iteration 69Q: 3 clusters Score -263239.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -263252.625000 Penalty: 3982.275391 Iteration 70Q: 3 clusters Score -263252.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -263263.625000 Penalty: 3982.275391 Iteration 71Q: 3 clusters Score -263263.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -263280.062500 Penalty: 3982.275391 Iteration 72Q: 3 clusters Score -263280.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -263303.562500 Penalty: 3982.275391 Iteration 73Q: 3 clusters Score -263303.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -263315.000000 Penalty: 3982.275391 Iteration 74Q: 3 clusters Score -263315 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -263325.593750 Penalty: 3982.275391 Iteration 75Q: 3 clusters Score -263325.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -263330.812500 Penalty: 3982.275391 Iteration 76Q: 3 clusters Score -263330.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -263335.625000 Penalty: 3982.275391 Iteration 77Q: 3 clusters Score -263335.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -263337.281250 Penalty: 3982.275391 Iteration 78Q: 3 clusters Score -263337.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -263338.062500 Penalty: 3982.275391 Iteration 79Q: 3 clusters Score -263338.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -263342.093750 Penalty: 3982.275391 Iteration 80F: 3 clusters Score -263342.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -263348.312500 Penalty: 3982.275391 Iteration 81Q: 3 clusters Score -263348.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -263352.187500 Penalty: 3982.275391 Iteration 82Q: 3 clusters Score -263352.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -263360.781250 Penalty: 3982.275391 Iteration 83Q: 3 clusters Score -263360.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -263367.625000 Penalty: 3982.275391 Iteration 84Q: 3 clusters Score -263367.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -263369.906250 Penalty: 3982.275391 Iteration 85Q: 3 clusters Score -263369.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -263371.625000 Penalty: 3982.275391 Iteration 86Q: 3 clusters Score -263371.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -263376.750000 Penalty: 3982.275391 Iteration 87Q: 3 clusters Score -263376.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -263378.781250 Penalty: 3982.275391 Iteration 88Q: 3 clusters Score -263378.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -263378.781250 Penalty: 3982.275391 Iteration 89F: 3 clusters Score -263378.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (5340 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Entering Unmasked Estep Score: -455476.656250 Penalty: 2128.579346 Iteration 0F: 2 clusters Score -455476.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -450685.718750 Penalty: 4257.158691 Iteration 0F: 3 clusters Score -450685.7 nChanged 2079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -451867.031250 Penalty: 4257.158691 Iteration 1F: 3 clusters Score -451867 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -452078.281250 Penalty: 4257.158691 Iteration 2F: 3 clusters Score -452078.3 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -452201.031250 Penalty: 4257.158691 Iteration 3Q: 3 clusters Score -452201 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -452292.062500 Penalty: 4257.158691 Iteration 4Q: 3 clusters Score -452292.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -452366.812500 Penalty: 4257.158691 Iteration 5Q: 3 clusters Score -452366.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -452435.968750 Penalty: 4257.158691 Iteration 6Q: 3 clusters Score -452436 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -452495.406250 Penalty: 4257.158691 Iteration 7Q: 3 clusters Score -452495.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -452553.937500 Penalty: 4257.158691 Iteration 8Q: 3 clusters Score -452553.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -452628.250000 Penalty: 4257.158691 Iteration 9Q: 3 clusters Score -452628.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -452695.343750 Penalty: 4257.158691 Iteration 10Q: 3 clusters Score -452695.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -452776.968750 Penalty: 4257.158691 Iteration 11Q: 3 clusters Score -452777 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -452861.937500 Penalty: 4257.158691 Iteration 12Q: 3 clusters Score -452861.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -452960.406250 Penalty: 4257.158691 Iteration 13Q: 3 clusters Score -452960.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -453057.812500 Penalty: 4257.158691 Iteration 14Q: 3 clusters Score -453057.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -453131.281250 Penalty: 4257.158691 Iteration 15Q: 3 clusters Score -453131.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -453204.625000 Penalty: 4257.158691 Iteration 16Q: 3 clusters Score -453204.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -453264.281250 Penalty: 4257.158691 Iteration 17Q: 3 clusters Score -453264.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -453311.031250 Penalty: 4257.158691 Iteration 18Q: 3 clusters Score -453311 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -453350.937500 Penalty: 4257.158691 Iteration 19Q: 3 clusters Score -453350.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -453390.750000 Penalty: 4257.158691 Iteration 20F: 3 clusters Score -453390.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -453422.468750 Penalty: 4257.158691 Iteration 21Q: 3 clusters Score -453422.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -453455.625000 Penalty: 4257.158691 Iteration 22Q: 3 clusters Score -453455.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -453480.031250 Penalty: 4257.158691 Iteration 23Q: 3 clusters Score -453480 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -453499.000000 Penalty: 4257.158691 Iteration 24Q: 3 clusters Score -453499 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -453521.000000 Penalty: 4257.158691 Iteration 25Q: 3 clusters Score -453521 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -453536.343750 Penalty: 4257.158691 Iteration 26Q: 3 clusters Score -453536.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -453548.156250 Penalty: 4257.158691 Iteration 27Q: 3 clusters Score -453548.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -453560.093750 Penalty: 4257.158691 Iteration 28Q: 3 clusters Score -453560.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -453564.875000 Penalty: 4257.158691 Iteration 29Q: 3 clusters Score -453564.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -453573.187500 Penalty: 4257.158691 Iteration 30Q: 3 clusters Score -453573.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -453581.000000 Penalty: 4257.158691 Iteration 31Q: 3 clusters Score -453581 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -453586.187500 Penalty: 4257.158691 Iteration 32Q: 3 clusters Score -453586.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -453592.718750 Penalty: 4257.158691 Iteration 33Q: 3 clusters Score -453592.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -453595.750000 Penalty: 4257.158691 Iteration 34Q: 3 clusters Score -453595.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -453599.062500 Penalty: 4257.158691 Iteration 35Q: 3 clusters Score -453599.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -453601.281250 Penalty: 4257.158691 Iteration 36Q: 3 clusters Score -453601.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -453606.593750 Penalty: 4257.158691 Iteration 37Q: 3 clusters Score -453606.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -453609.625000 Penalty: 4257.158691 Iteration 38Q: 3 clusters Score -453609.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -453612.375000 Penalty: 4257.158691 Iteration 39Q: 3 clusters Score -453612.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -453612.625000 Penalty: 4257.158691 Iteration 40F: 3 clusters Score -453612.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -453614.500000 Penalty: 4257.158691 Iteration 41Q: 3 clusters Score -453614.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -453614.500000 Penalty: 4257.158691 Iteration 42F: 3 clusters Score -453614.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (14823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14823 members Entering Unmasked Estep Score: -1365665.500000 Penalty: 2381.775879 Iteration 0F: 2 clusters Score -1365666 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 7331 members Entering Unmasked Estep Score: -1354932.625000 Penalty: 4763.551758 Iteration 0F: 3 clusters Score -1354933 nChanged 6349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7917 members Mstep: Class 2 contains 6906 members Entering Unmasked Estep Score: -1358268.750000 Penalty: 4763.551758 Iteration 1F: 3 clusters Score -1358269 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8187 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -1358648.875000 Penalty: 4763.551758 Iteration 2F: 3 clusters Score -1358649 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -1358972.625000 Penalty: 4763.551758 Iteration 3F: 3 clusters Score -1358973 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8988 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -1359323.500000 Penalty: 4763.551758 Iteration 4Q: 3 clusters Score -1359324 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9553 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -1359820.250000 Penalty: 4763.551758 Iteration 5F: 3 clusters Score -1359820 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -1360433.375000 Penalty: 4763.551758 Iteration 6F: 3 clusters Score -1360433 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11011 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -1361134.625000 Penalty: 4763.551758 Iteration 7F: 3 clusters Score -1361135 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11808 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -1361938.625000 Penalty: 4763.551758 Iteration 8F: 3 clusters Score -1361939 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12550 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -1362785.250000 Penalty: 4763.551758 Iteration 9F: 3 clusters Score -1362785 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13100 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -1363497.875000 Penalty: 4763.551758 Iteration 10Q: 3 clusters Score -1363498 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13391 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -1363889.125000 Penalty: 4763.551758 Iteration 11Q: 3 clusters Score -1363889 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13527 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -1364044.500000 Penalty: 4763.551758 Iteration 12Q: 3 clusters Score -1364044 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13607 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -1364136.500000 Penalty: 4763.551758 Iteration 13Q: 3 clusters Score -1364136 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13685 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -1364203.250000 Penalty: 4763.551758 Iteration 14Q: 3 clusters Score -1364203 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13738 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -1364241.875000 Penalty: 4763.551758 Iteration 15Q: 3 clusters Score -1364242 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13771 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1364255.375000 Penalty: 4763.551758 Iteration 16Q: 3 clusters Score -1364255 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13792 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -1364269.250000 Penalty: 4763.551758 Iteration 17Q: 3 clusters Score -1364269 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13812 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -1364280.500000 Penalty: 4763.551758 Iteration 18Q: 3 clusters Score -1364280 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13827 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1364285.125000 Penalty: 4763.551758 Iteration 19Q: 3 clusters Score -1364285 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13843 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -1364295.125000 Penalty: 4763.551758 Iteration 20F: 3 clusters Score -1364295 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13853 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -1364299.625000 Penalty: 4763.551758 Iteration 21Q: 3 clusters Score -1364300 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13861 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -1364301.250000 Penalty: 4763.551758 Iteration 22Q: 3 clusters Score -1364301 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13866 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -1364304.750000 Penalty: 4763.551758 Iteration 23Q: 3 clusters Score -1364305 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13865 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -1364303.625000 Penalty: 4763.551758 Iteration 24Q: 3 clusters Score -1364304 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13867 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -1364305.000000 Penalty: 4763.551758 Iteration 25Q: 3 clusters Score -1364305 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13867 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -1364306.375000 Penalty: 4763.551758 Iteration 26Q: 3 clusters Score -1364306 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13869 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -1364306.375000 Penalty: 4763.551758 Iteration 27Q: 3 clusters Score -1364306 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13871 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -1364306.000000 Penalty: 4763.551758 Iteration 28Q: 3 clusters Score -1364306 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13872 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -1364307.500000 Penalty: 4763.551758 Iteration 29Q: 3 clusters Score -1364308 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13873 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -1364306.500000 Penalty: 4763.551758 Iteration 30Q: 3 clusters Score -1364306 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13873 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -1364310.000000 Penalty: 4763.551758 Iteration 31Q: 3 clusters Score -1364310 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13873 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -1364310.000000 Penalty: 4763.551758 Iteration 32F: 3 clusters Score -1364310 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (67578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67578 members Entering Unmasked Estep Score: -6088013.500000 Penalty: 2758.017334 Iteration 0F: 2 clusters Score -6088014 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33702 members Mstep: Class 2 contains 33876 members Entering Unmasked Estep Score: -6042658.000000 Penalty: 5516.034668 Iteration 0F: 3 clusters Score -6042658 nChanged 31573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32529 members Mstep: Class 2 contains 35049 members Entering Unmasked Estep Score: -6060341.500000 Penalty: 5516.034668 Iteration 1F: 3 clusters Score -6060342 nChanged 2659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31866 members Mstep: Class 2 contains 35712 members Entering Unmasked Estep Score: -6061042.000000 Penalty: 5516.034668 Iteration 2Q: 3 clusters Score -6061042 nChanged 2636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30792 members Mstep: Class 2 contains 36786 members Entering Unmasked Estep Score: -6061787.500000 Penalty: 5516.034668 Iteration 3Q: 3 clusters Score -6061788 nChanged 2841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29161 members Mstep: Class 2 contains 38417 members Entering Unmasked Estep Score: -6062775.500000 Penalty: 5516.034668 Iteration 4Q: 3 clusters Score -6062776 nChanged 3271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26818 members Mstep: Class 2 contains 40760 members Entering Unmasked Estep Score: -6064175.000000 Penalty: 5516.034668 Iteration 5Q: 3 clusters Score -6064175 nChanged 3990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23512 members Mstep: Class 2 contains 44066 members Entering Unmasked Estep Score: -6066417.000000 Penalty: 5516.034668 Iteration 6F: 3 clusters Score -6066417 nChanged 4747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19283 members Mstep: Class 2 contains 48295 members Entering Unmasked Estep Score: -6069757.500000 Penalty: 5516.034668 Iteration 7F: 3 clusters Score -6069758 nChanged 5105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14494 members Mstep: Class 2 contains 53084 members Entering Unmasked Estep Score: -6073876.500000 Penalty: 5516.034668 Iteration 8F: 3 clusters Score -6073876 nChanged 4791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9845 members Mstep: Class 2 contains 57733 members Entering Unmasked Estep Score: -6078083.000000 Penalty: 5516.034668 Iteration 9F: 3 clusters Score -6078083 nChanged 3783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 61450 members Entering Unmasked Estep Score: -6081499.000000 Penalty: 5516.034668 Iteration 10F: 3 clusters Score -6081499 nChanged 2522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 63954 members Entering Unmasked Estep Score: -6083668.500000 Penalty: 5516.034668 Iteration 11Q: 3 clusters Score -6083668 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 65383 members Entering Unmasked Estep Score: -6084866.500000 Penalty: 5516.034668 Iteration 12Q: 3 clusters Score -6084866 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 66084 members Entering Unmasked Estep Score: -6085369.000000 Penalty: 5516.034668 Iteration 13Q: 3 clusters Score -6085369 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 66428 members Entering Unmasked Estep Score: -6085613.500000 Penalty: 5516.034668 Iteration 14Q: 3 clusters Score -6085614 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 66611 members Entering Unmasked Estep Score: -6085752.000000 Penalty: 5516.034668 Iteration 15Q: 3 clusters Score -6085752 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 66720 members Entering Unmasked Estep Score: -6085802.000000 Penalty: 5516.034668 Iteration 16Q: 3 clusters Score -6085802 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 66782 members Entering Unmasked Estep Score: -6085823.500000 Penalty: 5516.034668 Iteration 17Q: 3 clusters Score -6085824 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 66820 members Entering Unmasked Estep Score: -6085851.500000 Penalty: 5516.034668 Iteration 18Q: 3 clusters Score -6085852 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 66849 members Entering Unmasked Estep Score: -6085874.000000 Penalty: 5516.034668 Iteration 19Q: 3 clusters Score -6085874 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 66871 members Entering Unmasked Estep Score: -6085880.000000 Penalty: 5516.034668 Iteration 20F: 3 clusters Score -6085880 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 66888 members Entering Unmasked Estep Score: -6085887.500000 Penalty: 5516.034668 Iteration 21Q: 3 clusters Score -6085888 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 66899 members Entering Unmasked Estep Score: -6085893.500000 Penalty: 5516.034668 Iteration 22Q: 3 clusters Score -6085894 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 66907 members Entering Unmasked Estep Score: -6085904.500000 Penalty: 5516.034668 Iteration 23Q: 3 clusters Score -6085904 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 66910 members Entering Unmasked Estep Score: -6085908.500000 Penalty: 5516.034668 Iteration 24Q: 3 clusters Score -6085908 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 66914 members Entering Unmasked Estep Score: -6085915.000000 Penalty: 5516.034668 Iteration 25Q: 3 clusters Score -6085915 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 66915 members Entering Unmasked Estep Score: -6085921.500000 Penalty: 5516.034668 Iteration 26Q: 3 clusters Score -6085922 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 66918 members Entering Unmasked Estep Score: -6085926.500000 Penalty: 5516.034668 Iteration 27Q: 3 clusters Score -6085926 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 66919 members Entering Unmasked Estep Score: -6085924.000000 Penalty: 5516.034668 Iteration 28Q: 3 clusters Score -6085924 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 66919 members Entering Unmasked Estep Score: -6085924.000000 Penalty: 5516.034668 Iteration 29F: 3 clusters Score -6085924 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6817 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Entering Unmasked Estep Score: -627332.312500 Penalty: 2189.139404 Iteration 0F: 2 clusters Score -627332.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -621749.312500 Penalty: 4378.278809 Iteration 0F: 3 clusters Score -621749.3 nChanged 2719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -623212.687500 Penalty: 4378.278809 Iteration 1F: 3 clusters Score -623212.7 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -623488.687500 Penalty: 4378.278809 Iteration 2F: 3 clusters Score -623488.7 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -623697.000000 Penalty: 4378.278809 Iteration 3F: 3 clusters Score -623697 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -623876.875000 Penalty: 4378.278809 Iteration 4Q: 3 clusters Score -623876.9 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -624058.187500 Penalty: 4378.278809 Iteration 5Q: 3 clusters Score -624058.2 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -624258.750000 Penalty: 4378.278809 Iteration 6Q: 3 clusters Score -624258.8 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -624516.937500 Penalty: 4378.278809 Iteration 7Q: 3 clusters Score -624516.9 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -624843.625000 Penalty: 4378.278809 Iteration 8F: 3 clusters Score -624843.6 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -625243.437500 Penalty: 4378.278809 Iteration 9F: 3 clusters Score -625243.4 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -625605.562500 Penalty: 4378.278809 Iteration 10F: 3 clusters Score -625605.6 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 5342 members Entering Unmasked Estep Score: -625910.375000 Penalty: 4378.278809 Iteration 11Q: 3 clusters Score -625910.4 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -626075.125000 Penalty: 4378.278809 Iteration 12Q: 3 clusters Score -626075.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -626170.812500 Penalty: 4378.278809 Iteration 13Q: 3 clusters Score -626170.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -626237.812500 Penalty: 4378.278809 Iteration 14Q: 3 clusters Score -626237.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 5689 members Entering Unmasked Estep Score: -626271.562500 Penalty: 4378.278809 Iteration 15Q: 3 clusters Score -626271.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 5735 members Entering Unmasked Estep Score: -626306.062500 Penalty: 4378.278809 Iteration 16Q: 3 clusters Score -626306.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 5768 members Entering Unmasked Estep Score: -626323.250000 Penalty: 4378.278809 Iteration 17Q: 3 clusters Score -626323.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -626330.937500 Penalty: 4378.278809 Iteration 18Q: 3 clusters Score -626330.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -626334.687500 Penalty: 4378.278809 Iteration 19Q: 3 clusters Score -626334.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 5799 members Entering Unmasked Estep Score: -626338.125000 Penalty: 4378.278809 Iteration 20F: 3 clusters Score -626338.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 5803 members Entering Unmasked Estep Score: -626338.187500 Penalty: 4378.278809 Iteration 21Q: 3 clusters Score -626338.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 5804 members Entering Unmasked Estep Score: -626338.437500 Penalty: 4378.278809 Iteration 22Q: 3 clusters Score -626338.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 5804 members Entering Unmasked Estep Score: -626338.437500 Penalty: 4378.278809 Iteration 23F: 3 clusters Score -626338.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12500 members Entering Unmasked Estep Score: -1157680.125000 Penalty: 2339.504150 Iteration 0F: 2 clusters Score -1157680 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 6245 members Entering Unmasked Estep Score: -1148475.500000 Penalty: 4679.008301 Iteration 0F: 3 clusters Score -1148476 nChanged 5313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6248 members Mstep: Class 2 contains 6252 members Entering Unmasked Estep Score: -1151281.000000 Penalty: 4679.008301 Iteration 1F: 3 clusters Score -1151281 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6238 members Mstep: Class 2 contains 6262 members Entering Unmasked Estep Score: -1151573.250000 Penalty: 4679.008301 Iteration 2F: 3 clusters Score -1151573 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6242 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -1151766.875000 Penalty: 4679.008301 Iteration 3Q: 3 clusters Score -1151767 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6256 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -1151900.375000 Penalty: 4679.008301 Iteration 4Q: 3 clusters Score -1151900 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6291 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -1152003.625000 Penalty: 4679.008301 Iteration 5Q: 3 clusters Score -1152004 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -1152080.500000 Penalty: 4679.008301 Iteration 6Q: 3 clusters Score -1152080 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -1152148.500000 Penalty: 4679.008301 Iteration 7Q: 3 clusters Score -1152148 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -1152221.125000 Penalty: 4679.008301 Iteration 8Q: 3 clusters Score -1152221 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6436 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -1152280.000000 Penalty: 4679.008301 Iteration 9Q: 3 clusters Score -1152280 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -1152332.250000 Penalty: 4679.008301 Iteration 10Q: 3 clusters Score -1152332 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6577 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -1152376.875000 Penalty: 4679.008301 Iteration 11Q: 3 clusters Score -1152377 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 5862 members Entering Unmasked Estep Score: -1152410.750000 Penalty: 4679.008301 Iteration 12Q: 3 clusters Score -1152411 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -1152438.500000 Penalty: 4679.008301 Iteration 13Q: 3 clusters Score -1152438 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6778 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -1152463.250000 Penalty: 4679.008301 Iteration 14Q: 3 clusters Score -1152463 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6855 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -1152489.125000 Penalty: 4679.008301 Iteration 15Q: 3 clusters Score -1152489 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -1152510.750000 Penalty: 4679.008301 Iteration 16Q: 3 clusters Score -1152511 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7014 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -1152539.625000 Penalty: 4679.008301 Iteration 17Q: 3 clusters Score -1152540 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7102 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -1152570.375000 Penalty: 4679.008301 Iteration 18Q: 3 clusters Score -1152570 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7201 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -1152601.125000 Penalty: 4679.008301 Iteration 19Q: 3 clusters Score -1152601 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7322 members Mstep: Class 2 contains 5178 members Entering Unmasked Estep Score: -1152638.875000 Penalty: 4679.008301 Iteration 20F: 3 clusters Score -1152639 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7470 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -1152688.000000 Penalty: 4679.008301 Iteration 21Q: 3 clusters Score -1152688 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -1152747.500000 Penalty: 4679.008301 Iteration 22Q: 3 clusters Score -1152748 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7876 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -1152826.875000 Penalty: 4679.008301 Iteration 23Q: 3 clusters Score -1152827 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8114 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -1152919.125000 Penalty: 4679.008301 Iteration 24Q: 3 clusters Score -1152919 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8401 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -1153027.125000 Penalty: 4679.008301 Iteration 25Q: 3 clusters Score -1153027 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8713 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -1153169.875000 Penalty: 4679.008301 Iteration 26Q: 3 clusters Score -1153170 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9063 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -1153345.000000 Penalty: 4679.008301 Iteration 27Q: 3 clusters Score -1153345 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9462 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -1153564.125000 Penalty: 4679.008301 Iteration 28Q: 3 clusters Score -1153564 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9881 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -1153817.000000 Penalty: 4679.008301 Iteration 29Q: 3 clusters Score -1153817 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10320 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -1154120.250000 Penalty: 4679.008301 Iteration 30Q: 3 clusters Score -1154120 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10711 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -1154392.500000 Penalty: 4679.008301 Iteration 31Q: 3 clusters Score -1154392 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11058 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -1154636.125000 Penalty: 4679.008301 Iteration 32Q: 3 clusters Score -1154636 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11334 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -1154856.250000 Penalty: 4679.008301 Iteration 33Q: 3 clusters Score -1154856 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11560 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -1155037.500000 Penalty: 4679.008301 Iteration 34Q: 3 clusters Score -1155038 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11731 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -1155189.500000 Penalty: 4679.008301 Iteration 35Q: 3 clusters Score -1155190 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11863 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -1155302.875000 Penalty: 4679.008301 Iteration 36Q: 3 clusters Score -1155303 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11937 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -1155372.625000 Penalty: 4679.008301 Iteration 37Q: 3 clusters Score -1155373 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11985 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -1155422.125000 Penalty: 4679.008301 Iteration 38Q: 3 clusters Score -1155422 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12035 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -1155474.000000 Penalty: 4679.008301 Iteration 39Q: 3 clusters Score -1155474 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12063 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -1155514.875000 Penalty: 4679.008301 Iteration 40F: 3 clusters Score -1155515 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12093 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -1155544.375000 Penalty: 4679.008301 Iteration 41Q: 3 clusters Score -1155544 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12110 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -1155563.125000 Penalty: 4679.008301 Iteration 42Q: 3 clusters Score -1155563 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12118 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -1155575.750000 Penalty: 4679.008301 Iteration 43Q: 3 clusters Score -1155576 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12131 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -1155588.750000 Penalty: 4679.008301 Iteration 44Q: 3 clusters Score -1155589 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12139 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -1155598.750000 Penalty: 4679.008301 Iteration 45Q: 3 clusters Score -1155599 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12146 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -1155608.875000 Penalty: 4679.008301 Iteration 46Q: 3 clusters Score -1155609 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12155 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -1155619.625000 Penalty: 4679.008301 Iteration 47Q: 3 clusters Score -1155620 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12159 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -1155622.250000 Penalty: 4679.008301 Iteration 48Q: 3 clusters Score -1155622 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12161 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -1155628.125000 Penalty: 4679.008301 Iteration 49Q: 3 clusters Score -1155628 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12165 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -1155632.875000 Penalty: 4679.008301 Iteration 50Q: 3 clusters Score -1155633 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12168 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -1155636.625000 Penalty: 4679.008301 Iteration 51Q: 3 clusters Score -1155637 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12169 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -1155637.625000 Penalty: 4679.008301 Iteration 52Q: 3 clusters Score -1155638 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12171 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -1155638.625000 Penalty: 4679.008301 Iteration 53Q: 3 clusters Score -1155639 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12173 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -1155644.750000 Penalty: 4679.008301 Iteration 54Q: 3 clusters Score -1155645 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12176 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -1155646.500000 Penalty: 4679.008301 Iteration 55Q: 3 clusters Score -1155646 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12177 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -1155646.375000 Penalty: 4679.008301 Iteration 56Q: 3 clusters Score -1155646 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12177 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -1155646.375000 Penalty: 4679.008301 Iteration 57F: 3 clusters Score -1155646 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4750 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Entering Unmasked Estep Score: -403323.437500 Penalty: 2099.542969 Iteration 0F: 2 clusters Score -403323.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -398976.812500 Penalty: 4199.085938 Iteration 0F: 3 clusters Score -398976.8 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -400114.593750 Penalty: 4199.085938 Iteration 1F: 3 clusters Score -400114.6 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -400429.093750 Penalty: 4199.085938 Iteration 2F: 3 clusters Score -400429.1 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -400637.593750 Penalty: 4199.085938 Iteration 3F: 3 clusters Score -400637.6 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -400779.437500 Penalty: 4199.085938 Iteration 4Q: 3 clusters Score -400779.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -400891.875000 Penalty: 4199.085938 Iteration 5Q: 3 clusters Score -400891.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -400989.125000 Penalty: 4199.085938 Iteration 6Q: 3 clusters Score -400989.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -401069.906250 Penalty: 4199.085938 Iteration 7Q: 3 clusters Score -401069.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -401154.187500 Penalty: 4199.085938 Iteration 8Q: 3 clusters Score -401154.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -401247.625000 Penalty: 4199.085938 Iteration 9Q: 3 clusters Score -401247.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -401351.125000 Penalty: 4199.085938 Iteration 10Q: 3 clusters Score -401351.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -401448.718750 Penalty: 4199.085938 Iteration 11Q: 3 clusters Score -401448.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -401552.312500 Penalty: 4199.085938 Iteration 12Q: 3 clusters Score -401552.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -401654.187500 Penalty: 4199.085938 Iteration 13Q: 3 clusters Score -401654.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -401770.375000 Penalty: 4199.085938 Iteration 14Q: 3 clusters Score -401770.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -401874.843750 Penalty: 4199.085938 Iteration 15Q: 3 clusters Score -401874.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -401968.968750 Penalty: 4199.085938 Iteration 16Q: 3 clusters Score -401969 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -402044.468750 Penalty: 4199.085938 Iteration 17Q: 3 clusters Score -402044.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -402117.406250 Penalty: 4199.085938 Iteration 18Q: 3 clusters Score -402117.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -402201.375000 Penalty: 4199.085938 Iteration 19Q: 3 clusters Score -402201.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -402257.750000 Penalty: 4199.085938 Iteration 20F: 3 clusters Score -402257.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -402293.781250 Penalty: 4199.085938 Iteration 21Q: 3 clusters Score -402293.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -402314.531250 Penalty: 4199.085938 Iteration 22Q: 3 clusters Score -402314.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -402335.687500 Penalty: 4199.085938 Iteration 23Q: 3 clusters Score -402335.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -402345.437500 Penalty: 4199.085938 Iteration 24Q: 3 clusters Score -402345.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -402352.687500 Penalty: 4199.085938 Iteration 25Q: 3 clusters Score -402352.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -402356.250000 Penalty: 4199.085938 Iteration 26Q: 3 clusters Score -402356.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -402359.187500 Penalty: 4199.085938 Iteration 27Q: 3 clusters Score -402359.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -402361.687500 Penalty: 4199.085938 Iteration 28Q: 3 clusters Score -402361.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -402362.468750 Penalty: 4199.085938 Iteration 29Q: 3 clusters Score -402362.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -402366.125000 Penalty: 4199.085938 Iteration 30Q: 3 clusters Score -402366.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -402372.312500 Penalty: 4199.085938 Iteration 31Q: 3 clusters Score -402372.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -402376.718750 Penalty: 4199.085938 Iteration 32Q: 3 clusters Score -402376.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -402379.531250 Penalty: 4199.085938 Iteration 33Q: 3 clusters Score -402379.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -402380.562500 Penalty: 4199.085938 Iteration 34Q: 3 clusters Score -402380.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -402382.875000 Penalty: 4199.085938 Iteration 35Q: 3 clusters Score -402382.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -402384.218750 Penalty: 4199.085938 Iteration 36Q: 3 clusters Score -402384.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -402384.218750 Penalty: 4199.085938 Iteration 37F: 3 clusters Score -402384.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Entering Unmasked Estep Score: -132638.750000 Penalty: 1823.723145 Iteration 0F: 2 clusters Score -132638.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -130318.960938 Penalty: 3647.446289 Iteration 0F: 3 clusters Score -130319 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -130697.328125 Penalty: 3647.446289 Iteration 1F: 3 clusters Score -130697.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -130804.578125 Penalty: 3647.446289 Iteration 2F: 3 clusters Score -130804.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -130865.085938 Penalty: 3647.446289 Iteration 3Q: 3 clusters Score -130865.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -130909.593750 Penalty: 3647.446289 Iteration 4Q: 3 clusters Score -130909.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -130930.726562 Penalty: 3647.446289 Iteration 5Q: 3 clusters Score -130930.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -130945.671875 Penalty: 3647.446289 Iteration 6Q: 3 clusters Score -130945.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -130958.773438 Penalty: 3647.446289 Iteration 7Q: 3 clusters Score -130958.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -130967.179688 Penalty: 3647.446289 Iteration 8Q: 3 clusters Score -130967.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -130974.250000 Penalty: 3647.446289 Iteration 9Q: 3 clusters Score -130974.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -130975.789062 Penalty: 3647.446289 Iteration 10Q: 3 clusters Score -130975.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -130979.179688 Penalty: 3647.446289 Iteration 11Q: 3 clusters Score -130979.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -130980.750000 Penalty: 3647.446289 Iteration 12Q: 3 clusters Score -130980.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -130981.406250 Penalty: 3647.446289 Iteration 13Q: 3 clusters Score -130981.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -130982.617188 Penalty: 3647.446289 Iteration 14Q: 3 clusters Score -130982.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -130985.289062 Penalty: 3647.446289 Iteration 15Q: 3 clusters Score -130985.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -130985.289062 Penalty: 3647.446289 Iteration 16F: 3 clusters Score -130985.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (382 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Entering Unmasked Estep Score: -24259.216797 Penalty: 1474.464355 Iteration 0F: 2 clusters Score -24259.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -22992.289062 Penalty: 2948.928711 Iteration 0F: 3 clusters Score -22992.29 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -23171.595703 Penalty: 2948.928711 Iteration 1F: 3 clusters Score -23171.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -23220.173828 Penalty: 2948.928711 Iteration 2F: 3 clusters Score -23220.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -23224.826172 Penalty: 2948.928711 Iteration 3Q: 3 clusters Score -23224.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -23228.957031 Penalty: 2948.928711 Iteration 4Q: 3 clusters Score -23228.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -23235.048828 Penalty: 2948.928711 Iteration 5Q: 3 clusters Score -23235.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -23235.666016 Penalty: 2948.928711 Iteration 6Q: 3 clusters Score -23235.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -23235.666016 Penalty: 2948.928711 Iteration 7F: 3 clusters Score -23235.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (10228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10228 members Entering Unmasked Estep Score: -947535.375000 Penalty: 2289.755371 Iteration 0F: 2 clusters Score -947535.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5041 members Mstep: Class 2 contains 5187 members Entering Unmasked Estep Score: -939781.250000 Penalty: 4579.510742 Iteration 0F: 3 clusters Score -939781.2 nChanged 4289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 5408 members Entering Unmasked Estep Score: -942142.562500 Penalty: 4579.510742 Iteration 1F: 3 clusters Score -942142.6 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -942435.000000 Penalty: 4579.510742 Iteration 2F: 3 clusters Score -942435 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -942659.812500 Penalty: 4579.510742 Iteration 3Q: 3 clusters Score -942659.8 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -942835.437500 Penalty: 4579.510742 Iteration 4Q: 3 clusters Score -942835.4 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 5980 members Entering Unmasked Estep Score: -943004.687500 Penalty: 4579.510742 Iteration 5Q: 3 clusters Score -943004.7 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -943151.687500 Penalty: 4579.510742 Iteration 6Q: 3 clusters Score -943151.7 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -943280.625000 Penalty: 4579.510742 Iteration 7Q: 3 clusters Score -943280.6 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 6571 members Entering Unmasked Estep Score: -943418.375000 Penalty: 4579.510742 Iteration 8Q: 3 clusters Score -943418.4 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -943577.125000 Penalty: 4579.510742 Iteration 9Q: 3 clusters Score -943577.1 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -943752.250000 Penalty: 4579.510742 Iteration 10Q: 3 clusters Score -943752.2 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 7236 members Entering Unmasked Estep Score: -943941.687500 Penalty: 4579.510742 Iteration 11Q: 3 clusters Score -943941.7 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -944139.437500 Penalty: 4579.510742 Iteration 12Q: 3 clusters Score -944139.4 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 7704 members Entering Unmasked Estep Score: -944309.125000 Penalty: 4579.510742 Iteration 13Q: 3 clusters Score -944309.1 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -944463.812500 Penalty: 4579.510742 Iteration 14Q: 3 clusters Score -944463.8 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 8060 members Entering Unmasked Estep Score: -944608.562500 Penalty: 4579.510742 Iteration 15Q: 3 clusters Score -944608.6 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 8244 members Entering Unmasked Estep Score: -944739.187500 Penalty: 4579.510742 Iteration 16Q: 3 clusters Score -944739.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 8414 members Entering Unmasked Estep Score: -944851.375000 Penalty: 4579.510742 Iteration 17Q: 3 clusters Score -944851.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 8565 members Entering Unmasked Estep Score: -944936.875000 Penalty: 4579.510742 Iteration 18Q: 3 clusters Score -944936.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -945000.750000 Penalty: 4579.510742 Iteration 19Q: 3 clusters Score -945000.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 8794 members Entering Unmasked Estep Score: -945072.687500 Penalty: 4579.510742 Iteration 20F: 3 clusters Score -945072.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 8900 members Entering Unmasked Estep Score: -945136.375000 Penalty: 4579.510742 Iteration 21Q: 3 clusters Score -945136.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 8997 members Entering Unmasked Estep Score: -945197.875000 Penalty: 4579.510742 Iteration 22Q: 3 clusters Score -945197.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 9087 members Entering Unmasked Estep Score: -945254.250000 Penalty: 4579.510742 Iteration 23Q: 3 clusters Score -945254.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 9166 members Entering Unmasked Estep Score: -945307.375000 Penalty: 4579.510742 Iteration 24Q: 3 clusters Score -945307.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 9244 members Entering Unmasked Estep Score: -945354.500000 Penalty: 4579.510742 Iteration 25Q: 3 clusters Score -945354.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 9318 members Entering Unmasked Estep Score: -945394.937500 Penalty: 4579.510742 Iteration 26Q: 3 clusters Score -945394.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 9366 members Entering Unmasked Estep Score: -945424.937500 Penalty: 4579.510742 Iteration 27Q: 3 clusters Score -945424.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 9402 members Entering Unmasked Estep Score: -945445.187500 Penalty: 4579.510742 Iteration 28Q: 3 clusters Score -945445.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 9431 members Entering Unmasked Estep Score: -945463.250000 Penalty: 4579.510742 Iteration 29Q: 3 clusters Score -945463.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 9453 members Entering Unmasked Estep Score: -945474.750000 Penalty: 4579.510742 Iteration 30Q: 3 clusters Score -945474.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 9475 members Entering Unmasked Estep Score: -945488.375000 Penalty: 4579.510742 Iteration 31Q: 3 clusters Score -945488.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 9492 members Entering Unmasked Estep Score: -945498.750000 Penalty: 4579.510742 Iteration 32Q: 3 clusters Score -945498.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 9504 members Entering Unmasked Estep Score: -945503.750000 Penalty: 4579.510742 Iteration 33Q: 3 clusters Score -945503.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 9509 members Entering Unmasked Estep Score: -945506.437500 Penalty: 4579.510742 Iteration 34Q: 3 clusters Score -945506.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 9515 members Entering Unmasked Estep Score: -945508.937500 Penalty: 4579.510742 Iteration 35Q: 3 clusters Score -945508.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 9522 members Entering Unmasked Estep Score: -945513.125000 Penalty: 4579.510742 Iteration 36Q: 3 clusters Score -945513.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 9528 members Entering Unmasked Estep Score: -945514.750000 Penalty: 4579.510742 Iteration 37Q: 3 clusters Score -945514.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 9537 members Entering Unmasked Estep Score: -945522.625000 Penalty: 4579.510742 Iteration 38Q: 3 clusters Score -945522.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 9543 members Entering Unmasked Estep Score: -945525.375000 Penalty: 4579.510742 Iteration 39Q: 3 clusters Score -945525.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 9550 members Entering Unmasked Estep Score: -945529.000000 Penalty: 4579.510742 Iteration 40F: 3 clusters Score -945529 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 9559 members Entering Unmasked Estep Score: -945535.687500 Penalty: 4579.510742 Iteration 41Q: 3 clusters Score -945535.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 9567 members Entering Unmasked Estep Score: -945538.687500 Penalty: 4579.510742 Iteration 42Q: 3 clusters Score -945538.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 9572 members Entering Unmasked Estep Score: -945541.937500 Penalty: 4579.510742 Iteration 43Q: 3 clusters Score -945541.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 9577 members Entering Unmasked Estep Score: -945544.250000 Penalty: 4579.510742 Iteration 44Q: 3 clusters Score -945544.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 9582 members Entering Unmasked Estep Score: -945544.312500 Penalty: 4579.510742 Iteration 45Q: 3 clusters Score -945544.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 9585 members Entering Unmasked Estep Score: -945545.625000 Penalty: 4579.510742 Iteration 46Q: 3 clusters Score -945545.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 9586 members Entering Unmasked Estep Score: -945547.187500 Penalty: 4579.510742 Iteration 47Q: 3 clusters Score -945547.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 9587 members Entering Unmasked Estep Score: -945547.875000 Penalty: 4579.510742 Iteration 48Q: 3 clusters Score -945547.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 9588 members Entering Unmasked Estep Score: -945548.125000 Penalty: 4579.510742 Iteration 49Q: 3 clusters Score -945548.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 9590 members Entering Unmasked Estep Score: -945550.062500 Penalty: 4579.510742 Iteration 50Q: 3 clusters Score -945550.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 9592 members Entering Unmasked Estep Score: -945554.687500 Penalty: 4579.510742 Iteration 51Q: 3 clusters Score -945554.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 9593 members Entering Unmasked Estep Score: -945555.187500 Penalty: 4579.510742 Iteration 52Q: 3 clusters Score -945555.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 9595 members Entering Unmasked Estep Score: -945555.812500 Penalty: 4579.510742 Iteration 53Q: 3 clusters Score -945555.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 9597 members Entering Unmasked Estep Score: -945556.562500 Penalty: 4579.510742 Iteration 54Q: 3 clusters Score -945556.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 9598 members Entering Unmasked Estep Score: -945556.375000 Penalty: 4579.510742 Iteration 55Q: 3 clusters Score -945556.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 9598 members Entering Unmasked Estep Score: -945556.375000 Penalty: 4579.510742 Iteration 56F: 3 clusters Score -945556.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12101 members Entering Unmasked Estep Score: -1111837.375000 Penalty: 2331.458740 Iteration 0F: 2 clusters Score -1111837 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6035 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -1102930.625000 Penalty: 4662.917480 Iteration 0F: 3 clusters Score -1102931 nChanged 5064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 6096 members Entering Unmasked Estep Score: -1105560.250000 Penalty: 4662.917480 Iteration 1F: 3 clusters Score -1105560 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 6076 members Entering Unmasked Estep Score: -1105849.875000 Penalty: 4662.917480 Iteration 2F: 3 clusters Score -1105850 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6113 members Mstep: Class 2 contains 5988 members Entering Unmasked Estep Score: -1106061.625000 Penalty: 4662.917480 Iteration 3Q: 3 clusters Score -1106062 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6258 members Mstep: Class 2 contains 5843 members Entering Unmasked Estep Score: -1106262.250000 Penalty: 4662.917480 Iteration 4Q: 3 clusters Score -1106262 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6448 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -1106481.000000 Penalty: 4662.917480 Iteration 5Q: 3 clusters Score -1106481 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6674 members Mstep: Class 2 contains 5427 members Entering Unmasked Estep Score: -1106745.375000 Penalty: 4662.917480 Iteration 6Q: 3 clusters Score -1106745 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 5141 members Entering Unmasked Estep Score: -1107107.250000 Penalty: 4662.917480 Iteration 7Q: 3 clusters Score -1107107 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7311 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -1107498.875000 Penalty: 4662.917480 Iteration 8F: 3 clusters Score -1107499 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7672 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -1107897.625000 Penalty: 4662.917480 Iteration 9F: 3 clusters Score -1107898 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7973 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -1108219.000000 Penalty: 4662.917480 Iteration 10Q: 3 clusters Score -1108219 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8234 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -1108458.625000 Penalty: 4662.917480 Iteration 11Q: 3 clusters Score -1108459 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8490 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -1108638.000000 Penalty: 4662.917480 Iteration 12Q: 3 clusters Score -1108638 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8726 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -1108773.875000 Penalty: 4662.917480 Iteration 13Q: 3 clusters Score -1108774 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8961 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -1108900.500000 Penalty: 4662.917480 Iteration 14Q: 3 clusters Score -1108900 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9192 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -1109008.500000 Penalty: 4662.917480 Iteration 15Q: 3 clusters Score -1109008 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9388 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -1109098.750000 Penalty: 4662.917480 Iteration 16Q: 3 clusters Score -1109099 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9580 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -1109184.250000 Penalty: 4662.917480 Iteration 17Q: 3 clusters Score -1109184 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9761 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -1109269.500000 Penalty: 4662.917480 Iteration 18Q: 3 clusters Score -1109270 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9930 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -1109344.875000 Penalty: 4662.917480 Iteration 19Q: 3 clusters Score -1109345 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10077 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -1109402.500000 Penalty: 4662.917480 Iteration 20F: 3 clusters Score -1109402 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10199 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -1109457.125000 Penalty: 4662.917480 Iteration 21Q: 3 clusters Score -1109457 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10300 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -1109496.625000 Penalty: 4662.917480 Iteration 22Q: 3 clusters Score -1109497 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10391 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -1109537.625000 Penalty: 4662.917480 Iteration 23Q: 3 clusters Score -1109538 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10484 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -1109585.125000 Penalty: 4662.917480 Iteration 24Q: 3 clusters Score -1109585 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10569 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -1109617.125000 Penalty: 4662.917480 Iteration 25Q: 3 clusters Score -1109617 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10643 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -1109655.375000 Penalty: 4662.917480 Iteration 26Q: 3 clusters Score -1109655 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10714 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -1109684.000000 Penalty: 4662.917480 Iteration 27Q: 3 clusters Score -1109684 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10791 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -1109721.500000 Penalty: 4662.917480 Iteration 28Q: 3 clusters Score -1109722 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10854 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -1109746.125000 Penalty: 4662.917480 Iteration 29Q: 3 clusters Score -1109746 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10908 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -1109772.875000 Penalty: 4662.917480 Iteration 30Q: 3 clusters Score -1109773 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10952 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -1109793.625000 Penalty: 4662.917480 Iteration 31Q: 3 clusters Score -1109794 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10980 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -1109807.000000 Penalty: 4662.917480 Iteration 32Q: 3 clusters Score -1109807 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11012 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -1109819.875000 Penalty: 4662.917480 Iteration 33Q: 3 clusters Score -1109820 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11042 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -1109836.250000 Penalty: 4662.917480 Iteration 34Q: 3 clusters Score -1109836 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11069 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -1109845.625000 Penalty: 4662.917480 Iteration 35Q: 3 clusters Score -1109846 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11094 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -1109856.375000 Penalty: 4662.917480 Iteration 36Q: 3 clusters Score -1109856 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11113 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1109861.250000 Penalty: 4662.917480 Iteration 37Q: 3 clusters Score -1109861 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11125 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -1109868.375000 Penalty: 4662.917480 Iteration 38Q: 3 clusters Score -1109868 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11137 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -1109875.250000 Penalty: 4662.917480 Iteration 39Q: 3 clusters Score -1109875 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11146 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -1109878.375000 Penalty: 4662.917480 Iteration 40F: 3 clusters Score -1109878 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11157 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -1109881.375000 Penalty: 4662.917480 Iteration 41Q: 3 clusters Score -1109881 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11166 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -1109883.125000 Penalty: 4662.917480 Iteration 42Q: 3 clusters Score -1109883 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11177 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -1109889.625000 Penalty: 4662.917480 Iteration 43Q: 3 clusters Score -1109890 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11189 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -1109894.250000 Penalty: 4662.917480 Iteration 44Q: 3 clusters Score -1109894 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11195 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -1109895.375000 Penalty: 4662.917480 Iteration 45Q: 3 clusters Score -1109895 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11201 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -1109898.625000 Penalty: 4662.917480 Iteration 46Q: 3 clusters Score -1109899 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11208 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -1109899.125000 Penalty: 4662.917480 Iteration 47Q: 3 clusters Score -1109899 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11211 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -1109899.500000 Penalty: 4662.917480 Iteration 48Q: 3 clusters Score -1109900 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11214 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -1109899.500000 Penalty: 4662.917480 Iteration 49Q: 3 clusters Score -1109900 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11215 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -1109901.125000 Penalty: 4662.917480 Iteration 50Q: 3 clusters Score -1109901 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11216 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1109901.125000 Penalty: 4662.917480 Iteration 51Q: 3 clusters Score -1109901 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11216 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1109901.125000 Penalty: 4662.917480 Iteration 52F: 3 clusters Score -1109901 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (273010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273010 members Entering Unmasked Estep Score: -24739164.000000 Penalty: 3104.281250 Iteration 0F: 2 clusters Score -2.473916e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136522 members Mstep: Class 2 contains 136488 members Entering Unmasked Estep Score: -24556064.000000 Penalty: 6208.562500 Iteration 0F: 3 clusters Score -2.455606e+07 nChanged 132323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137189 members Mstep: Class 2 contains 135821 members Entering Unmasked Estep Score: -24634026.000000 Penalty: 6208.562500 Iteration 1F: 3 clusters Score -2.463403e+07 nChanged 6710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137701 members Mstep: Class 2 contains 135309 members Entering Unmasked Estep Score: -24635140.000000 Penalty: 6208.562500 Iteration 2Q: 3 clusters Score -2.463514e+07 nChanged 6931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138452 members Mstep: Class 2 contains 134558 members Entering Unmasked Estep Score: -24636334.000000 Penalty: 6208.562500 Iteration 3Q: 3 clusters Score -2.463633e+07 nChanged 7421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139641 members Mstep: Class 2 contains 133369 members Entering Unmasked Estep Score: -24637926.000000 Penalty: 6208.562500 Iteration 4Q: 3 clusters Score -2.463793e+07 nChanged 8160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141549 members Mstep: Class 2 contains 131461 members Entering Unmasked Estep Score: -24639996.000000 Penalty: 6208.562500 Iteration 5Q: 3 clusters Score -2.464e+07 nChanged 9428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144619 members Mstep: Class 2 contains 128391 members Entering Unmasked Estep Score: -24642942.000000 Penalty: 6208.562500 Iteration 6Q: 3 clusters Score -2.464294e+07 nChanged 10711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148916 members Mstep: Class 2 contains 124094 members Entering Unmasked Estep Score: -24646950.000000 Penalty: 6208.562500 Iteration 7Q: 3 clusters Score -2.464695e+07 nChanged 12148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154800 members Mstep: Class 2 contains 118210 members Entering Unmasked Estep Score: -24651756.000000 Penalty: 6208.562500 Iteration 8Q: 3 clusters Score -2.465176e+07 nChanged 13939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162839 members Mstep: Class 2 contains 110171 members Entering Unmasked Estep Score: -24659400.000000 Penalty: 6208.562500 Iteration 9F: 3 clusters Score -2.46594e+07 nChanged 15260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172425 members Mstep: Class 2 contains 100585 members Entering Unmasked Estep Score: -24669236.000000 Penalty: 6208.562500 Iteration 10F: 3 clusters Score -2.466924e+07 nChanged 15867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182152 members Mstep: Class 2 contains 90858 members Entering Unmasked Estep Score: -24680576.000000 Penalty: 6208.562500 Iteration 11F: 3 clusters Score -2.468058e+07 nChanged 14858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190564 members Mstep: Class 2 contains 82446 members Entering Unmasked Estep Score: -24690688.000000 Penalty: 6208.562500 Iteration 12F: 3 clusters Score -2.469069e+07 nChanged 12207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197027 members Mstep: Class 2 contains 75983 members Entering Unmasked Estep Score: -24697716.000000 Penalty: 6208.562500 Iteration 13Q: 3 clusters Score -2.469772e+07 nChanged 8673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202424 members Mstep: Class 2 contains 70586 members Entering Unmasked Estep Score: -24701606.000000 Penalty: 6208.562500 Iteration 14Q: 3 clusters Score -2.470161e+07 nChanged 6242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207478 members Mstep: Class 2 contains 65532 members Entering Unmasked Estep Score: -24703826.000000 Penalty: 6208.562500 Iteration 15Q: 3 clusters Score -2.470383e+07 nChanged 5250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212562 members Mstep: Class 2 contains 60448 members Entering Unmasked Estep Score: -24705780.000000 Penalty: 6208.562500 Iteration 16Q: 3 clusters Score -2.470578e+07 nChanged 5197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217735 members Mstep: Class 2 contains 55275 members Entering Unmasked Estep Score: -24707744.000000 Penalty: 6208.562500 Iteration 17Q: 3 clusters Score -2.470774e+07 nChanged 5272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222995 members Mstep: Class 2 contains 50015 members Entering Unmasked Estep Score: -24709988.000000 Penalty: 6208.562500 Iteration 18Q: 3 clusters Score -2.470999e+07 nChanged 5190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228183 members Mstep: Class 2 contains 44827 members Entering Unmasked Estep Score: -24712236.000000 Penalty: 6208.562500 Iteration 19Q: 3 clusters Score -2.471224e+07 nChanged 5134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233313 members Mstep: Class 2 contains 39697 members Entering Unmasked Estep Score: -24714740.000000 Penalty: 6208.562500 Iteration 20F: 3 clusters Score -2.471474e+07 nChanged 5195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238504 members Mstep: Class 2 contains 34506 members Entering Unmasked Estep Score: -24717108.000000 Penalty: 6208.562500 Iteration 21Q: 3 clusters Score -2.471711e+07 nChanged 4963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243461 members Mstep: Class 2 contains 29549 members Entering Unmasked Estep Score: -24719856.000000 Penalty: 6208.562500 Iteration 22Q: 3 clusters Score -2.471986e+07 nChanged 4814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248255 members Mstep: Class 2 contains 24755 members Entering Unmasked Estep Score: -24722750.000000 Penalty: 6208.562500 Iteration 23Q: 3 clusters Score -2.472275e+07 nChanged 4481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252730 members Mstep: Class 2 contains 20280 members Entering Unmasked Estep Score: -24725674.000000 Penalty: 6208.562500 Iteration 24Q: 3 clusters Score -2.472567e+07 nChanged 4008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256716 members Mstep: Class 2 contains 16294 members Entering Unmasked Estep Score: -24728368.000000 Penalty: 6208.562500 Iteration 25Q: 3 clusters Score -2.472837e+07 nChanged 3399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260095 members Mstep: Class 2 contains 12915 members Entering Unmasked Estep Score: -24730878.000000 Penalty: 6208.562500 Iteration 26Q: 3 clusters Score -2.473088e+07 nChanged 2808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262879 members Mstep: Class 2 contains 10131 members Entering Unmasked Estep Score: -24732900.000000 Penalty: 6208.562500 Iteration 27Q: 3 clusters Score -2.47329e+07 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265002 members Mstep: Class 2 contains 8008 members Entering Unmasked Estep Score: -24734678.000000 Penalty: 6208.562500 Iteration 28Q: 3 clusters Score -2.473468e+07 nChanged 1618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266508 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -24736126.000000 Penalty: 6208.562500 Iteration 29Q: 3 clusters Score -2.473613e+07 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267505 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -24737150.000000 Penalty: 6208.562500 Iteration 30Q: 3 clusters Score -2.473715e+07 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268068 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -24737696.000000 Penalty: 6208.562500 Iteration 31Q: 3 clusters Score -2.47377e+07 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268406 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -24737928.000000 Penalty: 6208.562500 Iteration 32Q: 3 clusters Score -2.473793e+07 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268622 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -24738054.000000 Penalty: 6208.562500 Iteration 33Q: 3 clusters Score -2.473805e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268813 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -24738146.000000 Penalty: 6208.562500 Iteration 34Q: 3 clusters Score -2.473815e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268943 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -24738212.000000 Penalty: 6208.562500 Iteration 35Q: 3 clusters Score -2.473821e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269025 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -24738250.000000 Penalty: 6208.562500 Iteration 36Q: 3 clusters Score -2.473825e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269103 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -24738242.000000 Penalty: 6208.562500 Iteration 37Q: 3 clusters Score -2.473824e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269158 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -24738292.000000 Penalty: 6208.562500 Iteration 38Q: 3 clusters Score -2.473829e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269194 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -24738304.000000 Penalty: 6208.562500 Iteration 39Q: 3 clusters Score -2.47383e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269235 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -24738294.000000 Penalty: 6208.562500 Iteration 40F: 3 clusters Score -2.473829e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269269 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -24738298.000000 Penalty: 6208.562500 Iteration 41Q: 3 clusters Score -2.47383e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269291 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -24738236.000000 Penalty: 6208.562500 Iteration 42Q: 3 clusters Score -2.473824e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269302 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -24738264.000000 Penalty: 6208.562500 Iteration 43Q: 3 clusters Score -2.473826e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269317 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -24738234.000000 Penalty: 6208.562500 Iteration 44Q: 3 clusters Score -2.473823e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269331 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -24738248.000000 Penalty: 6208.562500 Iteration 45Q: 3 clusters Score -2.473825e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269343 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -24738252.000000 Penalty: 6208.562500 Iteration 46Q: 3 clusters Score -2.473825e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269357 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -24738248.000000 Penalty: 6208.562500 Iteration 47Q: 3 clusters Score -2.473825e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269369 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -24738252.000000 Penalty: 6208.562500 Iteration 48Q: 3 clusters Score -2.473825e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269377 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -24738278.000000 Penalty: 6208.562500 Iteration 49Q: 3 clusters Score -2.473828e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269382 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -24738282.000000 Penalty: 6208.562500 Iteration 50Q: 3 clusters Score -2.473828e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269385 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -24738280.000000 Penalty: 6208.562500 Iteration 51Q: 3 clusters Score -2.473828e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269386 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -24738270.000000 Penalty: 6208.562500 Iteration 52Q: 3 clusters Score -2.473827e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269389 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -24738274.000000 Penalty: 6208.562500 Iteration 53Q: 3 clusters Score -2.473827e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269390 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -24738262.000000 Penalty: 6208.562500 Iteration 54Q: 3 clusters Score -2.473826e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269391 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -24738262.000000 Penalty: 6208.562500 Iteration 55Q: 3 clusters Score -2.473826e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269392 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -24738282.000000 Penalty: 6208.562500 Iteration 56Q: 3 clusters Score -2.473828e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269392 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -24738282.000000 Penalty: 6208.562500 Iteration 57F: 3 clusters Score -2.473828e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (4105 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Entering Unmasked Estep Score: -343998.468750 Penalty: 2063.350342 Iteration 0F: 2 clusters Score -343998.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -340070.187500 Penalty: 4126.700684 Iteration 0F: 3 clusters Score -340070.2 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -340933.875000 Penalty: 4126.700684 Iteration 1F: 3 clusters Score -340933.9 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -341110.031250 Penalty: 4126.700684 Iteration 2F: 3 clusters Score -341110 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -341221.937500 Penalty: 4126.700684 Iteration 3Q: 3 clusters Score -341221.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -341314.843750 Penalty: 4126.700684 Iteration 4Q: 3 clusters Score -341314.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -341424.968750 Penalty: 4126.700684 Iteration 5Q: 3 clusters Score -341425 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -341559.687500 Penalty: 4126.700684 Iteration 6Q: 3 clusters Score -341559.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -341675.437500 Penalty: 4126.700684 Iteration 7Q: 3 clusters Score -341675.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -341785.500000 Penalty: 4126.700684 Iteration 8Q: 3 clusters Score -341785.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -341892.906250 Penalty: 4126.700684 Iteration 9Q: 3 clusters Score -341892.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -342035.593750 Penalty: 4126.700684 Iteration 10Q: 3 clusters Score -342035.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -342224.968750 Penalty: 4126.700684 Iteration 11Q: 3 clusters Score -342225 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -342419.937500 Penalty: 4126.700684 Iteration 12Q: 3 clusters Score -342419.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -342611.312500 Penalty: 4126.700684 Iteration 13Q: 3 clusters Score -342611.3 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -342808.812500 Penalty: 4126.700684 Iteration 14Q: 3 clusters Score -342808.8 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -343050.281250 Penalty: 4126.700684 Iteration 15Q: 3 clusters Score -343050.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -343273.437500 Penalty: 4126.700684 Iteration 16Q: 3 clusters Score -343273.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -343383.593750 Penalty: 4126.700684 Iteration 17Q: 3 clusters Score -343383.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -343424.156250 Penalty: 4126.700684 Iteration 18Q: 3 clusters Score -343424.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -343434.531250 Penalty: 4126.700684 Iteration 19Q: 3 clusters Score -343434.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -343440.875000 Penalty: 4126.700684 Iteration 20F: 3 clusters Score -343440.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -343443.781250 Penalty: 4126.700684 Iteration 21Q: 3 clusters Score -343443.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -343444.031250 Penalty: 4126.700684 Iteration 22Q: 3 clusters Score -343444 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -343444.031250 Penalty: 4126.700684 Iteration 23F: 3 clusters Score -343444 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31841 members Mstep: Class 2 contains 306847 members Mstep: Class 3 contains 7320 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9918 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3068 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14823 members Mstep: Class 10 contains 67578 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4750 members Mstep: Class 14 contains 1562 members Mstep: Class 15 contains 382 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273010 members Mstep: Class 22 contains 4105 members Entering Unmasked Estep ConsiderDeletion Score: -68882384.000000 Penalty: 63897.066406 Iteration 119Q: 20 clusters Score -6.888238e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 31847 members Mstep: Class 2 contains 306849 members Mstep: Class 3 contains 7320 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9914 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14823 members Mstep: Class 10 contains 67580 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4751 members Mstep: Class 14 contains 1562 members Mstep: Class 15 contains 382 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273011 members Mstep: Class 22 contains 4098 members Entering Unmasked Estep ConsiderDeletion Score: -68882456.000000 Penalty: 63897.066406 Iteration 120F: 20 clusters Score -6.888246e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 31853 members Mstep: Class 2 contains 306849 members Mstep: Class 3 contains 7320 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9913 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14823 members Mstep: Class 10 contains 67580 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4752 members Mstep: Class 14 contains 1562 members Mstep: Class 15 contains 387 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273011 members Mstep: Class 22 contains 4092 members Entering Unmasked Estep ConsiderDeletion Score: -68882544.000000 Penalty: 63897.066406 Iteration 121Q: 20 clusters Score -6.888254e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31856 members Mstep: Class 2 contains 306850 members Mstep: Class 3 contains 7320 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9916 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14823 members Mstep: Class 10 contains 67580 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4754 members Mstep: Class 14 contains 1563 members Mstep: Class 15 contains 383 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273012 members Mstep: Class 22 contains 4088 members Entering Unmasked Estep ConsiderDeletion Score: -68882576.000000 Penalty: 63897.066406 Iteration 122Q: 20 clusters Score -6.888258e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31864 members Mstep: Class 2 contains 306850 members Mstep: Class 3 contains 7320 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9919 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14822 members Mstep: Class 10 contains 67580 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4757 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273004 members Mstep: Class 22 contains 4086 members Entering Unmasked Estep ConsiderDeletion Score: -68882544.000000 Penalty: 63897.066406 Iteration 123Q: 20 clusters Score -6.888254e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31870 members Mstep: Class 2 contains 306853 members Mstep: Class 3 contains 7319 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9919 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14821 members Mstep: Class 10 contains 67580 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273000 members Mstep: Class 22 contains 4082 members Entering Unmasked Estep ConsiderDeletion Score: -68882528.000000 Penalty: 63897.066406 Iteration 124Q: 20 clusters Score -6.888253e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31881 members Mstep: Class 2 contains 306854 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9915 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14820 members Mstep: Class 10 contains 67581 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273000 members Mstep: Class 22 contains 4075 members Entering Unmasked Estep ConsiderDeletion Score: -68882480.000000 Penalty: 63897.066406 Iteration 125Q: 20 clusters Score -6.888248e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31885 members Mstep: Class 2 contains 306855 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9917 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5339 members Mstep: Class 9 contains 14820 members Mstep: Class 10 contains 67579 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273001 members Mstep: Class 22 contains 4070 members Entering Unmasked Estep ConsiderDeletion Score: -68882512.000000 Penalty: 63897.066406 Iteration 126Q: 20 clusters Score -6.888251e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31888 members Mstep: Class 2 contains 306857 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9917 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5339 members Mstep: Class 9 contains 14820 members Mstep: Class 10 contains 67575 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273006 members Mstep: Class 22 contains 4064 members Entering Unmasked Estep ConsiderDeletion Score: -68882504.000000 Penalty: 63897.066406 Iteration 127Q: 20 clusters Score -6.88825e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31894 members Mstep: Class 2 contains 306856 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9915 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5339 members Mstep: Class 9 contains 14820 members Mstep: Class 10 contains 67576 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273005 members Mstep: Class 22 contains 4061 members Entering Unmasked Estep ConsiderDeletion Score: -68882472.000000 Penalty: 63897.066406 Iteration 128Q: 20 clusters Score -6.888247e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31894 members Mstep: Class 2 contains 306858 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9914 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5339 members Mstep: Class 9 contains 14820 members Mstep: Class 10 contains 67576 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273005 members Mstep: Class 22 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -68882480.000000 Penalty: 63897.066406 Iteration 129Q: 20 clusters Score -6.888248e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31896 members Mstep: Class 2 contains 306861 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9913 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5339 members Mstep: Class 9 contains 14820 members Mstep: Class 10 contains 67576 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273001 members Mstep: Class 22 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -68882520.000000 Penalty: 63897.066406 Iteration 130Q: 20 clusters Score -6.888252e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31896 members Mstep: Class 2 contains 306862 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9912 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5339 members Mstep: Class 9 contains 14820 members Mstep: Class 10 contains 67576 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273002 members Mstep: Class 22 contains 4059 members Entering Unmasked Estep ConsiderDeletion Score: -68882488.000000 Penalty: 63897.066406 Iteration 131Q: 20 clusters Score -6.888249e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31896 members Mstep: Class 2 contains 306864 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9914 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5339 members Mstep: Class 9 contains 14820 members Mstep: Class 10 contains 67576 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 272998 members Mstep: Class 22 contains 4059 members Entering Unmasked Estep ConsiderDeletion Score: -68882512.000000 Penalty: 63897.066406 Iteration 132Q: 20 clusters Score -6.888251e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31894 members Mstep: Class 2 contains 306866 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9915 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5339 members Mstep: Class 9 contains 14820 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 272996 members Mstep: Class 22 contains 4059 members Entering Unmasked Estep ConsiderDeletion Score: -68882504.000000 Penalty: 63897.066406 Iteration 133Q: 20 clusters Score -6.88825e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31895 members Mstep: Class 2 contains 306868 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9914 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5339 members Mstep: Class 9 contains 14820 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 272995 members Mstep: Class 22 contains 4058 members Entering Unmasked Estep ConsiderDeletion Score: -68882456.000000 Penalty: 63897.066406 Iteration 134Q: 20 clusters Score -6.888246e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31896 members Mstep: Class 2 contains 306868 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9914 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5339 members Mstep: Class 9 contains 14820 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 272995 members Mstep: Class 22 contains 4057 members Entering Unmasked Estep ConsiderDeletion Score: -68882480.000000 Penalty: 63897.066406 Iteration 135Q: 20 clusters Score -6.888248e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31896 members Mstep: Class 2 contains 306869 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9914 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5339 members Mstep: Class 9 contains 14820 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 272995 members Mstep: Class 22 contains 4056 members Entering Unmasked Estep ConsiderDeletion Score: -68882504.000000 Penalty: 63897.066406 Iteration 136Q: 20 clusters Score -6.88825e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31898 members Mstep: Class 2 contains 306868 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9914 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5339 members Mstep: Class 9 contains 14820 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 272996 members Mstep: Class 22 contains 4054 members Entering Unmasked Estep ConsiderDeletion Score: -68882480.000000 Penalty: 63897.066406 Iteration 137Q: 20 clusters Score -6.888248e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31908 members Mstep: Class 2 contains 306867 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9915 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5339 members Mstep: Class 9 contains 14820 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 272993 members Mstep: Class 22 contains 4047 members Entering Unmasked Estep ConsiderDeletion Score: -68882488.000000 Penalty: 63897.066406 Iteration 138Q: 20 clusters Score -6.888249e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31913 members Mstep: Class 2 contains 306870 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9914 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5339 members Mstep: Class 9 contains 14820 members Mstep: Class 10 contains 67576 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 272991 members Mstep: Class 22 contains 4043 members Entering Unmasked Estep ConsiderDeletion Score: -68882432.000000 Penalty: 63897.066406 Iteration 139Q: 20 clusters Score -6.888243e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31920 members Mstep: Class 2 contains 306869 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9915 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5339 members Mstep: Class 9 contains 14820 members Mstep: Class 10 contains 67576 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 272991 members Mstep: Class 22 contains 4036 members Entering Unmasked Estep ConsiderDeletion Score: -68882448.000000 Penalty: 63897.066406 Iteration 140F: 20 clusters Score -6.888245e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31925 members Mstep: Class 2 contains 306868 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9916 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5339 members Mstep: Class 9 contains 14819 members Mstep: Class 10 contains 67576 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 272991 members Mstep: Class 22 contains 4032 members Entering Unmasked Estep ConsiderDeletion Score: -68882472.000000 Penalty: 63897.066406 Iteration 141Q: 20 clusters Score -6.888247e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31926 members Mstep: Class 2 contains 306869 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9916 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5339 members Mstep: Class 9 contains 14817 members Mstep: Class 10 contains 67576 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12499 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 272997 members Mstep: Class 22 contains 4027 members Entering Unmasked Estep ConsiderDeletion Score: -68882472.000000 Penalty: 63897.066406 Iteration 142Q: 20 clusters Score -6.888247e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31929 members Mstep: Class 2 contains 306870 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9916 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5339 members Mstep: Class 9 contains 14815 members Mstep: Class 10 contains 67576 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12499 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 272998 members Mstep: Class 22 contains 4024 members Entering Unmasked Estep ConsiderDeletion Score: -68882448.000000 Penalty: 63897.066406 Iteration 143Q: 20 clusters Score -6.888245e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31928 members Mstep: Class 2 contains 306872 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9916 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5340 members Mstep: Class 9 contains 14812 members Mstep: Class 10 contains 67576 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12499 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12101 members Mstep: Class 21 contains 273002 members Mstep: Class 22 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -68882464.000000 Penalty: 63897.066406 Iteration 144Q: 20 clusters Score -6.888246e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31934 members Mstep: Class 2 contains 306876 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9916 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5339 members Mstep: Class 9 contains 14811 members Mstep: Class 10 contains 67576 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12100 members Mstep: Class 21 contains 272996 members Mstep: Class 22 contains 4019 members Entering Unmasked Estep ConsiderDeletion Score: -68882464.000000 Penalty: 63897.066406 Iteration 145Q: 20 clusters Score -6.888246e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31941 members Mstep: Class 2 contains 306879 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9916 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5338 members Mstep: Class 9 contains 14809 members Mstep: Class 10 contains 67576 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12501 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1564 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12100 members Mstep: Class 21 contains 272992 members Mstep: Class 22 contains 4015 members Entering Unmasked Estep ConsiderDeletion Score: -68882456.000000 Penalty: 63897.066406 Iteration 146Q: 20 clusters Score -6.888246e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31945 members Mstep: Class 2 contains 306883 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9915 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5337 members Mstep: Class 9 contains 14806 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12500 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1565 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12100 members Mstep: Class 21 contains 272990 members Mstep: Class 22 contains 4013 members Entering Unmasked Estep ConsiderDeletion Score: -68882504.000000 Penalty: 63897.066406 Iteration 147Q: 20 clusters Score -6.88825e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31940 members Mstep: Class 2 contains 306885 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9914 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5337 members Mstep: Class 9 contains 14805 members Mstep: Class 10 contains 67578 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12499 members Mstep: Class 13 contains 4759 members Mstep: Class 14 contains 1566 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12100 members Mstep: Class 21 contains 272992 members Mstep: Class 22 contains 4014 members Entering Unmasked Estep ConsiderDeletion Score: -68882512.000000 Penalty: 63897.066406 Iteration 148Q: 20 clusters Score -6.888251e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31944 members Mstep: Class 2 contains 306886 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9915 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5337 members Mstep: Class 9 contains 14804 members Mstep: Class 10 contains 67578 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12498 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1567 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12100 members Mstep: Class 21 contains 272989 members Mstep: Class 22 contains 4013 members Entering Unmasked Estep ConsiderDeletion Score: -68882488.000000 Penalty: 63897.066406 Iteration 149Q: 20 clusters Score -6.888249e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31946 members Mstep: Class 2 contains 306887 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9915 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5337 members Mstep: Class 9 contains 14803 members Mstep: Class 10 contains 67578 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12498 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1567 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12100 members Mstep: Class 21 contains 272988 members Mstep: Class 22 contains 4012 members Entering Unmasked Estep ConsiderDeletion Score: -68882496.000000 Penalty: 63897.066406 Iteration 150Q: 20 clusters Score -6.88825e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31946 members Mstep: Class 2 contains 306888 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9915 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5337 members Mstep: Class 9 contains 14803 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12498 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1567 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12100 members Mstep: Class 21 contains 272987 members Mstep: Class 22 contains 4013 members Entering Unmasked Estep ConsiderDeletion Score: -68882472.000000 Penalty: 63897.066406 Iteration 151Q: 20 clusters Score -6.888247e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31947 members Mstep: Class 2 contains 306888 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9915 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5337 members Mstep: Class 9 contains 14803 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12498 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1567 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12100 members Mstep: Class 21 contains 272986 members Mstep: Class 22 contains 4013 members Entering Unmasked Estep ConsiderDeletion Score: -68882488.000000 Penalty: 63897.066406 Iteration 152Q: 20 clusters Score -6.888249e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31949 members Mstep: Class 2 contains 306888 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9915 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5337 members Mstep: Class 9 contains 14803 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12498 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1567 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12100 members Mstep: Class 21 contains 272984 members Mstep: Class 22 contains 4013 members Entering Unmasked Estep ConsiderDeletion Score: -68882472.000000 Penalty: 63897.066406 Iteration 153Q: 20 clusters Score -6.888247e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31949 members Mstep: Class 2 contains 306890 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9915 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5337 members Mstep: Class 9 contains 14803 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12498 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1567 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12100 members Mstep: Class 21 contains 272982 members Mstep: Class 22 contains 4013 members Entering Unmasked Estep ConsiderDeletion Score: -68882464.000000 Penalty: 63897.066406 Iteration 154Q: 20 clusters Score -6.888246e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31950 members Mstep: Class 2 contains 306890 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9915 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5337 members Mstep: Class 9 contains 14803 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12498 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1567 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12100 members Mstep: Class 21 contains 272981 members Mstep: Class 22 contains 4013 members Entering Unmasked Estep ConsiderDeletion Score: -68882488.000000 Penalty: 63897.066406 Iteration 155Q: 20 clusters Score -6.888249e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31949 members Mstep: Class 2 contains 306890 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9915 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5337 members Mstep: Class 9 contains 14803 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12498 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1567 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12100 members Mstep: Class 21 contains 272982 members Mstep: Class 22 contains 4013 members Entering Unmasked Estep ConsiderDeletion Score: -68882464.000000 Penalty: 63897.066406 Iteration 156Q: 20 clusters Score -6.888246e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31949 members Mstep: Class 2 contains 306890 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9915 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5337 members Mstep: Class 9 contains 14803 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12498 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1567 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12100 members Mstep: Class 21 contains 272982 members Mstep: Class 22 contains 4013 members Entering Unmasked Estep ConsiderDeletion Score: -68882456.000000 Penalty: 63897.066406 Iteration 157Q: 20 clusters Score -6.888246e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31949 members Mstep: Class 2 contains 306890 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9915 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5337 members Mstep: Class 9 contains 14803 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12498 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1567 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 18 contains 12100 members Mstep: Class 21 contains 272982 members Mstep: Class 22 contains 4013 members Entering Unmasked Estep ConsiderDeletion Score: -68882456.000000 Penalty: 63897.066406 Iteration 158F: 20 clusters Score -6.888246e+07 nChanged 0 Entering ConstructFrom: Score: -68882456.000000 Penalty: 63897.066406 Entering ConstructFrom: Trying to split cluster 1 (31949 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31949 members Entering Unmasked Estep Score: -2842340.000000 Penalty: 2572.230225 Iteration 0F: 2 clusters Score -2842340 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16041 members Mstep: Class 2 contains 15908 members Entering Unmasked Estep Score: -2820557.500000 Penalty: 5144.460449 Iteration 0F: 3 clusters Score -2820558 nChanged 14458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16603 members Mstep: Class 2 contains 15346 members Entering Unmasked Estep Score: -2828430.500000 Penalty: 5144.460449 Iteration 1F: 3 clusters Score -2828430 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16897 members Mstep: Class 2 contains 15052 members Entering Unmasked Estep Score: -2828867.500000 Penalty: 5144.460449 Iteration 2Q: 3 clusters Score -2828868 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17308 members Mstep: Class 2 contains 14641 members Entering Unmasked Estep Score: -2829298.750000 Penalty: 5144.460449 Iteration 3Q: 3 clusters Score -2829299 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17819 members Mstep: Class 2 contains 14130 members Entering Unmasked Estep Score: -2829697.500000 Penalty: 5144.460449 Iteration 4Q: 3 clusters Score -2829698 nChanged 1205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18534 members Mstep: Class 2 contains 13415 members Entering Unmasked Estep Score: -2830148.750000 Penalty: 5144.460449 Iteration 5Q: 3 clusters Score -2830149 nChanged 1320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19494 members Mstep: Class 2 contains 12455 members Entering Unmasked Estep Score: -2830741.000000 Penalty: 5144.460449 Iteration 6Q: 3 clusters Score -2830741 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20687 members Mstep: Class 2 contains 11262 members Entering Unmasked Estep Score: -2831452.500000 Penalty: 5144.460449 Iteration 7Q: 3 clusters Score -2831452 nChanged 1593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22114 members Mstep: Class 2 contains 9835 members Entering Unmasked Estep Score: -2832322.500000 Penalty: 5144.460449 Iteration 8Q: 3 clusters Score -2832322 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23822 members Mstep: Class 2 contains 8127 members Entering Unmasked Estep Score: -2833454.000000 Penalty: 5144.460449 Iteration 9F: 3 clusters Score -2833454 nChanged 1858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25636 members Mstep: Class 2 contains 6313 members Entering Unmasked Estep Score: -2834767.750000 Penalty: 5144.460449 Iteration 10F: 3 clusters Score -2834768 nChanged 1909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27533 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -2836259.000000 Penalty: 5144.460449 Iteration 11F: 3 clusters Score -2836259 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29135 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -2837642.250000 Penalty: 5144.460449 Iteration 12F: 3 clusters Score -2837642 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30337 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -2838729.750000 Penalty: 5144.460449 Iteration 13Q: 3 clusters Score -2838730 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31032 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -2839358.750000 Penalty: 5144.460449 Iteration 14Q: 3 clusters Score -2839359 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31390 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -2839706.000000 Penalty: 5144.460449 Iteration 15Q: 3 clusters Score -2839706 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31551 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -2839896.000000 Penalty: 5144.460449 Iteration 16Q: 3 clusters Score -2839896 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31620 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -2839989.750000 Penalty: 5144.460449 Iteration 17Q: 3 clusters Score -2839990 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31660 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -2840051.000000 Penalty: 5144.460449 Iteration 18Q: 3 clusters Score -2840051 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31676 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -2840091.250000 Penalty: 5144.460449 Iteration 19Q: 3 clusters Score -2840091 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31686 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -2840115.250000 Penalty: 5144.460449 Iteration 20F: 3 clusters Score -2840115 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31697 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -2840127.750000 Penalty: 5144.460449 Iteration 21Q: 3 clusters Score -2840128 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31699 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -2840128.750000 Penalty: 5144.460449 Iteration 22Q: 3 clusters Score -2840129 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31701 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -2840131.250000 Penalty: 5144.460449 Iteration 23Q: 3 clusters Score -2840131 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31703 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -2840133.750000 Penalty: 5144.460449 Iteration 24Q: 3 clusters Score -2840134 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31703 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -2840139.000000 Penalty: 5144.460449 Iteration 25Q: 3 clusters Score -2840139 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31704 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -2840145.250000 Penalty: 5144.460449 Iteration 26Q: 3 clusters Score -2840145 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31706 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -2840142.250000 Penalty: 5144.460449 Iteration 27Q: 3 clusters Score -2840142 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31706 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -2840142.250000 Penalty: 5144.460449 Iteration 28F: 3 clusters Score -2840142 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (306890 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306890 members Entering Unmasked Estep Score: -27978448.000000 Penalty: 3133.292725 Iteration 0F: 2 clusters Score -2.797845e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152845 members Mstep: Class 2 contains 154045 members Entering Unmasked Estep Score: -27772238.000000 Penalty: 6266.585449 Iteration 0F: 3 clusters Score -2.777224e+07 nChanged 148703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138890 members Mstep: Class 2 contains 168000 members Entering Unmasked Estep Score: -27861564.000000 Penalty: 6266.585449 Iteration 1F: 3 clusters Score -2.786156e+07 nChanged 11152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129496 members Mstep: Class 2 contains 177394 members Entering Unmasked Estep Score: -27865362.000000 Penalty: 6266.585449 Iteration 2Q: 3 clusters Score -2.786536e+07 nChanged 15965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114649 members Mstep: Class 2 contains 192241 members Entering Unmasked Estep Score: -27872966.000000 Penalty: 6266.585449 Iteration 3F: 3 clusters Score -2.787297e+07 nChanged 22597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92824 members Mstep: Class 2 contains 214066 members Entering Unmasked Estep Score: -27888004.000000 Penalty: 6266.585449 Iteration 4F: 3 clusters Score -2.7888e+07 nChanged 28447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64965 members Mstep: Class 2 contains 241925 members Entering Unmasked Estep Score: -27913076.000000 Penalty: 6266.585449 Iteration 5F: 3 clusters Score -2.791308e+07 nChanged 28376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36925 members Mstep: Class 2 contains 269965 members Entering Unmasked Estep Score: -27941110.000000 Penalty: 6266.585449 Iteration 6F: 3 clusters Score -2.794111e+07 nChanged 20298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16701 members Mstep: Class 2 contains 290189 members Entering Unmasked Estep Score: -27961000.000000 Penalty: 6266.585449 Iteration 7F: 3 clusters Score -2.7961e+07 nChanged 10485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 300670 members Entering Unmasked Estep Score: -27970526.000000 Penalty: 6266.585449 Iteration 8Q: 3 clusters Score -2.797053e+07 nChanged 4080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 304746 members Entering Unmasked Estep Score: -27974022.000000 Penalty: 6266.585449 Iteration 9Q: 3 clusters Score -2.797402e+07 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 306002 members Entering Unmasked Estep Score: -27975092.000000 Penalty: 6266.585449 Iteration 10Q: 3 clusters Score -2.797509e+07 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 306372 members Entering Unmasked Estep Score: -27975440.000000 Penalty: 6266.585449 Iteration 11Q: 3 clusters Score -2.797544e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 306451 members Entering Unmasked Estep Score: -27975692.000000 Penalty: 6266.585449 Iteration 12Q: 3 clusters Score -2.797569e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 306491 members Entering Unmasked Estep Score: -27975810.000000 Penalty: 6266.585449 Iteration 13Q: 3 clusters Score -2.797581e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 306493 members Entering Unmasked Estep Score: -27975902.000000 Penalty: 6266.585449 Iteration 14Q: 3 clusters Score -2.79759e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 306498 members Entering Unmasked Estep Score: -27975922.000000 Penalty: 6266.585449 Iteration 15Q: 3 clusters Score -2.797592e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 306481 members Entering Unmasked Estep Score: -27975998.000000 Penalty: 6266.585449 Iteration 16Q: 3 clusters Score -2.7976e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 306463 members Entering Unmasked Estep Score: -27976030.000000 Penalty: 6266.585449 Iteration 17Q: 3 clusters Score -2.797603e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 306453 members Entering Unmasked Estep Score: -27976070.000000 Penalty: 6266.585449 Iteration 18Q: 3 clusters Score -2.797607e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 306433 members Entering Unmasked Estep Score: -27976084.000000 Penalty: 6266.585449 Iteration 19Q: 3 clusters Score -2.797608e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 306404 members Entering Unmasked Estep Score: -27976144.000000 Penalty: 6266.585449 Iteration 20F: 3 clusters Score -2.797614e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 306369 members Entering Unmasked Estep Score: -27976158.000000 Penalty: 6266.585449 Iteration 21Q: 3 clusters Score -2.797616e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 306344 members Entering Unmasked Estep Score: -27976214.000000 Penalty: 6266.585449 Iteration 22Q: 3 clusters Score -2.797621e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 306329 members Entering Unmasked Estep Score: -27976244.000000 Penalty: 6266.585449 Iteration 23Q: 3 clusters Score -2.797624e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 306307 members Entering Unmasked Estep Score: -27976286.000000 Penalty: 6266.585449 Iteration 24Q: 3 clusters Score -2.797629e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 306292 members Entering Unmasked Estep Score: -27976308.000000 Penalty: 6266.585449 Iteration 25Q: 3 clusters Score -2.797631e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 306271 members Entering Unmasked Estep Score: -27976356.000000 Penalty: 6266.585449 Iteration 26Q: 3 clusters Score -2.797636e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 306260 members Entering Unmasked Estep Score: -27976386.000000 Penalty: 6266.585449 Iteration 27Q: 3 clusters Score -2.797639e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 306239 members Entering Unmasked Estep Score: -27976370.000000 Penalty: 6266.585449 Iteration 28Q: 3 clusters Score -2.797637e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 306227 members Entering Unmasked Estep Score: -27976372.000000 Penalty: 6266.585449 Iteration 29Q: 3 clusters Score -2.797637e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 306218 members Entering Unmasked Estep Score: -27976400.000000 Penalty: 6266.585449 Iteration 30Q: 3 clusters Score -2.79764e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 306212 members Entering Unmasked Estep Score: -27976386.000000 Penalty: 6266.585449 Iteration 31Q: 3 clusters Score -2.797639e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 306209 members Entering Unmasked Estep Score: -27976406.000000 Penalty: 6266.585449 Iteration 32Q: 3 clusters Score -2.797641e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 306207 members Entering Unmasked Estep Score: -27976392.000000 Penalty: 6266.585449 Iteration 33Q: 3 clusters Score -2.797639e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 306205 members Entering Unmasked Estep Score: -27976408.000000 Penalty: 6266.585449 Iteration 34Q: 3 clusters Score -2.797641e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 306204 members Entering Unmasked Estep Score: -27976404.000000 Penalty: 6266.585449 Iteration 35Q: 3 clusters Score -2.79764e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 306200 members Entering Unmasked Estep Score: -27976430.000000 Penalty: 6266.585449 Iteration 36Q: 3 clusters Score -2.797643e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 306197 members Entering Unmasked Estep Score: -27976424.000000 Penalty: 6266.585449 Iteration 37Q: 3 clusters Score -2.797642e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 306196 members Entering Unmasked Estep Score: -27976440.000000 Penalty: 6266.585449 Iteration 38Q: 3 clusters Score -2.797644e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 306194 members Entering Unmasked Estep Score: -27976432.000000 Penalty: 6266.585449 Iteration 39Q: 3 clusters Score -2.797643e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 306194 members Entering Unmasked Estep Score: -27976452.000000 Penalty: 6266.585449 Iteration 40F: 3 clusters Score -2.797645e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 306192 members Entering Unmasked Estep Score: -27976444.000000 Penalty: 6266.585449 Iteration 41Q: 3 clusters Score -2.797644e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 306189 members Entering Unmasked Estep Score: -27976464.000000 Penalty: 6266.585449 Iteration 42Q: 3 clusters Score -2.797646e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 306187 members Entering Unmasked Estep Score: -27976472.000000 Penalty: 6266.585449 Iteration 43Q: 3 clusters Score -2.797647e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 306181 members Entering Unmasked Estep Score: -27976486.000000 Penalty: 6266.585449 Iteration 44Q: 3 clusters Score -2.797649e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 306185 members Entering Unmasked Estep Score: -27976506.000000 Penalty: 6266.585449 Iteration 45Q: 3 clusters Score -2.797651e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 306182 members Entering Unmasked Estep Score: -27976510.000000 Penalty: 6266.585449 Iteration 46Q: 3 clusters Score -2.797651e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 306177 members Entering Unmasked Estep Score: -27976520.000000 Penalty: 6266.585449 Iteration 47Q: 3 clusters Score -2.797652e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 306174 members Entering Unmasked Estep Score: -27976514.000000 Penalty: 6266.585449 Iteration 48Q: 3 clusters Score -2.797651e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 306170 members Entering Unmasked Estep Score: -27976522.000000 Penalty: 6266.585449 Iteration 49Q: 3 clusters Score -2.797652e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 306166 members Entering Unmasked Estep Score: -27976512.000000 Penalty: 6266.585449 Iteration 50Q: 3 clusters Score -2.797651e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 306166 members Entering Unmasked Estep Score: -27976516.000000 Penalty: 6266.585449 Iteration 51Q: 3 clusters Score -2.797652e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 306163 members Entering Unmasked Estep Score: -27976510.000000 Penalty: 6266.585449 Iteration 52Q: 3 clusters Score -2.797651e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 306160 members Entering Unmasked Estep Score: -27976522.000000 Penalty: 6266.585449 Iteration 53Q: 3 clusters Score -2.797652e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 306158 members Entering Unmasked Estep Score: -27976518.000000 Penalty: 6266.585449 Iteration 54Q: 3 clusters Score -2.797652e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 306156 members Entering Unmasked Estep Score: -27976528.000000 Penalty: 6266.585449 Iteration 55Q: 3 clusters Score -2.797653e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 306155 members Entering Unmasked Estep Score: -27976514.000000 Penalty: 6266.585449 Iteration 56Q: 3 clusters Score -2.797651e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 306155 members Entering Unmasked Estep Score: -27976498.000000 Penalty: 6266.585449 Iteration 57Q: 3 clusters Score -2.79765e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 306154 members Entering Unmasked Estep Score: -27976524.000000 Penalty: 6266.585449 Iteration 58Q: 3 clusters Score -2.797652e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 306156 members Entering Unmasked Estep Score: -27976514.000000 Penalty: 6266.585449 Iteration 59Q: 3 clusters Score -2.797651e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 306158 members Entering Unmasked Estep Score: -27976516.000000 Penalty: 6266.585449 Iteration 60F: 3 clusters Score -2.797652e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 306153 members Entering Unmasked Estep Score: -27976526.000000 Penalty: 6266.585449 Iteration 61Q: 3 clusters Score -2.797653e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 306148 members Entering Unmasked Estep Score: -27976514.000000 Penalty: 6266.585449 Iteration 62Q: 3 clusters Score -2.797651e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 306148 members Entering Unmasked Estep Score: -27976498.000000 Penalty: 6266.585449 Iteration 63Q: 3 clusters Score -2.79765e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 306148 members Entering Unmasked Estep Score: -27976516.000000 Penalty: 6266.585449 Iteration 64Q: 3 clusters Score -2.797652e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 306147 members Entering Unmasked Estep Score: -27976516.000000 Penalty: 6266.585449 Iteration 65Q: 3 clusters Score -2.797652e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 306147 members Entering Unmasked Estep Score: -27976516.000000 Penalty: 6266.585449 Iteration 66F: 3 clusters Score -2.797652e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (7318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7318 members Entering Unmasked Estep Score: -662542.875000 Penalty: 2206.726807 Iteration 0F: 2 clusters Score -662542.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -656647.375000 Penalty: 4413.453613 Iteration 0F: 3 clusters Score -656647.4 nChanged 2853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -658197.062500 Penalty: 4413.453613 Iteration 1F: 3 clusters Score -658197.1 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -658484.625000 Penalty: 4413.453613 Iteration 2F: 3 clusters Score -658484.6 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -658743.562500 Penalty: 4413.453613 Iteration 3F: 3 clusters Score -658743.6 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -658961.875000 Penalty: 4413.453613 Iteration 4Q: 3 clusters Score -658961.9 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -659157.125000 Penalty: 4413.453613 Iteration 5Q: 3 clusters Score -659157.1 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -659359.687500 Penalty: 4413.453613 Iteration 6Q: 3 clusters Score -659359.7 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -659550.625000 Penalty: 4413.453613 Iteration 7Q: 3 clusters Score -659550.6 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -659786.625000 Penalty: 4413.453613 Iteration 8Q: 3 clusters Score -659786.6 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -660040.125000 Penalty: 4413.453613 Iteration 9Q: 3 clusters Score -660040.1 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -660253.062500 Penalty: 4413.453613 Iteration 10Q: 3 clusters Score -660253.1 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -660422.812500 Penalty: 4413.453613 Iteration 11Q: 3 clusters Score -660422.8 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -660559.000000 Penalty: 4413.453613 Iteration 12Q: 3 clusters Score -660559 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -660677.250000 Penalty: 4413.453613 Iteration 13Q: 3 clusters Score -660677.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -660770.437500 Penalty: 4413.453613 Iteration 14Q: 3 clusters Score -660770.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 5392 members Entering Unmasked Estep Score: -660842.500000 Penalty: 4413.453613 Iteration 15Q: 3 clusters Score -660842.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 5503 members Entering Unmasked Estep Score: -660908.250000 Penalty: 4413.453613 Iteration 16Q: 3 clusters Score -660908.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -660967.375000 Penalty: 4413.453613 Iteration 17Q: 3 clusters Score -660967.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 5680 members Entering Unmasked Estep Score: -661028.562500 Penalty: 4413.453613 Iteration 18Q: 3 clusters Score -661028.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -661073.437500 Penalty: 4413.453613 Iteration 19Q: 3 clusters Score -661073.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -661097.187500 Penalty: 4413.453613 Iteration 20F: 3 clusters Score -661097.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -661114.937500 Penalty: 4413.453613 Iteration 21Q: 3 clusters Score -661114.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -661132.750000 Penalty: 4413.453613 Iteration 22Q: 3 clusters Score -661132.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -661152.750000 Penalty: 4413.453613 Iteration 23Q: 3 clusters Score -661152.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 5966 members Entering Unmasked Estep Score: -661169.375000 Penalty: 4413.453613 Iteration 24Q: 3 clusters Score -661169.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -661183.187500 Penalty: 4413.453613 Iteration 25Q: 3 clusters Score -661183.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -661193.937500 Penalty: 4413.453613 Iteration 26Q: 3 clusters Score -661193.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -661201.437500 Penalty: 4413.453613 Iteration 27Q: 3 clusters Score -661201.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 6050 members Entering Unmasked Estep Score: -661206.625000 Penalty: 4413.453613 Iteration 28Q: 3 clusters Score -661206.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -661212.812500 Penalty: 4413.453613 Iteration 29Q: 3 clusters Score -661212.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -661219.812500 Penalty: 4413.453613 Iteration 30Q: 3 clusters Score -661219.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 6085 members Entering Unmasked Estep Score: -661222.562500 Penalty: 4413.453613 Iteration 31Q: 3 clusters Score -661222.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -661225.625000 Penalty: 4413.453613 Iteration 32Q: 3 clusters Score -661225.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -661228.437500 Penalty: 4413.453613 Iteration 33Q: 3 clusters Score -661228.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -661230.500000 Penalty: 4413.453613 Iteration 34Q: 3 clusters Score -661230.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -661231.687500 Penalty: 4413.453613 Iteration 35Q: 3 clusters Score -661231.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -661233.687500 Penalty: 4413.453613 Iteration 36Q: 3 clusters Score -661233.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -661235.062500 Penalty: 4413.453613 Iteration 37Q: 3 clusters Score -661235.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -661241.562500 Penalty: 4413.453613 Iteration 38Q: 3 clusters Score -661241.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -661253.375000 Penalty: 4413.453613 Iteration 39Q: 3 clusters Score -661253.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -661267.125000 Penalty: 4413.453613 Iteration 40F: 3 clusters Score -661267.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -661283.562500 Penalty: 4413.453613 Iteration 41Q: 3 clusters Score -661283.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -661299.750000 Penalty: 4413.453613 Iteration 42Q: 3 clusters Score -661299.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -661310.312500 Penalty: 4413.453613 Iteration 43Q: 3 clusters Score -661310.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -661319.812500 Penalty: 4413.453613 Iteration 44Q: 3 clusters Score -661319.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 6254 members Entering Unmasked Estep Score: -661326.562500 Penalty: 4413.453613 Iteration 45Q: 3 clusters Score -661326.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 6262 members Entering Unmasked Estep Score: -661328.625000 Penalty: 4413.453613 Iteration 46Q: 3 clusters Score -661328.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -661330.000000 Penalty: 4413.453613 Iteration 47Q: 3 clusters Score -661330 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -661329.687500 Penalty: 4413.453613 Iteration 48Q: 3 clusters Score -661329.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -661331.062500 Penalty: 4413.453613 Iteration 49Q: 3 clusters Score -661331.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -661331.500000 Penalty: 4413.453613 Iteration 50Q: 3 clusters Score -661331.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -661330.125000 Penalty: 4413.453613 Iteration 51Q: 3 clusters Score -661330.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -661330.125000 Penalty: 4413.453613 Iteration 52F: 3 clusters Score -661330.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1398 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Entering Unmasked Estep Score: -115626.312500 Penalty: 1796.213867 Iteration 0F: 2 clusters Score -115626.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -113460.921875 Penalty: 3592.427734 Iteration 0F: 3 clusters Score -113460.9 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -113995.953125 Penalty: 3592.427734 Iteration 1F: 3 clusters Score -113996 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -114226.296875 Penalty: 3592.427734 Iteration 2F: 3 clusters Score -114226.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -114438.296875 Penalty: 3592.427734 Iteration 3F: 3 clusters Score -114438.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -114670.171875 Penalty: 3592.427734 Iteration 4F: 3 clusters Score -114670.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -114955.531250 Penalty: 3592.427734 Iteration 5F: 3 clusters Score -114955.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -115349.101562 Penalty: 3592.427734 Iteration 6F: 3 clusters Score -115349.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -115787.070312 Penalty: 3592.427734 Iteration 7F: 3 clusters Score -115787.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -115922.703125 Penalty: 3592.427734 Iteration 8Q: 3 clusters Score -115922.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -115958.562500 Penalty: 3592.427734 Iteration 9Q: 3 clusters Score -115958.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -115963.695312 Penalty: 3592.427734 Iteration 10Q: 3 clusters Score -115963.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -115963.695312 Penalty: 3592.427734 Iteration 11F: 3 clusters Score -115963.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31949 members Mstep: Class 2 contains 306890 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 880 members Mstep: Class 5 contains 9915 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5337 members Mstep: Class 9 contains 14803 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12498 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1567 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 17 contains 518 members Mstep: Class 18 contains 12100 members Mstep: Class 21 contains 272982 members Mstep: Class 22 contains 4013 members Entering Unmasked Estep Score: -68881152.000000 Penalty: 67260.070312 Splitting cluster 4 changes total score from -68882456.000000 to -68881152.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (9915 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9915 members Entering Unmasked Estep Score: -817092.187500 Penalty: 2282.047363 Iteration 0F: 2 clusters Score -817092.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -809475.437500 Penalty: 4564.094727 Iteration 0F: 3 clusters Score -809475.4 nChanged 4062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 5127 members Entering Unmasked Estep Score: -811661.937500 Penalty: 4564.094727 Iteration 1F: 3 clusters Score -811661.9 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -812028.625000 Penalty: 4564.094727 Iteration 2F: 3 clusters Score -812028.6 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 5429 members Entering Unmasked Estep Score: -812299.187500 Penalty: 4564.094727 Iteration 3F: 3 clusters Score -812299.2 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -812555.375000 Penalty: 4564.094727 Iteration 4Q: 3 clusters Score -812555.4 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -812789.187500 Penalty: 4564.094727 Iteration 5Q: 3 clusters Score -812789.2 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -813002.500000 Penalty: 4564.094727 Iteration 6Q: 3 clusters Score -813002.5 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -813252.875000 Penalty: 4564.094727 Iteration 7Q: 3 clusters Score -813252.9 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 6783 members Entering Unmasked Estep Score: -813496.375000 Penalty: 4564.094727 Iteration 8Q: 3 clusters Score -813496.4 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 7083 members Entering Unmasked Estep Score: -813738.687500 Penalty: 4564.094727 Iteration 9Q: 3 clusters Score -813738.7 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 7382 members Entering Unmasked Estep Score: -813985.875000 Penalty: 4564.094727 Iteration 10Q: 3 clusters Score -813985.9 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 7656 members Entering Unmasked Estep Score: -814197.000000 Penalty: 4564.094727 Iteration 11Q: 3 clusters Score -814197 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 7871 members Entering Unmasked Estep Score: -814356.187500 Penalty: 4564.094727 Iteration 12Q: 3 clusters Score -814356.2 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 8078 members Entering Unmasked Estep Score: -814517.562500 Penalty: 4564.094727 Iteration 13Q: 3 clusters Score -814517.6 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 8290 members Entering Unmasked Estep Score: -814697.312500 Penalty: 4564.094727 Iteration 14Q: 3 clusters Score -814697.3 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 8477 members Entering Unmasked Estep Score: -814852.437500 Penalty: 4564.094727 Iteration 15Q: 3 clusters Score -814852.4 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 8629 members Entering Unmasked Estep Score: -814979.000000 Penalty: 4564.094727 Iteration 16Q: 3 clusters Score -814979 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 8749 members Entering Unmasked Estep Score: -815068.937500 Penalty: 4564.094727 Iteration 17Q: 3 clusters Score -815068.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 8840 members Entering Unmasked Estep Score: -815134.562500 Penalty: 4564.094727 Iteration 18Q: 3 clusters Score -815134.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 8912 members Entering Unmasked Estep Score: -815205.250000 Penalty: 4564.094727 Iteration 19Q: 3 clusters Score -815205.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 8984 members Entering Unmasked Estep Score: -815267.562500 Penalty: 4564.094727 Iteration 20F: 3 clusters Score -815267.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 9038 members Entering Unmasked Estep Score: -815320.437500 Penalty: 4564.094727 Iteration 21Q: 3 clusters Score -815320.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 9078 members Entering Unmasked Estep Score: -815356.750000 Penalty: 4564.094727 Iteration 22Q: 3 clusters Score -815356.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 9105 members Entering Unmasked Estep Score: -815381.000000 Penalty: 4564.094727 Iteration 23Q: 3 clusters Score -815381 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 9124 members Entering Unmasked Estep Score: -815396.062500 Penalty: 4564.094727 Iteration 24Q: 3 clusters Score -815396.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 9142 members Entering Unmasked Estep Score: -815406.000000 Penalty: 4564.094727 Iteration 25Q: 3 clusters Score -815406 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 9156 members Entering Unmasked Estep Score: -815411.437500 Penalty: 4564.094727 Iteration 26Q: 3 clusters Score -815411.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 9164 members Entering Unmasked Estep Score: -815416.500000 Penalty: 4564.094727 Iteration 27Q: 3 clusters Score -815416.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 9168 members Entering Unmasked Estep Score: -815420.687500 Penalty: 4564.094727 Iteration 28Q: 3 clusters Score -815420.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 9171 members Entering Unmasked Estep Score: -815419.875000 Penalty: 4564.094727 Iteration 29Q: 3 clusters Score -815419.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 9172 members Entering Unmasked Estep Score: -815419.937500 Penalty: 4564.094727 Iteration 30Q: 3 clusters Score -815419.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 9174 members Entering Unmasked Estep Score: -815420.187500 Penalty: 4564.094727 Iteration 31Q: 3 clusters Score -815420.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 9174 members Entering Unmasked Estep Score: -815420.187500 Penalty: 4564.094727 Iteration 32F: 3 clusters Score -815420.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1287 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Entering Unmasked Estep Score: -106514.531250 Penalty: 1775.697144 Iteration 0F: 2 clusters Score -106514.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -104397.953125 Penalty: 3551.394287 Iteration 0F: 3 clusters Score -104398 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -104862.632812 Penalty: 3551.394287 Iteration 1F: 3 clusters Score -104862.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -105122.062500 Penalty: 3551.394287 Iteration 2F: 3 clusters Score -105122.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -105254.851562 Penalty: 3551.394287 Iteration 3F: 3 clusters Score -105254.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -105335.843750 Penalty: 3551.394287 Iteration 4Q: 3 clusters Score -105335.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -105412.968750 Penalty: 3551.394287 Iteration 5Q: 3 clusters Score -105413 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -105476.210938 Penalty: 3551.394287 Iteration 6Q: 3 clusters Score -105476.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -105546.234375 Penalty: 3551.394287 Iteration 7Q: 3 clusters Score -105546.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -105616.156250 Penalty: 3551.394287 Iteration 8Q: 3 clusters Score -105616.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -105690.171875 Penalty: 3551.394287 Iteration 9Q: 3 clusters Score -105690.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -105793.187500 Penalty: 3551.394287 Iteration 10Q: 3 clusters Score -105793.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -105903.023438 Penalty: 3551.394287 Iteration 11Q: 3 clusters Score -105903 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -106099.281250 Penalty: 3551.394287 Iteration 12Q: 3 clusters Score -106099.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -106164.429688 Penalty: 3551.394287 Iteration 13Q: 3 clusters Score -106164.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -106191.984375 Penalty: 3551.394287 Iteration 14Q: 3 clusters Score -106192 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -106221.757812 Penalty: 3551.394287 Iteration 15Q: 3 clusters Score -106221.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -106252.343750 Penalty: 3551.394287 Iteration 16Q: 3 clusters Score -106252.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -106305.390625 Penalty: 3551.394287 Iteration 17Q: 3 clusters Score -106305.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -106387.921875 Penalty: 3551.394287 Iteration 18Q: 3 clusters Score -106387.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -106468.593750 Penalty: 3551.394287 Iteration 19Q: 3 clusters Score -106468.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -106533.867188 Penalty: 3551.394287 Iteration 20F: 3 clusters Score -106533.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -106572.601562 Penalty: 3551.394287 Iteration 21Q: 3 clusters Score -106572.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -106579.023438 Penalty: 3551.394287 Iteration 22Q: 3 clusters Score -106579 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -106579.523438 Penalty: 3551.394287 Iteration 23Q: 3 clusters Score -106579.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -106579.523438 Penalty: 3551.394287 Iteration 24F: 3 clusters Score -106579.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31949 members Mstep: Class 2 contains 306890 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9915 members Mstep: Class 6 contains 544 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5337 members Mstep: Class 9 contains 14803 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12498 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1567 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 17 contains 743 members Mstep: Class 18 contains 12100 members Mstep: Class 21 contains 272982 members Mstep: Class 22 contains 4013 members Entering Unmasked Estep Score: -68880904.000000 Penalty: 67260.070312 Splitting cluster 6 changes total score from -68882456.000000 to -68880904.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (3067 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Entering Unmasked Estep Score: -264213.906250 Penalty: 1991.056763 Iteration 0F: 2 clusters Score -264213.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -260910.828125 Penalty: 3982.113525 Iteration 0F: 3 clusters Score -260910.8 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -261579.656250 Penalty: 3982.113525 Iteration 1F: 3 clusters Score -261579.7 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -261776.437500 Penalty: 3982.113525 Iteration 2F: 3 clusters Score -261776.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -261912.140625 Penalty: 3982.113525 Iteration 3F: 3 clusters Score -261912.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -262042.500000 Penalty: 3982.113525 Iteration 4Q: 3 clusters Score -262042.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -262135.093750 Penalty: 3982.113525 Iteration 5Q: 3 clusters Score -262135.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -262227.625000 Penalty: 3982.113525 Iteration 6Q: 3 clusters Score -262227.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -262305.718750 Penalty: 3982.113525 Iteration 7Q: 3 clusters Score -262305.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -262369.187500 Penalty: 3982.113525 Iteration 8Q: 3 clusters Score -262369.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -262437.562500 Penalty: 3982.113525 Iteration 9Q: 3 clusters Score -262437.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -262510.093750 Penalty: 3982.113525 Iteration 10Q: 3 clusters Score -262510.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -262559.250000 Penalty: 3982.113525 Iteration 11Q: 3 clusters Score -262559.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -262615.281250 Penalty: 3982.113525 Iteration 12Q: 3 clusters Score -262615.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -262676.968750 Penalty: 3982.113525 Iteration 13Q: 3 clusters Score -262677 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -262745.718750 Penalty: 3982.113525 Iteration 14Q: 3 clusters Score -262745.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -262808.843750 Penalty: 3982.113525 Iteration 15Q: 3 clusters Score -262808.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -262857.156250 Penalty: 3982.113525 Iteration 16Q: 3 clusters Score -262857.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -262919.875000 Penalty: 3982.113525 Iteration 17Q: 3 clusters Score -262919.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -262978.718750 Penalty: 3982.113525 Iteration 18Q: 3 clusters Score -262978.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -263037.750000 Penalty: 3982.113525 Iteration 19Q: 3 clusters Score -263037.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -263086.750000 Penalty: 3982.113525 Iteration 20F: 3 clusters Score -263086.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -263127.875000 Penalty: 3982.113525 Iteration 21Q: 3 clusters Score -263127.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -263155.031250 Penalty: 3982.113525 Iteration 22Q: 3 clusters Score -263155 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -263178.812500 Penalty: 3982.113525 Iteration 23Q: 3 clusters Score -263178.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -263197.843750 Penalty: 3982.113525 Iteration 24Q: 3 clusters Score -263197.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -263217.187500 Penalty: 3982.113525 Iteration 25Q: 3 clusters Score -263217.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -263232.062500 Penalty: 3982.113525 Iteration 26Q: 3 clusters Score -263232.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -263241.562500 Penalty: 3982.113525 Iteration 27Q: 3 clusters Score -263241.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -263249.093750 Penalty: 3982.113525 Iteration 28Q: 3 clusters Score -263249.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -263254.125000 Penalty: 3982.113525 Iteration 29Q: 3 clusters Score -263254.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -263257.968750 Penalty: 3982.113525 Iteration 30Q: 3 clusters Score -263258 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -263259.718750 Penalty: 3982.113525 Iteration 31Q: 3 clusters Score -263259.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -263261.031250 Penalty: 3982.113525 Iteration 32Q: 3 clusters Score -263261 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -263262.218750 Penalty: 3982.113525 Iteration 33Q: 3 clusters Score -263262.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -263262.218750 Penalty: 3982.113525 Iteration 34F: 3 clusters Score -263262.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (5337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5337 members Entering Unmasked Estep Score: -455234.093750 Penalty: 2128.439941 Iteration 0F: 2 clusters Score -455234.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -450535.625000 Penalty: 4256.879883 Iteration 0F: 3 clusters Score -450535.6 nChanged 1996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -451687.843750 Penalty: 4256.879883 Iteration 1F: 3 clusters Score -451687.8 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -451900.468750 Penalty: 4256.879883 Iteration 2F: 3 clusters Score -451900.5 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -452009.187500 Penalty: 4256.879883 Iteration 3Q: 3 clusters Score -452009.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -452081.500000 Penalty: 4256.879883 Iteration 4Q: 3 clusters Score -452081.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -452142.250000 Penalty: 4256.879883 Iteration 5Q: 3 clusters Score -452142.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -452196.437500 Penalty: 4256.879883 Iteration 6Q: 3 clusters Score -452196.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -452245.906250 Penalty: 4256.879883 Iteration 7Q: 3 clusters Score -452245.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -452296.468750 Penalty: 4256.879883 Iteration 8Q: 3 clusters Score -452296.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -452342.031250 Penalty: 4256.879883 Iteration 9Q: 3 clusters Score -452342 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -452398.093750 Penalty: 4256.879883 Iteration 10Q: 3 clusters Score -452398.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -452453.125000 Penalty: 4256.879883 Iteration 11Q: 3 clusters Score -452453.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -452508.562500 Penalty: 4256.879883 Iteration 12Q: 3 clusters Score -452508.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -452566.656250 Penalty: 4256.879883 Iteration 13Q: 3 clusters Score -452566.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -452623.218750 Penalty: 4256.879883 Iteration 14Q: 3 clusters Score -452623.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -452677.281250 Penalty: 4256.879883 Iteration 15Q: 3 clusters Score -452677.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -452729.218750 Penalty: 4256.879883 Iteration 16Q: 3 clusters Score -452729.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -452771.343750 Penalty: 4256.879883 Iteration 17Q: 3 clusters Score -452771.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -452806.062500 Penalty: 4256.879883 Iteration 18Q: 3 clusters Score -452806.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -452835.343750 Penalty: 4256.879883 Iteration 19Q: 3 clusters Score -452835.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -452874.406250 Penalty: 4256.879883 Iteration 20F: 3 clusters Score -452874.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -452909.343750 Penalty: 4256.879883 Iteration 21Q: 3 clusters Score -452909.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -452943.750000 Penalty: 4256.879883 Iteration 22Q: 3 clusters Score -452943.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -452968.156250 Penalty: 4256.879883 Iteration 23Q: 3 clusters Score -452968.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -453005.656250 Penalty: 4256.879883 Iteration 24Q: 3 clusters Score -453005.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -453044.250000 Penalty: 4256.879883 Iteration 25Q: 3 clusters Score -453044.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -453084.937500 Penalty: 4256.879883 Iteration 26Q: 3 clusters Score -453084.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -453122.218750 Penalty: 4256.879883 Iteration 27Q: 3 clusters Score -453122.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -453151.531250 Penalty: 4256.879883 Iteration 28Q: 3 clusters Score -453151.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -453181.187500 Penalty: 4256.879883 Iteration 29Q: 3 clusters Score -453181.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -453205.968750 Penalty: 4256.879883 Iteration 30Q: 3 clusters Score -453206 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -453224.031250 Penalty: 4256.879883 Iteration 31Q: 3 clusters Score -453224 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -453246.531250 Penalty: 4256.879883 Iteration 32Q: 3 clusters Score -453246.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -453269.875000 Penalty: 4256.879883 Iteration 33Q: 3 clusters Score -453269.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -453285.218750 Penalty: 4256.879883 Iteration 34Q: 3 clusters Score -453285.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -453303.750000 Penalty: 4256.879883 Iteration 35Q: 3 clusters Score -453303.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -453315.781250 Penalty: 4256.879883 Iteration 36Q: 3 clusters Score -453315.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -453328.406250 Penalty: 4256.879883 Iteration 37Q: 3 clusters Score -453328.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -453341.593750 Penalty: 4256.879883 Iteration 38Q: 3 clusters Score -453341.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -453358.250000 Penalty: 4256.879883 Iteration 39Q: 3 clusters Score -453358.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -453376.968750 Penalty: 4256.879883 Iteration 40F: 3 clusters Score -453377 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -453394.406250 Penalty: 4256.879883 Iteration 41Q: 3 clusters Score -453394.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -453413.093750 Penalty: 4256.879883 Iteration 42Q: 3 clusters Score -453413.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -453429.750000 Penalty: 4256.879883 Iteration 43Q: 3 clusters Score -453429.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -453441.000000 Penalty: 4256.879883 Iteration 44Q: 3 clusters Score -453441 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -453460.781250 Penalty: 4256.879883 Iteration 45Q: 3 clusters Score -453460.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -453473.843750 Penalty: 4256.879883 Iteration 46Q: 3 clusters Score -453473.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -453480.187500 Penalty: 4256.879883 Iteration 47Q: 3 clusters Score -453480.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -453482.468750 Penalty: 4256.879883 Iteration 48Q: 3 clusters Score -453482.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -453483.406250 Penalty: 4256.879883 Iteration 49Q: 3 clusters Score -453483.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -453484.312500 Penalty: 4256.879883 Iteration 50Q: 3 clusters Score -453484.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -453484.312500 Penalty: 4256.879883 Iteration 51Q: 3 clusters Score -453484.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -453486.281250 Penalty: 4256.879883 Iteration 52Q: 3 clusters Score -453486.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -453487.593750 Penalty: 4256.879883 Iteration 53Q: 3 clusters Score -453487.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -453490.312500 Penalty: 4256.879883 Iteration 54Q: 3 clusters Score -453490.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -453490.312500 Penalty: 4256.879883 Iteration 55F: 3 clusters Score -453490.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (14803 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14803 members Entering Unmasked Estep Score: -1363848.625000 Penalty: 2381.440918 Iteration 0F: 2 clusters Score -1363849 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7346 members Mstep: Class 2 contains 7457 members Entering Unmasked Estep Score: -1353166.625000 Penalty: 4762.881836 Iteration 0F: 3 clusters Score -1353167 nChanged 6345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -1356479.375000 Penalty: 4762.881836 Iteration 1F: 3 clusters Score -1356479 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7068 members Mstep: Class 2 contains 7735 members Entering Unmasked Estep Score: -1356829.625000 Penalty: 4762.881836 Iteration 2F: 3 clusters Score -1356830 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6962 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -1357111.500000 Penalty: 4762.881836 Iteration 3Q: 3 clusters Score -1357112 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 7982 members Entering Unmasked Estep Score: -1357364.750000 Penalty: 4762.881836 Iteration 4Q: 3 clusters Score -1357365 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 8108 members Entering Unmasked Estep Score: -1357598.625000 Penalty: 4762.881836 Iteration 5Q: 3 clusters Score -1357599 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6515 members Mstep: Class 2 contains 8288 members Entering Unmasked Estep Score: -1357887.000000 Penalty: 4762.881836 Iteration 6Q: 3 clusters Score -1357887 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 8471 members Entering Unmasked Estep Score: -1358264.500000 Penalty: 4762.881836 Iteration 7Q: 3 clusters Score -1358264 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 8701 members Entering Unmasked Estep Score: -1358682.625000 Penalty: 4762.881836 Iteration 8Q: 3 clusters Score -1358683 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5905 members Mstep: Class 2 contains 8898 members Entering Unmasked Estep Score: -1359194.625000 Penalty: 4762.881836 Iteration 9Q: 3 clusters Score -1359195 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5726 members Mstep: Class 2 contains 9077 members Entering Unmasked Estep Score: -1359873.000000 Penalty: 4762.881836 Iteration 10F: 3 clusters Score -1359873 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 9200 members Entering Unmasked Estep Score: -1360817.625000 Penalty: 4762.881836 Iteration 11F: 3 clusters Score -1360818 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5589 members Mstep: Class 2 contains 9214 members Entering Unmasked Estep Score: -1362149.500000 Penalty: 4762.881836 Iteration 12F: 3 clusters Score -1362150 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5737 members Mstep: Class 2 contains 9066 members Entering Unmasked Estep Score: -1363600.500000 Penalty: 4762.881836 Iteration 13F: 3 clusters Score -1363600 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 8894 members Entering Unmasked Estep Score: -1364212.250000 Penalty: 4762.881836 Iteration 14Q: 3 clusters Score -1364212 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 8759 members Entering Unmasked Estep Score: -1364344.750000 Penalty: 4762.881836 Iteration 15Q: 3 clusters Score -1364345 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6115 members Mstep: Class 2 contains 8688 members Entering Unmasked Estep Score: -1364382.500000 Penalty: 4762.881836 Iteration 16Q: 3 clusters Score -1364382 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6157 members Mstep: Class 2 contains 8646 members Entering Unmasked Estep Score: -1364394.000000 Penalty: 4762.881836 Iteration 17Q: 3 clusters Score -1364394 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6191 members Mstep: Class 2 contains 8612 members Entering Unmasked Estep Score: -1364398.375000 Penalty: 4762.881836 Iteration 18Q: 3 clusters Score -1364398 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6205 members Mstep: Class 2 contains 8598 members Entering Unmasked Estep Score: -1364402.125000 Penalty: 4762.881836 Iteration 19Q: 3 clusters Score -1364402 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6218 members Mstep: Class 2 contains 8585 members Entering Unmasked Estep Score: -1364401.500000 Penalty: 4762.881836 Iteration 20F: 3 clusters Score -1364402 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6235 members Mstep: Class 2 contains 8568 members Entering Unmasked Estep Score: -1364406.125000 Penalty: 4762.881836 Iteration 21Q: 3 clusters Score -1364406 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6252 members Mstep: Class 2 contains 8551 members Entering Unmasked Estep Score: -1364406.875000 Penalty: 4762.881836 Iteration 22Q: 3 clusters Score -1364407 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 8540 members Entering Unmasked Estep Score: -1364409.875000 Penalty: 4762.881836 Iteration 23Q: 3 clusters Score -1364410 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6272 members Mstep: Class 2 contains 8531 members Entering Unmasked Estep Score: -1364412.250000 Penalty: 4762.881836 Iteration 24Q: 3 clusters Score -1364412 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6282 members Mstep: Class 2 contains 8521 members Entering Unmasked Estep Score: -1364410.000000 Penalty: 4762.881836 Iteration 25Q: 3 clusters Score -1364410 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 8515 members Entering Unmasked Estep Score: -1364410.500000 Penalty: 4762.881836 Iteration 26Q: 3 clusters Score -1364410 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6291 members Mstep: Class 2 contains 8512 members Entering Unmasked Estep Score: -1364411.250000 Penalty: 4762.881836 Iteration 27Q: 3 clusters Score -1364411 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6291 members Mstep: Class 2 contains 8512 members Entering Unmasked Estep Score: -1364411.250000 Penalty: 4762.881836 Iteration 28F: 3 clusters Score -1364411 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 31949 members Mstep: Class 2 contains 306890 members Mstep: Class 3 contains 7318 members Mstep: Class 4 contains 1398 members Mstep: Class 5 contains 9915 members Mstep: Class 6 contains 1287 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 5337 members Mstep: Class 9 contains 6291 members Mstep: Class 10 contains 67577 members Mstep: Class 11 contains 6817 members Mstep: Class 12 contains 12498 members Mstep: Class 13 contains 4758 members Mstep: Class 14 contains 1567 members Mstep: Class 15 contains 379 members Mstep: Class 16 contains 10228 members Mstep: Class 17 contains 8512 members Mstep: Class 18 contains 12100 members Mstep: Class 21 contains 272982 members Mstep: Class 22 contains 4013 members Entering Unmasked Estep Score: -68882240.000000 Penalty: 67260.070312 Splitting cluster 9 changes total score from -68882456.000000 to -68882240.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (67577 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67577 members Entering Unmasked Estep Score: -6087955.000000 Penalty: 2758.013672 Iteration 0F: 2 clusters Score -6087955 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33684 members Mstep: Class 2 contains 33893 members Entering Unmasked Estep Score: -6042805.500000 Penalty: 5516.027344 Iteration 0F: 3 clusters Score -6042806 nChanged 31552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33996 members Mstep: Class 2 contains 33581 members Entering Unmasked Estep Score: -6060659.500000 Penalty: 5516.027344 Iteration 1F: 3 clusters Score -6060660 nChanged 2941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34377 members Mstep: Class 2 contains 33200 members Entering Unmasked Estep Score: -6061654.000000 Penalty: 5516.027344 Iteration 2Q: 3 clusters Score -6061654 nChanged 3044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34977 members Mstep: Class 2 contains 32600 members Entering Unmasked Estep Score: -6062678.500000 Penalty: 5516.027344 Iteration 3Q: 3 clusters Score -6062678 nChanged 3062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35723 members Mstep: Class 2 contains 31854 members Entering Unmasked Estep Score: -6063863.500000 Penalty: 5516.027344 Iteration 4Q: 3 clusters Score -6063864 nChanged 3181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36670 members Mstep: Class 2 contains 30907 members Entering Unmasked Estep Score: -6065118.500000 Penalty: 5516.027344 Iteration 5Q: 3 clusters Score -6065118 nChanged 3292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37858 members Mstep: Class 2 contains 29719 members Entering Unmasked Estep Score: -6066409.500000 Penalty: 5516.027344 Iteration 6Q: 3 clusters Score -6066410 nChanged 3324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39368 members Mstep: Class 2 contains 28209 members Entering Unmasked Estep Score: -6067714.000000 Penalty: 5516.027344 Iteration 7Q: 3 clusters Score -6067714 nChanged 3158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41156 members Mstep: Class 2 contains 26421 members Entering Unmasked Estep Score: -6069028.000000 Penalty: 5516.027344 Iteration 8Q: 3 clusters Score -6069028 nChanged 3132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43314 members Mstep: Class 2 contains 24263 members Entering Unmasked Estep Score: -6070370.500000 Penalty: 5516.027344 Iteration 9Q: 3 clusters Score -6070370 nChanged 3000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45832 members Mstep: Class 2 contains 21745 members Entering Unmasked Estep Score: -6071744.000000 Penalty: 5516.027344 Iteration 10Q: 3 clusters Score -6071744 nChanged 3028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48610 members Mstep: Class 2 contains 18967 members Entering Unmasked Estep Score: -6073209.000000 Penalty: 5516.027344 Iteration 11Q: 3 clusters Score -6073209 nChanged 3106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51656 members Mstep: Class 2 contains 15921 members Entering Unmasked Estep Score: -6074886.500000 Penalty: 5516.027344 Iteration 12Q: 3 clusters Score -6074886 nChanged 3129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54777 members Mstep: Class 2 contains 12800 members Entering Unmasked Estep Score: -6076787.000000 Penalty: 5516.027344 Iteration 13Q: 3 clusters Score -6076787 nChanged 3169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57944 members Mstep: Class 2 contains 9633 members Entering Unmasked Estep Score: -6078977.000000 Penalty: 5516.027344 Iteration 14Q: 3 clusters Score -6078977 nChanged 2900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60844 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: -6081162.000000 Penalty: 5516.027344 Iteration 15Q: 3 clusters Score -6081162 nChanged 2351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63195 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -6082977.000000 Penalty: 5516.027344 Iteration 16Q: 3 clusters Score -6082977 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64799 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -6084241.500000 Penalty: 5516.027344 Iteration 17Q: 3 clusters Score -6084242 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65762 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -6084991.500000 Penalty: 5516.027344 Iteration 18Q: 3 clusters Score -6084992 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66257 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -6085391.000000 Penalty: 5516.027344 Iteration 19Q: 3 clusters Score -6085391 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66536 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -6085579.000000 Penalty: 5516.027344 Iteration 20F: 3 clusters Score -6085579 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66684 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -6085700.000000 Penalty: 5516.027344 Iteration 21Q: 3 clusters Score -6085700 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66769 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -6085762.000000 Penalty: 5516.027344 Iteration 22Q: 3 clusters Score -6085762 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66835 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -6085796.500000 Penalty: 5516.027344 Iteration 23Q: 3 clusters Score -6085796 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66871 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -6085833.000000 Penalty: 5516.027344 Iteration 24Q: 3 clusters Score -6085833 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66891 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -6085847.500000 Penalty: 5516.027344 Iteration 25Q: 3 clusters Score -6085848 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66906 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -6085861.000000 Penalty: 5516.027344 Iteration 26Q: 3 clusters Score -6085861 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66925 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -6085865.500000 Penalty: 5516.027344 Iteration 27Q: 3 clusters Score -6085866 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66938 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -6085890.500000 Penalty: 5516.027344 Iteration 28Q: 3 clusters Score -6085890 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66948 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -6085892.000000 Penalty: 5516.027344 Iteration 29Q: 3 clusters Score -6085892 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66952 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -6085901.000000 Penalty: 5516.027344 Iteration 30Q: 3 clusters Score -6085901 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66954 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -6085906.000000 Penalty: 5516.027344 Iteration 31Q: 3 clusters Score -6085906 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66957 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -6085901.000000 Penalty: 5516.027344 Iteration 32Q: 3 clusters Score -6085901 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66960 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -6085899.500000 Penalty: 5516.027344 Iteration 33Q: 3 clusters Score -6085900 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66960 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -6085899.500000 Penalty: 5516.027344 Iteration 34F: 3 clusters Score -6085900 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6817 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Entering Unmasked Estep Score: -627332.312500 Penalty: 2189.139404 Iteration 0F: 2 clusters Score -627332.3 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 3454 members Entering Unmasked Estep Score: -621698.250000 Penalty: 4378.278809 Iteration 0F: 3 clusters Score -621698.2 nChanged 2665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -623206.562500 Penalty: 4378.278809 Iteration 1F: 3 clusters Score -623206.6 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -623641.687500 Penalty: 4378.278809 Iteration 2F: 3 clusters Score -623641.7 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -624166.562500 Penalty: 4378.278809 Iteration 3F: 3 clusters Score -624166.6 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -624764.437500 Penalty: 4378.278809 Iteration 4F: 3 clusters Score -624764.4 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -625309.750000 Penalty: 4378.278809 Iteration 5F: 3 clusters Score -625309.8 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -625681.500000 Penalty: 4378.278809 Iteration 6F: 3 clusters Score -625681.5 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -625909.250000 Penalty: 4378.278809 Iteration 7Q: 3 clusters Score -625909.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -626043.625000 Penalty: 4378.278809 Iteration 8Q: 3 clusters Score -626043.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -626117.000000 Penalty: 4378.278809 Iteration 9Q: 3 clusters Score -626117 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 5386 members Entering Unmasked Estep Score: -626166.187500 Penalty: 4378.278809 Iteration 10Q: 3 clusters Score -626166.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -626208.625000 Penalty: 4378.278809 Iteration 11Q: 3 clusters Score -626208.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -626234.687500 Penalty: 4378.278809 Iteration 12Q: 3 clusters Score -626234.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -626261.500000 Penalty: 4378.278809 Iteration 13Q: 3 clusters Score -626261.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -626280.437500 Penalty: 4378.278809 Iteration 14Q: 3 clusters Score -626280.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -626295.125000 Penalty: 4378.278809 Iteration 15Q: 3 clusters Score -626295.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -626303.875000 Penalty: 4378.278809 Iteration 16Q: 3 clusters Score -626303.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -626307.250000 Penalty: 4378.278809 Iteration 17Q: 3 clusters Score -626307.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -626313.937500 Penalty: 4378.278809 Iteration 18Q: 3 clusters Score -626313.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -626322.812500 Penalty: 4378.278809 Iteration 19Q: 3 clusters Score -626322.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -626328.250000 Penalty: 4378.278809 Iteration 20F: 3 clusters Score -626328.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 5689 members Entering Unmasked Estep Score: -626330.625000 Penalty: 4378.278809 Iteration 21Q: 3 clusters Score -626330.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -626330.437500 Penalty: 4378.278809 Iteration 22Q: 3 clusters Score -626330.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 5698 members Entering Unmasked Estep Score: -626332.750000 Penalty: 4378.278809 Iteration 23Q: 3 clusters Score -626332.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -626333.062500 Penalty: 4378.278809 Iteration 24Q: 3 clusters Score -626333.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 5706 members Entering Unmasked Estep Score: -626334.937500 Penalty: 4378.278809 Iteration 25Q: 3 clusters Score -626334.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 5710 members Entering Unmasked Estep Score: -626337.312500 Penalty: 4378.278809 Iteration 26Q: 3 clusters Score -626337.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 5714 members Entering Unmasked Estep Score: -626339.437500 Penalty: 4378.278809 Iteration 27Q: 3 clusters Score -626339.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 5714 members Entering Unmasked Estep Score: -626339.437500 Penalty: 4378.278809 Iteration 28F: 3 clusters Score -626339.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12498 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12498 members Entering Unmasked Estep Score: -1157511.250000 Penalty: 2339.464355 Iteration 0F: 2 clusters Score -1157511 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6238 members Mstep: Class 2 contains 6260 members Entering Unmasked Estep Score: -1148183.875000 Penalty: 4678.928711 Iteration 0F: 3 clusters Score -1148184 nChanged 5302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6250 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -1150937.875000 Penalty: 4678.928711 Iteration 1F: 3 clusters Score -1150938 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6302 members Mstep: Class 2 contains 6196 members Entering Unmasked Estep Score: -1151261.625000 Penalty: 4678.928711 Iteration 2F: 3 clusters Score -1151262 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6364 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -1151491.625000 Penalty: 4678.928711 Iteration 3Q: 3 clusters Score -1151492 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -1151652.000000 Penalty: 4678.928711 Iteration 4Q: 3 clusters Score -1151652 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -1151784.500000 Penalty: 4678.928711 Iteration 5Q: 3 clusters Score -1151784 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -1151901.000000 Penalty: 4678.928711 Iteration 6Q: 3 clusters Score -1151901 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -1152005.625000 Penalty: 4678.928711 Iteration 7Q: 3 clusters Score -1152006 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6478 members Mstep: Class 2 contains 6020 members Entering Unmasked Estep Score: -1152108.750000 Penalty: 4678.928711 Iteration 8Q: 3 clusters Score -1152109 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -1152226.500000 Penalty: 4678.928711 Iteration 9Q: 3 clusters Score -1152226 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6551 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -1152369.625000 Penalty: 4678.928711 Iteration 10Q: 3 clusters Score -1152370 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -1152536.500000 Penalty: 4678.928711 Iteration 11Q: 3 clusters Score -1152536 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6613 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -1152710.125000 Penalty: 4678.928711 Iteration 12Q: 3 clusters Score -1152710 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -1152878.375000 Penalty: 4678.928711 Iteration 13Q: 3 clusters Score -1152878 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 5834 members Entering Unmasked Estep Score: -1153045.875000 Penalty: 4678.928711 Iteration 14Q: 3 clusters Score -1153046 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -1153219.000000 Penalty: 4678.928711 Iteration 15Q: 3 clusters Score -1153219 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 5799 members Entering Unmasked Estep Score: -1153375.000000 Penalty: 4678.928711 Iteration 16Q: 3 clusters Score -1153375 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -1153518.375000 Penalty: 4678.928711 Iteration 17Q: 3 clusters Score -1153518 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -1153659.375000 Penalty: 4678.928711 Iteration 18Q: 3 clusters Score -1153659 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 5862 members Entering Unmasked Estep Score: -1153785.625000 Penalty: 4678.928711 Iteration 19Q: 3 clusters Score -1153786 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -1153896.125000 Penalty: 4678.928711 Iteration 20F: 3 clusters Score -1153896 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6687 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -1153983.750000 Penalty: 4678.928711 Iteration 21Q: 3 clusters Score -1153984 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -1154048.625000 Penalty: 4678.928711 Iteration 22Q: 3 clusters Score -1154049 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -1154106.625000 Penalty: 4678.928711 Iteration 23Q: 3 clusters Score -1154107 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6873 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -1154147.250000 Penalty: 4678.928711 Iteration 24Q: 3 clusters Score -1154147 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6927 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -1154183.000000 Penalty: 4678.928711 Iteration 25Q: 3 clusters Score -1154183 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6979 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -1154207.625000 Penalty: 4678.928711 Iteration 26Q: 3 clusters Score -1154208 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -1154227.125000 Penalty: 4678.928711 Iteration 27Q: 3 clusters Score -1154227 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7054 members Mstep: Class 2 contains 5444 members Entering Unmasked Estep Score: -1154232.875000 Penalty: 4678.928711 Iteration 28Q: 3 clusters Score -1154233 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7085 members Mstep: Class 2 contains 5413 members Entering Unmasked Estep Score: -1154241.125000 Penalty: 4678.928711 Iteration 29Q: 3 clusters Score -1154241 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -1154248.000000 Penalty: 4678.928711 Iteration 30Q: 3 clusters Score -1154248 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7154 members Mstep: Class 2 contains 5344 members Entering Unmasked Estep Score: -1154258.500000 Penalty: 4678.928711 Iteration 31Q: 3 clusters Score -1154258 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7178 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -1154259.375000 Penalty: 4678.928711 Iteration 32Q: 3 clusters Score -1154259 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7201 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -1154261.000000 Penalty: 4678.928711 Iteration 33Q: 3 clusters Score -1154261 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7224 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -1154268.750000 Penalty: 4678.928711 Iteration 34Q: 3 clusters Score -1154269 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -1154269.625000 Penalty: 4678.928711 Iteration 35Q: 3 clusters Score -1154270 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7269 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -1154279.125000 Penalty: 4678.928711 Iteration 36Q: 3 clusters Score -1154279 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7299 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -1154289.000000 Penalty: 4678.928711 Iteration 37Q: 3 clusters Score -1154289 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7331 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -1154291.500000 Penalty: 4678.928711 Iteration 38Q: 3 clusters Score -1154292 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7355 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -1154293.250000 Penalty: 4678.928711 Iteration 39Q: 3 clusters Score -1154293 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7379 members Mstep: Class 2 contains 5119 members Entering Unmasked Estep Score: -1154297.625000 Penalty: 4678.928711 Iteration 40F: 3 clusters Score -1154298 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7398 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -1154294.125000 Penalty: 4678.928711 Iteration 41Q: 3 clusters Score -1154294 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7414 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -1154296.625000 Penalty: 4678.928711 Iteration 42Q: 3 clusters Score -1154297 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7434 members Mstep: Class 2 contains 5064 members Entering Unmasked Estep Score: -1154303.750000 Penalty: 4678.928711 Iteration 43Q: 3 clusters Score -1154304 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7446 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -1154302.375000 Penalty: 4678.928711 Iteration 44Q: 3 clusters Score -1154302 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7462 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -1154306.250000 Penalty: 4678.928711 Iteration 45Q: 3 clusters Score -1154306 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7475 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -1154310.625000 Penalty: 4678.928711 Iteration 46Q: 3 clusters Score -1154311 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members 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0 members Mstep: Class 1 contains 7516 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -1154314.625000 Penalty: 4678.928711 Iteration 51Q: 3 clusters Score -1154315 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7532 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -1154317.750000 Penalty: 4678.928711 Iteration 52Q: 3 clusters Score -1154318 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7547 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -1154321.750000 Penalty: 4678.928711 Iteration 53Q: 3 clusters Score -1154322 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7558 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -1154322.625000 Penalty: 4678.928711 Iteration 54Q: 3 clusters Score -1154323 nChanged 9 Entering Unmasked Mstep Mstep: Class 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Iteration 129Q: 3 clusters Score -1155164 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10886 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -1155166.250000 Penalty: 4678.928711 Iteration 130Q: 3 clusters Score -1155166 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10899 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -1155170.000000 Penalty: 4678.928711 Iteration 131Q: 3 clusters Score -1155170 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10914 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -1155178.250000 Penalty: 4678.928711 Iteration 132Q: 3 clusters Score -1155178 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10928 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -1155184.375000 Penalty: 4678.928711 Iteration 133Q: 3 clusters Score -1155184 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10947 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -1155187.250000 Penalty: 4678.928711 Iteration 134Q: 3 clusters Score -1155187 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10964 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -1155194.250000 Penalty: 4678.928711 Iteration 135Q: 3 clusters Score -1155194 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10975 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -1155197.250000 Penalty: 4678.928711 Iteration 136Q: 3 clusters Score -1155197 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10993 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -1155205.750000 Penalty: 4678.928711 Iteration 137Q: 3 clusters Score -1155206 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11014 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -1155214.000000 Penalty: 4678.928711 Iteration 138Q: 3 clusters Score -1155214 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11030 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -1155222.625000 Penalty: 4678.928711 Iteration 139Q: 3 clusters Score -1155223 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11048 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -1155234.125000 Penalty: 4678.928711 Iteration 140F: 3 clusters Score -1155234 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11070 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -1155238.375000 Penalty: 4678.928711 Iteration 141Q: 3 clusters Score -1155238 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11088 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -1155244.000000 Penalty: 4678.928711 Iteration 142Q: 3 clusters Score -1155244 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11101 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -1155248.500000 Penalty: 4678.928711 Iteration 143Q: 3 clusters Score -1155248 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11115 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -1155257.500000 Penalty: 4678.928711 Iteration 144Q: 3 clusters Score -1155258 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11136 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -1155267.250000 Penalty: 4678.928711 Iteration 145Q: 3 clusters Score -1155267 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11159 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -1155271.625000 Penalty: 4678.928711 Iteration 146Q: 3 clusters Score -1155272 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11169 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -1155275.000000 Penalty: 4678.928711 Iteration 147Q: 3 clusters Score -1155275 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11190 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -1155286.375000 Penalty: 4678.928711 Iteration 148Q: 3 clusters Score -1155286 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11207 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -1155293.875000 Penalty: 4678.928711 Iteration 149Q: 3 clusters Score -1155294 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11226 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -1155298.125000 Penalty: 4678.928711 Iteration 150Q: 3 clusters Score -1155298 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11252 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -1155311.250000 Penalty: 4678.928711 Iteration 151Q: 3 clusters Score -1155311 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11276 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -1155323.000000 Penalty: 4678.928711 Iteration 152Q: 3 clusters Score -1155323 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11307 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -1155335.500000 Penalty: 4678.928711 Iteration 153Q: 3 clusters Score -1155336 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11330 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -1155348.125000 Penalty: 4678.928711 Iteration 154Q: 3 clusters Score -1155348 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11345 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -1155356.125000 Penalty: 4678.928711 Iteration 155Q: 3 clusters Score -1155356 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11358 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -1155361.125000 Penalty: 4678.928711 Iteration 156Q: 3 clusters Score -1155361 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11370 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -1155366.500000 Penalty: 4678.928711 Iteration 157Q: 3 clusters Score -1155366 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11380 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -1155370.625000 Penalty: 4678.928711 Iteration 158Q: 3 clusters Score -1155371 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11389 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -1155373.625000 Penalty: 4678.928711 Iteration 159Q: 3 clusters Score -1155374 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11398 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -1155378.875000 Penalty: 4678.928711 Iteration 160F: 3 clusters Score -1155379 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11407 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -1155383.500000 Penalty: 4678.928711 Iteration 161Q: 3 clusters Score -1155384 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -1155383.500000 Penalty: 4678.928711 Iteration 162Q: 3 clusters Score -1155384 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11418 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -1155384.125000 Penalty: 4678.928711 Iteration 163Q: 3 clusters Score -1155384 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11424 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -1155386.875000 Penalty: 4678.928711 Iteration 164Q: 3 clusters Score -1155387 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11426 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -1155388.000000 Penalty: 4678.928711 Iteration 165Q: 3 clusters Score -1155388 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11428 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -1155386.625000 Penalty: 4678.928711 Iteration 166Q: 3 clusters Score -1155387 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11431 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -1155387.625000 Penalty: 4678.928711 Iteration 167Q: 3 clusters Score -1155388 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11432 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -1155388.875000 Penalty: 4678.928711 Iteration 168Q: 3 clusters Score -1155389 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11435 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -1155390.250000 Penalty: 4678.928711 Iteration 169Q: 3 clusters Score -1155390 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11438 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -1155392.125000 Penalty: 4678.928711 Iteration 170Q: 3 clusters Score -1155392 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11441 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -1155393.500000 Penalty: 4678.928711 Iteration 171Q: 3 clusters Score -1155394 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11447 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -1155397.625000 Penalty: 4678.928711 Iteration 172Q: 3 clusters Score -1155398 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11453 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -1155400.750000 Penalty: 4678.928711 Iteration 173Q: 3 clusters Score -1155401 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11458 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -1155405.125000 Penalty: 4678.928711 Iteration 174Q: 3 clusters Score -1155405 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11460 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -1155405.750000 Penalty: 4678.928711 Iteration 175Q: 3 clusters Score -1155406 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11462 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -1155405.000000 Penalty: 4678.928711 Iteration 176Q: 3 clusters Score -1155405 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11465 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -1155405.250000 Penalty: 4678.928711 Iteration 177Q: 3 clusters Score -1155405 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11465 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -1155406.375000 Penalty: 4678.928711 Iteration 178Q: 3 clusters Score -1155406 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11466 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -1155407.875000 Penalty: 4678.928711 Iteration 179Q: 3 clusters Score -1155408 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11468 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -1155409.000000 Penalty: 4678.928711 Iteration 180F: 3 clusters Score -1155409 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11468 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -1155409.375000 Penalty: 4678.928711 Iteration 181Q: 3 clusters Score -1155409 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11468 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -1155409.375000 Penalty: 4678.928711 Iteration 182F: 3 clusters Score -1155409 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4758 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Entering Unmasked Estep Score: -403997.750000 Penalty: 2099.960449 Iteration 0F: 2 clusters Score -403997.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -399599.875000 Penalty: 4199.920898 Iteration 0F: 3 clusters Score -399599.9 nChanged 1794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -400674.156250 Penalty: 4199.920898 Iteration 1F: 3 clusters Score -400674.2 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -401049.000000 Penalty: 4199.920898 Iteration 2F: 3 clusters Score -401049 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -401319.593750 Penalty: 4199.920898 Iteration 3F: 3 clusters Score -401319.6 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -401503.937500 Penalty: 4199.920898 Iteration 4F: 3 clusters Score -401503.9 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -401670.125000 Penalty: 4199.920898 Iteration 5Q: 3 clusters Score -401670.1 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -401838.687500 Penalty: 4199.920898 Iteration 6Q: 3 clusters Score -401838.7 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -402013.437500 Penalty: 4199.920898 Iteration 7Q: 3 clusters Score -402013.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -402198.781250 Penalty: 4199.920898 Iteration 8Q: 3 clusters Score -402198.8 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -402359.875000 Penalty: 4199.920898 Iteration 9Q: 3 clusters Score -402359.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -402542.468750 Penalty: 4199.920898 Iteration 10Q: 3 clusters Score -402542.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -402680.625000 Penalty: 4199.920898 Iteration 11Q: 3 clusters Score -402680.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -402794.000000 Penalty: 4199.920898 Iteration 12Q: 3 clusters Score -402794 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -402879.875000 Penalty: 4199.920898 Iteration 13Q: 3 clusters Score -402879.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -402934.375000 Penalty: 4199.920898 Iteration 14Q: 3 clusters Score -402934.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -402975.406250 Penalty: 4199.920898 Iteration 15Q: 3 clusters Score -402975.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -403004.656250 Penalty: 4199.920898 Iteration 16Q: 3 clusters Score -403004.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -403028.156250 Penalty: 4199.920898 Iteration 17Q: 3 clusters Score -403028.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -403045.656250 Penalty: 4199.920898 Iteration 18Q: 3 clusters Score -403045.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -403059.843750 Penalty: 4199.920898 Iteration 19Q: 3 clusters Score -403059.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -403069.593750 Penalty: 4199.920898 Iteration 20F: 3 clusters Score -403069.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -403082.750000 Penalty: 4199.920898 Iteration 21Q: 3 clusters Score -403082.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -403092.656250 Penalty: 4199.920898 Iteration 22Q: 3 clusters Score -403092.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -403095.468750 Penalty: 4199.920898 Iteration 23Q: 3 clusters Score -403095.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -403097.937500 Penalty: 4199.920898 Iteration 24Q: 3 clusters Score -403097.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -403097.937500 Penalty: 4199.920898 Iteration 25Q: 3 clusters Score -403097.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -403097.937500 Penalty: 4199.920898 Iteration 26F: 3 clusters Score -403097.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1567 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Entering Unmasked Estep Score: -133065.218750 Penalty: 1824.515747 Iteration 0F: 2 clusters Score -133065.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -130733.617188 Penalty: 3649.031494 Iteration 0F: 3 clusters Score -130733.6 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -131079.515625 Penalty: 3649.031494 Iteration 1F: 3 clusters Score -131079.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -131166.546875 Penalty: 3649.031494 Iteration 2F: 3 clusters Score -131166.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -131234.468750 Penalty: 3649.031494 Iteration 3Q: 3 clusters Score -131234.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -131274.687500 Penalty: 3649.031494 Iteration 4Q: 3 clusters Score -131274.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -131305.015625 Penalty: 3649.031494 Iteration 5Q: 3 clusters Score -131305 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -131325.875000 Penalty: 3649.031494 Iteration 6Q: 3 clusters Score -131325.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -131343.046875 Penalty: 3649.031494 Iteration 7Q: 3 clusters Score -131343 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -131351.562500 Penalty: 3649.031494 Iteration 8Q: 3 clusters Score -131351.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -131361.796875 Penalty: 3649.031494 Iteration 9Q: 3 clusters Score -131361.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -131378.656250 Penalty: 3649.031494 Iteration 10Q: 3 clusters Score -131378.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -131385.562500 Penalty: 3649.031494 Iteration 11Q: 3 clusters Score -131385.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -131392.125000 Penalty: 3649.031494 Iteration 12Q: 3 clusters Score -131392.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -131397.906250 Penalty: 3649.031494 Iteration 13Q: 3 clusters Score -131397.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -131406.687500 Penalty: 3649.031494 Iteration 14Q: 3 clusters Score -131406.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -131417.359375 Penalty: 3649.031494 Iteration 15Q: 3 clusters Score -131417.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -131422.765625 Penalty: 3649.031494 Iteration 16Q: 3 clusters Score -131422.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -131424.203125 Penalty: 3649.031494 Iteration 17Q: 3 clusters Score -131424.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -131424.437500 Penalty: 3649.031494 Iteration 18Q: 3 clusters Score -131424.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -131425.078125 Penalty: 3649.031494 Iteration 19Q: 3 clusters Score -131425.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -131425.921875 Penalty: 3649.031494 Iteration 20F: 3 clusters Score -131425.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -131426.484375 Penalty: 3649.031494 Iteration 21Q: 3 clusters Score -131426.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -131427.375000 Penalty: 3649.031494 Iteration 22Q: 3 clusters Score -131427.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -131428.500000 Penalty: 3649.031494 Iteration 23Q: 3 clusters Score -131428.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -131429.984375 Penalty: 3649.031494 Iteration 24Q: 3 clusters Score -131430 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -131431.531250 Penalty: 3649.031494 Iteration 25Q: 3 clusters Score -131431.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -131433.687500 Penalty: 3649.031494 Iteration 26Q: 3 clusters Score -131433.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -131433.890625 Penalty: 3649.031494 Iteration 27Q: 3 clusters Score -131433.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -131433.890625 Penalty: 3649.031494 Iteration 28F: 3 clusters Score -131433.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (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: -23637.947266 Penalty: 1472.509033 Iteration 0F: 2 clusters Score -23637.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -22336.333984 Penalty: 2945.018066 Iteration 0F: 3 clusters Score -22336.33 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -22565.548828 Penalty: 2945.018066 Iteration 1F: 3 clusters Score -22565.55 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -22668.707031 Penalty: 2945.018066 Iteration 2F: 3 clusters Score -22668.71 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -22804.507812 Penalty: 2945.018066 Iteration 3F: 3 clusters Score -22804.51 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -22950.044922 Penalty: 2945.018066 Iteration 4F: 3 clusters Score -22950.04 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -23047.353516 Penalty: 2945.018066 Iteration 5F: 3 clusters Score -23047.35 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -23155.173828 Penalty: 2945.018066 Iteration 6Q: 3 clusters Score -23155.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -23209.449219 Penalty: 2945.018066 Iteration 7Q: 3 clusters Score -23209.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -23301.677734 Penalty: 2945.018066 Iteration 8Q: 3 clusters Score -23301.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -23366.082031 Penalty: 2945.018066 Iteration 9Q: 3 clusters Score -23366.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -23379.560547 Penalty: 2945.018066 Iteration 10Q: 3 clusters Score -23379.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -23383.160156 Penalty: 2945.018066 Iteration 11F: 3 clusters Score -23383.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -23441.656250 Penalty: 2945.018066 Iteration 12Q: 3 clusters Score -23441.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -23449.671875 Penalty: 2945.018066 Iteration 13Q: 3 clusters Score -23449.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -23460.167969 Penalty: 2945.018066 Iteration 14Q: 3 clusters Score -23460.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -23475.861328 Penalty: 2945.018066 Iteration 15Q: 3 clusters Score -23475.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -23475.861328 Penalty: 2945.018066 Iteration 16F: 3 clusters Score -23475.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (10228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10228 members Entering Unmasked Estep Score: -947535.375000 Penalty: 2289.755371 Iteration 0F: 2 clusters Score -947535.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -939649.437500 Penalty: 4579.510742 Iteration 0F: 3 clusters Score -939649.4 nChanged 4320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -941888.187500 Penalty: 4579.510742 Iteration 1F: 3 clusters Score -941888.2 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -942220.562500 Penalty: 4579.510742 Iteration 2F: 3 clusters Score -942220.6 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -942559.500000 Penalty: 4579.510742 Iteration 3F: 3 clusters Score -942559.5 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -943057.187500 Penalty: 4579.510742 Iteration 4F: 3 clusters Score -943057.2 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -943657.187500 Penalty: 4579.510742 Iteration 5F: 3 clusters Score -943657.2 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6847 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -944297.812500 Penalty: 4579.510742 Iteration 6F: 3 clusters Score -944297.8 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7349 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -944896.375000 Penalty: 4579.510742 Iteration 7F: 3 clusters Score -944896.4 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7860 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -945403.687500 Penalty: 4579.510742 Iteration 8F: 3 clusters Score -945403.7 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8287 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -945769.187500 Penalty: 4579.510742 Iteration 9Q: 3 clusters Score -945769.2 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8615 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -946034.250000 Penalty: 4579.510742 Iteration 10Q: 3 clusters Score -946034.2 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8859 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -946216.125000 Penalty: 4579.510742 Iteration 11Q: 3 clusters Score -946216.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9009 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -946316.437500 Penalty: 4579.510742 Iteration 12Q: 3 clusters Score -946316.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9120 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -946382.500000 Penalty: 4579.510742 Iteration 13Q: 3 clusters Score -946382.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9199 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -946434.625000 Penalty: 4579.510742 Iteration 14Q: 3 clusters Score -946434.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9264 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -946471.625000 Penalty: 4579.510742 Iteration 15Q: 3 clusters Score -946471.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9303 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -946491.687500 Penalty: 4579.510742 Iteration 16Q: 3 clusters Score -946491.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9324 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -946503.812500 Penalty: 4579.510742 Iteration 17Q: 3 clusters Score -946503.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9343 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -946510.375000 Penalty: 4579.510742 Iteration 18Q: 3 clusters Score -946510.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9360 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -946517.875000 Penalty: 4579.510742 Iteration 19Q: 3 clusters Score -946517.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9370 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -946522.062500 Penalty: 4579.510742 Iteration 20F: 3 clusters Score -946522.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9382 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -946528.812500 Penalty: 4579.510742 Iteration 21Q: 3 clusters Score -946528.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9391 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -946530.312500 Penalty: 4579.510742 Iteration 22Q: 3 clusters Score -946530.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9396 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -946530.250000 Penalty: 4579.510742 Iteration 23Q: 3 clusters Score -946530.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9404 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -946532.437500 Penalty: 4579.510742 Iteration 24Q: 3 clusters Score -946532.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9409 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -946537.187500 Penalty: 4579.510742 Iteration 25Q: 3 clusters Score -946537.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9412 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -946539.500000 Penalty: 4579.510742 Iteration 26Q: 3 clusters Score -946539.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9413 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -946541.312500 Penalty: 4579.510742 Iteration 27Q: 3 clusters Score -946541.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9414 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -946540.062500 Penalty: 4579.510742 Iteration 28Q: 3 clusters Score -946540.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9414 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -946540.062500 Penalty: 4579.510742 Iteration 29F: 3 clusters Score -946540.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12100 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12100 members Entering Unmasked Estep Score: -1111749.000000 Penalty: 2331.438232 Iteration 0F: 2 clusters Score -1111749 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6168 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -1102705.000000 Penalty: 4662.876465 Iteration 0F: 3 clusters Score -1102705 nChanged 5115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 5641 members Entering Unmasked Estep Score: -1105405.750000 Penalty: 4662.876465 Iteration 1F: 3 clusters Score -1105406 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6717 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -1105764.000000 Penalty: 4662.876465 Iteration 2F: 3 clusters Score -1105764 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7025 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -1106028.750000 Penalty: 4662.876465 Iteration 3F: 3 clusters Score -1106029 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7394 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -1106280.000000 Penalty: 4662.876465 Iteration 4Q: 3 clusters Score -1106280 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7813 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -1106548.250000 Penalty: 4662.876465 Iteration 5Q: 3 clusters Score -1106548 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8281 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1106868.125000 Penalty: 4662.876465 Iteration 6Q: 3 clusters Score -1106868 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8804 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -1107271.625000 Penalty: 4662.876465 Iteration 7Q: 3 clusters Score -1107272 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9436 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -1107776.750000 Penalty: 4662.876465 Iteration 8F: 3 clusters Score -1107777 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10057 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -1108292.250000 Penalty: 4662.876465 Iteration 9F: 3 clusters Score -1108292 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10573 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -1108724.000000 Penalty: 4662.876465 Iteration 10Q: 3 clusters Score -1108724 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10982 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -1109073.125000 Penalty: 4662.876465 Iteration 11Q: 3 clusters Score -1109073 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11277 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -1109346.250000 Penalty: 4662.876465 Iteration 12Q: 3 clusters Score -1109346 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11465 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -1109507.375000 Penalty: 4662.876465 Iteration 13Q: 3 clusters Score -1109507 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11570 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -1109610.250000 Penalty: 4662.876465 Iteration 14Q: 3 clusters Score -1109610 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11629 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -1109658.125000 Penalty: 4662.876465 Iteration 15Q: 3 clusters Score -1109658 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11669 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -1109696.750000 Penalty: 4662.876465 Iteration 16Q: 3 clusters Score -1109697 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11695 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -1109724.375000 Penalty: 4662.876465 Iteration 17Q: 3 clusters Score -1109724 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11714 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -1109738.375000 Penalty: 4662.876465 Iteration 18Q: 3 clusters Score -1109738 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11721 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -1109742.625000 Penalty: 4662.876465 Iteration 19Q: 3 clusters Score -1109743 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11728 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -1109749.750000 Penalty: 4662.876465 Iteration 20F: 3 clusters Score -1109750 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11736 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -1109760.000000 Penalty: 4662.876465 Iteration 21Q: 3 clusters Score -1109760 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11740 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -1109768.125000 Penalty: 4662.876465 Iteration 22Q: 3 clusters Score -1109768 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11746 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -1109774.000000 Penalty: 4662.876465 Iteration 23Q: 3 clusters Score -1109774 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11749 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -1109776.750000 Penalty: 4662.876465 Iteration 24Q: 3 clusters Score -1109777 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11751 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -1109778.000000 Penalty: 4662.876465 Iteration 25Q: 3 clusters Score -1109778 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11754 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -1109780.500000 Penalty: 4662.876465 Iteration 26Q: 3 clusters Score -1109780 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11758 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -1109788.750000 Penalty: 4662.876465 Iteration 27Q: 3 clusters Score -1109789 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11763 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -1109796.000000 Penalty: 4662.876465 Iteration 28Q: 3 clusters Score -1109796 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11768 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -1109798.375000 Penalty: 4662.876465 Iteration 29Q: 3 clusters Score -1109798 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11772 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -1109802.125000 Penalty: 4662.876465 Iteration 30Q: 3 clusters Score -1109802 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11773 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -1109805.875000 Penalty: 4662.876465 Iteration 31Q: 3 clusters Score -1109806 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11773 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -1109805.875000 Penalty: 4662.876465 Iteration 32F: 3 clusters Score -1109806 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (272982 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272982 members Entering Unmasked Estep Score: -24736892.000000 Penalty: 3104.256104 Iteration 0F: 2 clusters Score -2.473689e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136070 members Mstep: Class 2 contains 136912 members Entering Unmasked Estep Score: -24553512.000000 Penalty: 6208.512207 Iteration 0F: 3 clusters Score -2.455351e+07 nChanged 132203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127197 members Mstep: Class 2 contains 145785 members Entering Unmasked Estep Score: -24631624.000000 Penalty: 6208.512207 Iteration 1F: 3 clusters Score -2.463162e+07 nChanged 7895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121772 members Mstep: Class 2 contains 151210 members Entering Unmasked Estep Score: -24633522.000000 Penalty: 6208.512207 Iteration 2Q: 3 clusters Score -2.463352e+07 nChanged 9651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113349 members Mstep: Class 2 contains 159633 members Entering Unmasked Estep Score: -24636836.000000 Penalty: 6208.512207 Iteration 3Q: 3 clusters Score -2.463684e+07 nChanged 13447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100336 members Mstep: Class 2 contains 172646 members Entering Unmasked Estep Score: -24643266.000000 Penalty: 6208.512207 Iteration 4Q: 3 clusters Score -2.464327e+07 nChanged 19291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81133 members Mstep: Class 2 contains 191849 members Entering Unmasked Estep Score: -24656256.000000 Penalty: 6208.512207 Iteration 5F: 3 clusters Score -2.465626e+07 nChanged 25397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55760 members Mstep: Class 2 contains 217222 members Entering Unmasked Estep Score: -24678060.000000 Penalty: 6208.512207 Iteration 6F: 3 clusters Score -2.467806e+07 nChanged 26536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29224 members Mstep: Class 2 contains 243758 members Entering Unmasked Estep Score: -24704908.000000 Penalty: 6208.512207 Iteration 7F: 3 clusters Score -2.470491e+07 nChanged 18638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10586 members Mstep: Class 2 contains 262396 members Entering Unmasked Estep Score: -24724130.000000 Penalty: 6208.512207 Iteration 8F: 3 clusters Score -2.472413e+07 nChanged 7687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 270083 members Entering Unmasked Estep Score: -24731602.000000 Penalty: 6208.512207 Iteration 9Q: 3 clusters Score -2.47316e+07 nChanged 2028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 272111 members Entering Unmasked Estep Score: -24733480.000000 Penalty: 6208.512207 Iteration 10Q: 3 clusters Score -2.473348e+07 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 272556 members Entering Unmasked Estep Score: -24733912.000000 Penalty: 6208.512207 Iteration 11Q: 3 clusters Score -2.473391e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 272635 members Entering Unmasked Estep Score: -24734046.000000 Penalty: 6208.512207 Iteration 12Q: 3 clusters Score -2.473405e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 272657 members Entering Unmasked Estep Score: -24734126.000000 Penalty: 6208.512207 Iteration 13Q: 3 clusters Score -2.473413e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 272656 members Entering Unmasked Estep Score: -24734172.000000 Penalty: 6208.512207 Iteration 14Q: 3 clusters Score -2.473417e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 272663 members Entering Unmasked Estep Score: -24734226.000000 Penalty: 6208.512207 Iteration 15Q: 3 clusters Score -2.473423e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 272664 members Entering Unmasked Estep Score: -24734256.000000 Penalty: 6208.512207 Iteration 16Q: 3 clusters Score -2.473426e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 272662 members Entering Unmasked Estep Score: -24734280.000000 Penalty: 6208.512207 Iteration 17Q: 3 clusters Score -2.473428e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 272668 members Entering Unmasked Estep Score: -24734324.000000 Penalty: 6208.512207 Iteration 18Q: 3 clusters Score -2.473432e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 272667 members Entering Unmasked Estep Score: -24734314.000000 Penalty: 6208.512207 Iteration 19Q: 3 clusters Score -2.473431e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 272667 members Entering Unmasked Estep Score: -24734328.000000 Penalty: 6208.512207 Iteration 20F: 3 clusters Score -2.473433e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 272666 members Entering Unmasked Estep Score: -24734324.000000 Penalty: 6208.512207 Iteration 21Q: 3 clusters Score -2.473432e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 272666 members Entering Unmasked Estep Score: -24734324.000000 Penalty: 6208.512207 Iteration 22F: 3 clusters Score -2.473432e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (4013 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Entering Unmasked Estep Score: -335880.812500 Penalty: 2057.729004 Iteration 0F: 2 clusters Score -335880.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -332004.750000 Penalty: 4115.458008 Iteration 0F: 3 clusters Score -332004.8 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -332922.250000 Penalty: 4115.458008 Iteration 1F: 3 clusters Score -332922.2 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -333199.187500 Penalty: 4115.458008 Iteration 2F: 3 clusters Score -333199.2 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -333457.781250 Penalty: 4115.458008 Iteration 3F: 3 clusters Score -333457.8 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -333668.250000 Penalty: 4115.458008 Iteration 4F: 3 clusters Score -333668.2 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -333851.343750 Penalty: 4115.458008 Iteration 5Q: 3 clusters Score -333851.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -334001.875000 Penalty: 4115.458008 Iteration 6Q: 3 clusters Score -334001.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -334124.156250 Penalty: 4115.458008 Iteration 7Q: 3 clusters Score -334124.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -334237.281250 Penalty: 4115.458008 Iteration 8Q: 3 clusters Score -334237.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -334367.843750 Penalty: 4115.458008 Iteration 9Q: 3 clusters Score -334367.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -334464.500000 Penalty: 4115.458008 Iteration 10Q: 3 clusters Score -334464.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -334543.343750 Penalty: 4115.458008 Iteration 11Q: 3 clusters Score -334543.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -334608.500000 Penalty: 4115.458008 Iteration 12Q: 3 clusters Score -334608.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -334664.875000 Penalty: 4115.458008 Iteration 13Q: 3 clusters Score -334664.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -334717.437500 Penalty: 4115.458008 Iteration 14Q: 3 clusters Score -334717.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -334780.000000 Penalty: 4115.458008 Iteration 15Q: 3 clusters Score -334780 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -334857.312500 Penalty: 4115.458008 Iteration 16Q: 3 clusters Score -334857.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -334974.125000 Penalty: 4115.458008 Iteration 17Q: 3 clusters Score -334974.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -335154.343750 Penalty: 4115.458008 Iteration 18Q: 3 clusters Score -335154.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -335286.125000 Penalty: 4115.458008 Iteration 19Q: 3 clusters Score -335286.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -335326.625000 Penalty: 4115.458008 Iteration 20F: 3 clusters Score -335326.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -335341.031250 Penalty: 4115.458008 Iteration 21Q: 3 clusters Score -335341 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -335347.781250 Penalty: 4115.458008 Iteration 22Q: 3 clusters Score -335347.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -335349.875000 Penalty: 4115.458008 Iteration 23Q: 3 clusters Score -335349.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -335349.875000 Penalty: 4115.458008 Iteration 24F: 3 clusters Score -335349.9 nChanged 0 --- Evaluating fit on full set of 2324722 points --- Entering Unmasked Estep Score: -207458832.000000 Penalty: 69073.734375 24->20 Clusters: Score -207458832.000000, best is -207497792.000000 Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 774907 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32141 members Mstep: Class 2 contains 32329 members Mstep: Class 3 contains 32261 members Mstep: Class 4 contains 32079 members Mstep: Class 5 contains 32357 members Mstep: Class 6 contains 32414 members Mstep: Class 7 contains 32273 members Mstep: Class 8 contains 32249 members Mstep: Class 9 contains 32188 members Mstep: Class 10 contains 32098 members Mstep: Class 11 contains 32381 members Mstep: Class 12 contains 32538 members Mstep: Class 13 contains 32319 members Mstep: Class 14 contains 32511 members Mstep: Class 15 contains 32035 members Mstep: Class 16 contains 32685 members Mstep: Class 17 contains 32142 members Mstep: Class 18 contains 32495 members Mstep: Class 19 contains 32286 members Mstep: Class 20 contains 32277 members Mstep: Class 21 contains 32042 members Mstep: Class 22 contains 32438 members Mstep: Class 23 contains 32400 members Mstep: Class 24 contains 31969 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 401.307861 but Gain 3363.007812 Score: -65499844.000000 Penalty: 77349.078125 Iteration 0F: 24 clusters Score -6.549984e+07 nChanged 739186 Entering Unmasked Mstep Mstep: Class 0 contains 2208 members Mstep: Class 1 contains 23939 members Mstep: Class 2 contains 44083 members Mstep: Class 3 contains 17961 members Mstep: Class 4 contains 13698 members Mstep: Class 5 contains 39168 members Mstep: Class 6 contains 54806 members Mstep: Class 7 contains 12642 members Mstep: Class 8 contains 14123 members Mstep: Class 9 contains 20344 members Mstep: Class 10 contains 9520 members Mstep: Class 11 contains 87380 members Mstep: Class 12 contains 29370 members Mstep: Class 13 contains 53654 members Mstep: Class 14 contains 15331 members Mstep: Class 16 contains 16494 members Mstep: Class 17 contains 14650 members Mstep: Class 18 contains 54015 members Mstep: Class 19 contains 61587 members Mstep: Class 20 contains 60062 members Mstep: Class 21 contains 29649 members Mstep: Class 22 contains 33124 members Mstep: Class 23 contains 53035 members Mstep: Class 24 contains 14064 members Entering Unmasked Estep ConsiderDeletion Score: -67464008.000000 Penalty: 77349.078125 Iteration 1F: 24 clusters Score -6.746401e+07 nChanged 276239 Entering Unmasked Mstep Mstep: Class 0 contains 1604 members Mstep: Class 1 contains 25662 members Mstep: Class 2 contains 41505 members Mstep: Class 3 contains 10394 members Mstep: Class 4 contains 10135 members Mstep: Class 5 contains 41997 members Mstep: Class 6 contains 59556 members Mstep: Class 7 contains 12332 members Mstep: Class 8 contains 8892 members Mstep: Class 9 contains 13898 members Mstep: Class 10 contains 8771 members Mstep: Class 11 contains 117591 members Mstep: Class 12 contains 28593 members Mstep: Class 13 contains 47566 members Mstep: Class 14 contains 9143 members Mstep: Class 16 contains 9536 members Mstep: Class 17 contains 12648 members Mstep: Class 18 contains 59702 members Mstep: Class 19 contains 63111 members Mstep: Class 20 contains 74900 members Mstep: Class 21 contains 30421 members Mstep: Class 22 contains 30672 members Mstep: Class 23 contains 46941 members Mstep: Class 24 contains 9337 members Entering Unmasked Estep ConsiderDeletion Score: -67986056.000000 Penalty: 77349.078125 Iteration 2F: 24 clusters Score -6.798606e+07 nChanged 192590 Entering Unmasked Mstep Mstep: Class 0 contains 242 members Mstep: Class 1 contains 26579 members Mstep: Class 2 contains 38988 members Mstep: Class 3 contains 6143 members Mstep: Class 4 contains 7788 members Mstep: Class 5 contains 40025 members Mstep: Class 6 contains 74914 members Mstep: Class 7 contains 14648 members Mstep: Class 8 contains 5342 members Mstep: Class 9 contains 10514 members Mstep: Class 10 contains 8541 members Mstep: Class 11 contains 140151 members Mstep: Class 12 contains 25184 members Mstep: Class 13 contains 41166 members Mstep: Class 14 contains 5496 members Mstep: Class 16 contains 5959 members Mstep: Class 17 contains 10610 members Mstep: Class 18 contains 58176 members Mstep: Class 19 contains 64793 members Mstep: Class 20 contains 81566 members Mstep: Class 21 contains 35424 members Mstep: Class 22 contains 25798 members Mstep: Class 23 contains 41481 members Mstep: Class 24 contains 5379 members Entering Unmasked Estep ConsiderDeletion Score: -68239376.000000 Penalty: 77349.078125 Iteration 3F: 24 clusters Score -6.823938e+07 nChanged 143272 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 26598 members Mstep: Class 2 contains 36330 members Mstep: Class 3 contains 3892 members Mstep: Class 4 contains 5424 members Mstep: Class 5 contains 34320 members Mstep: Class 6 contains 97235 members Mstep: Class 7 contains 14953 members Mstep: Class 8 contains 3645 members Mstep: Class 9 contains 8298 members Mstep: Class 10 contains 6805 members Mstep: Class 11 contains 159735 members Mstep: Class 12 contains 20930 members Mstep: Class 13 contains 36246 members Mstep: Class 14 contains 3585 members Mstep: Class 16 contains 2732 members Mstep: Class 17 contains 9115 members Mstep: Class 18 contains 51026 members Mstep: Class 19 contains 63989 members Mstep: Class 20 contains 88015 members Mstep: Class 21 contains 39168 members Mstep: Class 22 contains 19895 members Mstep: Class 23 contains 39449 members Mstep: Class 24 contains 3364 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 2883.754639 but Gain 3363.000000 Score: -68372256.000000 Penalty: 73986.078125 Iteration 4F: 23 clusters Score -6.837226e+07 nChanged 118234 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 25878 members Mstep: Class 2 contains 33266 members Mstep: Class 4 contains 3316 members Mstep: Class 5 contains 27134 members Mstep: Class 6 contains 118414 members Mstep: Class 7 contains 14597 members Mstep: Class 8 contains 3054 members Mstep: Class 9 contains 7196 members Mstep: Class 10 contains 4946 members Mstep: Class 11 contains 178031 members Mstep: Class 12 contains 17511 members Mstep: Class 13 contains 31956 members Mstep: Class 14 contains 2514 members Mstep: Class 16 contains 2074 members Mstep: Class 17 contains 7890 members Mstep: Class 18 contains 40386 members Mstep: Class 19 contains 62704 members Mstep: Class 20 contains 95966 members Mstep: Class 21 contains 41718 members Mstep: Class 22 contains 14009 members Mstep: Class 23 contains 39620 members Mstep: Class 24 contains 2570 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 1987.626221 but Gain 3363.000000 Score: -68475416.000000 Penalty: 70623.078125 Iteration 5F: 22 clusters Score -6.847542e+07 nChanged 100235 Entering Unmasked Mstep Mstep: Class 0 contains 155 members Mstep: Class 1 contains 24558 members Mstep: Class 2 contains 29906 members Mstep: Class 5 contains 19763 members Mstep: Class 6 contains 134705 members Mstep: Class 7 contains 14357 members Mstep: Class 8 contains 2995 members Mstep: Class 9 contains 6765 members Mstep: Class 10 contains 3873 members Mstep: Class 11 contains 195392 members Mstep: Class 12 contains 15381 members Mstep: Class 13 contains 27344 members Mstep: Class 14 contains 1903 members Mstep: Class 16 contains 1801 members Mstep: Class 17 contains 6702 members Mstep: Class 18 contains 28193 members Mstep: Class 19 contains 61884 members Mstep: Class 20 contains 104324 members Mstep: Class 21 contains 43817 members Mstep: Class 22 contains 8909 members Mstep: Class 23 contains 39922 members Mstep: Class 24 contains 2258 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 2538.347656 but Gain 3363.007812 Score: -68558024.000000 Penalty: 67260.070312 Iteration 6F: 21 clusters Score -6.855802e+07 nChanged 84000 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 22827 members Mstep: Class 2 contains 26931 members Mstep: Class 5 contains 13221 members Mstep: Class 6 contains 144859 members Mstep: Class 7 contains 14560 members Mstep: Class 8 contains 3176 members Mstep: Class 9 contains 6806 members Mstep: Class 10 contains 3275 members Mstep: Class 11 contains 210428 members Mstep: Class 12 contains 14828 members Mstep: Class 13 contains 22922 members Mstep: Class 16 contains 1630 members Mstep: Class 17 contains 5622 members Mstep: Class 18 contains 16954 members Mstep: Class 19 contains 62374 members Mstep: Class 20 contains 111584 members Mstep: Class 21 contains 45842 members Mstep: Class 22 contains 5439 members Mstep: Class 23 contains 39318 members Mstep: Class 24 contains 2157 members Entering Unmasked Estep ConsiderDeletion Score: -68621552.000000 Penalty: 67260.070312 Iteration 7F: 21 clusters Score -6.862155e+07 nChanged 68215 Entering Unmasked Mstep Mstep: Class 0 contains 149 members Mstep: Class 1 contains 21299 members Mstep: Class 2 contains 24130 members Mstep: Class 5 contains 8242 members Mstep: Class 6 contains 150707 members Mstep: Class 7 contains 15091 members Mstep: Class 8 contains 3575 members Mstep: Class 9 contains 7093 members Mstep: Class 10 contains 2829 members Mstep: Class 11 contains 222777 members Mstep: Class 12 contains 15302 members Mstep: Class 13 contains 18535 members Mstep: Class 16 contains 1493 members Mstep: Class 17 contains 4494 members Mstep: Class 18 contains 8718 members Mstep: Class 19 contains 63323 members Mstep: Class 20 contains 115812 members Mstep: Class 21 contains 48113 members Mstep: Class 22 contains 3447 members Mstep: Class 23 contains 37692 members Mstep: Class 24 contains 2086 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 2707.571289 but Gain 3363.003906 Score: -68667768.000000 Penalty: 63897.066406 Iteration 8F: 20 clusters Score -6.866777e+07 nChanged 57118 Entering Unmasked Mstep Mstep: Class 0 contains 148 members Mstep: Class 1 contains 20019 members Mstep: Class 2 contains 21989 members Mstep: Class 5 contains 5166 members Mstep: Class 6 contains 153850 members Mstep: Class 7 contains 15819 members Mstep: Class 8 contains 3971 members Mstep: Class 9 contains 7475 members Mstep: Class 10 contains 2418 members Mstep: Class 11 contains 234821 members Mstep: Class 12 contains 15855 members Mstep: Class 13 contains 14699 members Mstep: Class 16 contains 1420 members Mstep: Class 17 contains 3640 members Mstep: Class 18 contains 4211 members Mstep: Class 19 contains 63700 members Mstep: Class 20 contains 116758 members Mstep: Class 21 contains 51334 members Mstep: Class 23 contains 35578 members Mstep: Class 24 contains 2036 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 2314.496582 but Gain 3363.003906 Score: -68702888.000000 Penalty: 60534.062500 Iteration 9F: 19 clusters Score -6.870289e+07 nChanged 46470 Entering Unmasked Mstep Mstep: Class 0 contains 143 members Mstep: Class 1 contains 19067 members Mstep: Class 2 contains 20111 members Mstep: Class 5 contains 3361 members Mstep: Class 6 contains 155106 members Mstep: Class 7 contains 16652 members Mstep: Class 8 contains 4301 members Mstep: Class 9 contains 7857 members Mstep: Class 10 contains 2032 members Mstep: Class 11 contains 247134 members Mstep: Class 12 contains 16378 members Mstep: Class 13 contains 11569 members Mstep: Class 16 contains 1399 members Mstep: Class 17 contains 3031 members Mstep: Class 19 contains 63259 members Mstep: Class 20 contains 114521 members Mstep: Class 21 contains 54677 members Mstep: Class 23 contains 32328 members Mstep: Class 24 contains 1981 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 2549.786621 but Gain 3363.000000 Score: -68727680.000000 Penalty: 57171.062500 Iteration 10F: 18 clusters Score -6.872768e+07 nChanged 38827 Entering Unmasked Mstep Mstep: Class 0 contains 141 members Mstep: Class 1 contains 18313 members Mstep: Class 2 contains 18336 members Mstep: Class 5 contains 2337 members Mstep: Class 6 contains 155134 members Mstep: Class 7 contains 19202 members Mstep: Class 8 contains 4461 members Mstep: Class 9 contains 8159 members Mstep: Class 11 contains 257955 members Mstep: Class 12 contains 16796 members Mstep: Class 13 contains 9077 members Mstep: Class 16 contains 1396 members Mstep: Class 17 contains 2606 members Mstep: Class 19 contains 61738 members Mstep: Class 20 contains 110486 members Mstep: Class 21 contains 58549 members Mstep: Class 23 contains 28323 members Mstep: Class 24 contains 1898 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 3231.399170 but Gain 3363.003906 Score: -68747232.000000 Penalty: 53808.058594 Iteration 11F: 17 clusters Score -6.874723e+07 nChanged 33510 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 17763 members Mstep: Class 2 contains 16839 members Mstep: Class 6 contains 154792 members Mstep: Class 7 contains 19906 members Mstep: Class 8 contains 4603 members Mstep: Class 9 contains 8559 members Mstep: Class 11 contains 269356 members Mstep: Class 12 contains 17775 members Mstep: Class 13 contains 7324 members Mstep: Class 16 contains 1395 members Mstep: Class 17 contains 2511 members Mstep: Class 19 contains 59893 members Mstep: Class 20 contains 105510 members Mstep: Class 21 contains 62795 members Mstep: Class 23 contains 23937 members Mstep: Class 24 contains 1816 members Entering Unmasked Estep ConsiderDeletion Score: -68763304.000000 Penalty: 53808.058594 Iteration 12Q: 17 clusters Score -6.87633e+07 nChanged 27563 Entering Unmasked Mstep Mstep: Class 0 contains 132 members Mstep: Class 1 contains 17324 members Mstep: Class 2 contains 15388 members Mstep: Class 6 contains 154540 members Mstep: Class 7 contains 20613 members Mstep: Class 8 contains 4791 members Mstep: Class 9 contains 8717 members Mstep: Class 11 contains 279778 members Mstep: Class 12 contains 18205 members Mstep: Class 13 contains 6012 members Mstep: Class 16 contains 1392 members Mstep: Class 17 contains 2334 members Mstep: Class 19 contains 57302 members Mstep: Class 20 contains 100116 members Mstep: Class 21 contains 66999 members Mstep: Class 23 contains 19559 members Mstep: Class 24 contains 1705 members Entering Unmasked Estep ConsiderDeletion Score: -68773472.000000 Penalty: 53808.058594 Iteration 13Q: 17 clusters Score -6.877347e+07 nChanged 24086 Entering Unmasked Mstep Mstep: Class 0 contains 132 members Mstep: Class 1 contains 16975 members Mstep: Class 2 contains 14211 members Mstep: Class 6 contains 154346 members Mstep: Class 7 contains 21366 members Mstep: Class 8 contains 4955 members Mstep: Class 9 contains 8851 members Mstep: Class 11 contains 289788 members Mstep: Class 12 contains 18587 members Mstep: Class 13 contains 5105 members Mstep: Class 16 contains 1391 members Mstep: Class 17 contains 2211 members Mstep: Class 19 contains 54390 members Mstep: Class 20 contains 94528 members Mstep: Class 21 contains 70951 members Mstep: Class 23 contains 15499 members Mstep: Class 24 contains 1621 members Entering Unmasked Estep ConsiderDeletion Score: -68782152.000000 Penalty: 53808.058594 Iteration 14Q: 17 clusters Score -6.878215e+07 nChanged 21226 Entering Unmasked Mstep Mstep: Class 0 contains 132 members Mstep: Class 1 contains 16701 members Mstep: Class 2 contains 13236 members Mstep: Class 6 contains 154534 members Mstep: Class 7 contains 22037 members Mstep: Class 8 contains 5112 members Mstep: Class 9 contains 8931 members Mstep: Class 11 contains 299318 members Mstep: Class 12 contains 18872 members Mstep: Class 13 contains 4491 members Mstep: Class 16 contains 1388 members Mstep: Class 17 contains 2111 members Mstep: Class 19 contains 51198 members Mstep: Class 20 contains 88899 members Mstep: Class 21 contains 74439 members Mstep: Class 23 contains 11939 members Mstep: Class 24 contains 1569 members Entering Unmasked Estep ConsiderDeletion Score: -68789376.000000 Penalty: 53808.058594 Iteration 15Q: 17 clusters Score -6.878938e+07 nChanged 18650 Entering Unmasked Mstep Mstep: Class 0 contains 132 members Mstep: Class 1 contains 16475 members Mstep: Class 2 contains 12448 members Mstep: Class 6 contains 154970 members Mstep: Class 7 contains 22646 members Mstep: Class 8 contains 5303 members Mstep: Class 9 contains 8979 members Mstep: Class 11 contains 308354 members Mstep: Class 12 contains 19037 members Mstep: Class 13 contains 4095 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 2024 members Mstep: Class 19 contains 47946 members Mstep: Class 20 contains 83216 members Mstep: Class 21 contains 77373 members Mstep: Class 23 contains 8997 members Mstep: Class 24 contains 1525 members Entering Unmasked Estep ConsiderDeletion Score: -68795672.000000 Penalty: 53808.058594 Iteration 16Q: 17 clusters Score -6.879567e+07 nChanged 16567 Entering Unmasked Mstep Mstep: Class 0 contains 132 members Mstep: Class 1 contains 16279 members Mstep: Class 2 contains 11807 members Mstep: Class 6 contains 155745 members Mstep: Class 7 contains 23160 members Mstep: Class 8 contains 5508 members Mstep: Class 9 contains 9021 members Mstep: Class 11 contains 316684 members Mstep: Class 12 contains 19094 members Mstep: Class 13 contains 3835 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1939 members Mstep: Class 19 contains 44766 members Mstep: Class 20 contains 77574 members Mstep: Class 21 contains 79721 members Mstep: Class 23 contains 6768 members Mstep: Class 24 contains 1487 members Entering Unmasked Estep ConsiderDeletion Score: -68800280.000000 Penalty: 53808.058594 Iteration 17Q: 17 clusters Score -6.880028e+07 nChanged 14712 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 16104 members Mstep: Class 2 contains 11264 members Mstep: Class 6 contains 156640 members Mstep: Class 7 contains 23632 members Mstep: Class 8 contains 5720 members Mstep: Class 9 contains 9028 members Mstep: Class 11 contains 324395 members Mstep: Class 12 contains 19079 members Mstep: Class 13 contains 3677 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1882 members Mstep: Class 19 contains 41778 members Mstep: Class 20 contains 72120 members Mstep: Class 21 contains 81501 members Mstep: Class 23 contains 5113 members Mstep: Class 24 contains 1454 members Entering Unmasked Estep ConsiderDeletion Score: -68804528.000000 Penalty: 53808.058594 Iteration 18Q: 17 clusters Score -6.880453e+07 nChanged 13266 Entering Unmasked Mstep Mstep: Class 0 contains 132 members Mstep: Class 1 contains 15961 members Mstep: Class 2 contains 10778 members Mstep: Class 6 contains 157690 members Mstep: Class 7 contains 24040 members Mstep: Class 8 contains 5935 members Mstep: Class 9 contains 9060 members Mstep: Class 11 contains 331531 members Mstep: Class 12 contains 19041 members Mstep: Class 13 contains 3570 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1841 members Mstep: Class 19 contains 39020 members Mstep: Class 20 contains 66754 members Mstep: Class 21 contains 82790 members Mstep: Class 23 contains 3955 members Mstep: Class 24 contains 1422 members Entering Unmasked Estep ConsiderDeletion Score: -68808432.000000 Penalty: 53808.058594 Iteration 19Q: 17 clusters Score -6.880843e+07 nChanged 12150 Entering Unmasked Mstep Mstep: Class 0 contains 132 members Mstep: Class 1 contains 15846 members Mstep: Class 2 contains 10408 members Mstep: Class 6 contains 158835 members Mstep: Class 7 contains 24416 members Mstep: Class 8 contains 6107 members Mstep: Class 9 contains 9119 members Mstep: Class 11 contains 338155 members Mstep: Class 12 contains 19005 members Mstep: Class 13 contains 3480 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1801 members Mstep: Class 19 contains 36506 members Mstep: Class 20 contains 61514 members Mstep: Class 21 contains 83666 members Mstep: Class 23 contains 3142 members Mstep: Class 24 contains 1388 members Entering Unmasked Estep ConsiderDeletion Deleting Class 23. Lose 3026.286865 but Gain 3363.003906 Score: -68812520.000000 Penalty: 50445.054688 Iteration 20F: 16 clusters Score -6.881252e+07 nChanged 13623 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 15754 members Mstep: Class 2 contains 10093 members Mstep: Class 6 contains 160004 members Mstep: Class 7 contains 24752 members Mstep: Class 8 contains 6260 members Mstep: Class 9 contains 9155 members Mstep: Class 11 contains 344960 members Mstep: Class 12 contains 18984 members Mstep: Class 13 contains 3479 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1786 members Mstep: Class 19 contains 34303 members Mstep: Class 20 contains 56437 members Mstep: Class 21 contains 86079 members Mstep: Class 24 contains 1362 members Entering Unmasked Estep ConsiderDeletion Score: -68818368.000000 Penalty: 50445.054688 Iteration 21Q: 16 clusters Score -6.881837e+07 nChanged 10244 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 15686 members Mstep: Class 2 contains 9960 members Mstep: Class 6 contains 161315 members Mstep: Class 7 contains 25077 members Mstep: Class 8 contains 6392 members Mstep: Class 9 contains 9201 members Mstep: Class 11 contains 350498 members Mstep: Class 12 contains 18953 members Mstep: Class 13 contains 3337 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1778 members Mstep: Class 19 contains 32332 members Mstep: Class 20 contains 51410 members Mstep: Class 21 contains 86130 members Mstep: Class 24 contains 1343 members Entering Unmasked Estep ConsiderDeletion Score: -68820936.000000 Penalty: 50445.054688 Iteration 22Q: 16 clusters Score -6.882094e+07 nChanged 9815 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 15632 members Mstep: Class 2 contains 9848 members Mstep: Class 6 contains 162676 members Mstep: Class 7 contains 25364 members Mstep: Class 8 contains 6473 members Mstep: Class 9 contains 9246 members Mstep: Class 11 contains 355908 members Mstep: Class 12 contains 18924 members Mstep: Class 13 contains 3177 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1768 members Mstep: Class 19 contains 30591 members Mstep: Class 20 contains 46418 members Mstep: Class 21 contains 86049 members Mstep: Class 24 contains 1337 members Entering Unmasked Estep ConsiderDeletion Score: -68823448.000000 Penalty: 50445.054688 Iteration 23Q: 16 clusters Score -6.882345e+07 nChanged 9306 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 15585 members Mstep: Class 2 contains 9756 members Mstep: Class 6 contains 163995 members Mstep: Class 7 contains 25628 members Mstep: Class 8 contains 6532 members Mstep: Class 9 contains 9285 members Mstep: Class 11 contains 361103 members Mstep: Class 12 contains 18934 members Mstep: Class 13 contains 3043 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1753 members Mstep: Class 19 contains 29106 members Mstep: Class 20 contains 41546 members Mstep: Class 21 contains 85811 members Mstep: Class 24 contains 1333 members Entering Unmasked Estep ConsiderDeletion Score: -68825632.000000 Penalty: 50445.054688 Iteration 24Q: 16 clusters Score -6.882563e+07 nChanged 8984 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 15549 members Mstep: Class 2 contains 9673 members Mstep: Class 6 contains 165340 members Mstep: Class 7 contains 25856 members Mstep: Class 8 contains 6568 members Mstep: Class 9 contains 9319 members Mstep: Class 11 contains 366128 members Mstep: Class 12 contains 18962 members Mstep: Class 13 contains 2918 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1723 members Mstep: Class 19 contains 27835 members Mstep: Class 20 contains 36752 members Mstep: Class 21 contains 85455 members Mstep: Class 24 contains 1331 members Entering Unmasked Estep ConsiderDeletion Score: -68827560.000000 Penalty: 50445.054688 Iteration 25Q: 16 clusters Score -6.882756e+07 nChanged 8811 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 15516 members Mstep: Class 2 contains 9636 members Mstep: Class 6 contains 166782 members Mstep: Class 7 contains 26048 members Mstep: Class 8 contains 6587 members Mstep: Class 9 contains 9372 members Mstep: Class 11 contains 370888 members Mstep: Class 12 contains 18987 members Mstep: Class 13 contains 2805 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1701 members Mstep: Class 19 contains 26737 members Mstep: Class 20 contains 32044 members Mstep: Class 21 contains 84982 members Mstep: Class 24 contains 1326 members Entering Unmasked Estep ConsiderDeletion Score: -68829592.000000 Penalty: 50445.054688 Iteration 26Q: 16 clusters Score -6.882959e+07 nChanged 8601 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 15485 members Mstep: Class 2 contains 9605 members Mstep: Class 6 contains 168250 members Mstep: Class 7 contains 26234 members Mstep: Class 8 contains 6612 members Mstep: Class 9 contains 9425 members Mstep: Class 11 contains 375360 members Mstep: Class 12 contains 19032 members Mstep: Class 13 contains 2680 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1696 members Mstep: Class 19 contains 25786 members Mstep: Class 20 contains 27494 members Mstep: Class 21 contains 84428 members Mstep: Class 24 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -68832000.000000 Penalty: 50445.054688 Iteration 27Q: 16 clusters Score -6.8832e+07 nChanged 8271 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 15453 members Mstep: Class 2 contains 9617 members Mstep: Class 6 contains 169790 members Mstep: Class 7 contains 26404 members Mstep: Class 8 contains 6637 members Mstep: Class 9 contains 9489 members Mstep: Class 11 contains 379365 members Mstep: Class 12 contains 19096 members Mstep: Class 13 contains 2552 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1675 members Mstep: Class 19 contains 24972 members Mstep: Class 20 contains 23265 members Mstep: Class 21 contains 83772 members Mstep: Class 24 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -68834680.000000 Penalty: 50445.054688 Iteration 28Q: 16 clusters Score -6.883468e+07 nChanged 7978 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 15410 members Mstep: Class 2 contains 9645 members Mstep: Class 6 contains 171465 members Mstep: Class 7 contains 26547 members Mstep: Class 8 contains 6660 members Mstep: Class 9 contains 9529 members Mstep: Class 11 contains 382863 members Mstep: Class 12 contains 19162 members Mstep: Class 13 contains 2450 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1665 members Mstep: Class 19 contains 24245 members Mstep: Class 20 contains 19358 members Mstep: Class 21 contains 83088 members Mstep: Class 24 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -68836352.000000 Penalty: 50445.054688 Iteration 29Q: 16 clusters Score -6.883635e+07 nChanged 7330 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 15377 members Mstep: Class 2 contains 9676 members Mstep: Class 6 contains 173212 members Mstep: Class 7 contains 26669 members Mstep: Class 8 contains 6680 members Mstep: Class 9 contains 9566 members Mstep: Class 11 contains 385712 members Mstep: Class 12 contains 19256 members Mstep: Class 13 contains 2369 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1660 members Mstep: Class 19 contains 23620 members Mstep: Class 20 contains 15913 members Mstep: Class 21 contains 82377 members Mstep: Class 24 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -68838152.000000 Penalty: 50445.054688 Iteration 30Q: 16 clusters Score -6.883815e+07 nChanged 6836 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 15359 members Mstep: Class 2 contains 9710 members Mstep: Class 6 contains 175038 members Mstep: Class 7 contains 26790 members Mstep: Class 8 contains 6696 members Mstep: Class 9 contains 9605 members Mstep: Class 11 contains 387940 members Mstep: Class 12 contains 19366 members Mstep: Class 13 contains 2299 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1648 members Mstep: Class 19 contains 23065 members Mstep: Class 20 contains 12939 members Mstep: Class 21 contains 81632 members Mstep: Class 24 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -68840464.000000 Penalty: 50445.054688 Iteration 31Q: 16 clusters Score -6.884046e+07 nChanged 6347 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 15327 members Mstep: Class 2 contains 9748 members Mstep: Class 6 contains 176999 members Mstep: Class 7 contains 26880 members Mstep: Class 8 contains 6724 members Mstep: Class 9 contains 9647 members Mstep: Class 11 contains 389467 members Mstep: Class 12 contains 19482 members Mstep: Class 13 contains 2249 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1651 members Mstep: Class 19 contains 22579 members Mstep: Class 20 contains 10458 members Mstep: Class 21 contains 80877 members Mstep: Class 24 contains 1323 members Entering Unmasked Estep ConsiderDeletion Score: -68841840.000000 Penalty: 50445.054688 Iteration 32Q: 16 clusters Score -6.884184e+07 nChanged 5922 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 15285 members Mstep: Class 2 contains 9791 members Mstep: Class 6 contains 179072 members Mstep: Class 7 contains 26984 members Mstep: Class 8 contains 6756 members Mstep: Class 9 contains 9686 members Mstep: Class 11 contains 390189 members Mstep: Class 12 contains 19636 members Mstep: Class 13 contains 2200 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1663 members Mstep: Class 19 contains 22153 members Mstep: Class 20 contains 8507 members Mstep: Class 21 contains 80166 members Mstep: Class 24 contains 1323 members Entering Unmasked Estep ConsiderDeletion Score: -68843088.000000 Penalty: 50445.054688 Iteration 33Q: 16 clusters Score -6.884309e+07 nChanged 5552 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 15235 members Mstep: Class 2 contains 9862 members Mstep: Class 6 contains 181302 members Mstep: Class 7 contains 27083 members Mstep: Class 8 contains 6788 members Mstep: Class 9 contains 9735 members Mstep: Class 11 contains 390256 members Mstep: Class 12 contains 19785 members Mstep: Class 13 contains 2151 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1673 members Mstep: Class 19 contains 21720 members Mstep: Class 20 contains 6947 members Mstep: Class 21 contains 79551 members Mstep: Class 24 contains 1323 members Entering Unmasked Estep ConsiderDeletion Score: -68844168.000000 Penalty: 50445.054688 Iteration 34Q: 16 clusters Score -6.884417e+07 nChanged 5301 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 15202 members Mstep: Class 2 contains 9967 members Mstep: Class 6 contains 183694 members Mstep: Class 7 contains 27171 members Mstep: Class 8 contains 6830 members Mstep: Class 9 contains 9773 members Mstep: Class 11 contains 389636 members Mstep: Class 12 contains 19969 members Mstep: Class 13 contains 2105 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1686 members Mstep: Class 19 contains 21338 members Mstep: Class 20 contains 5776 members Mstep: Class 21 contains 78943 members Mstep: Class 24 contains 1321 members Entering Unmasked Estep ConsiderDeletion Score: -68845128.000000 Penalty: 50445.054688 Iteration 35Q: 16 clusters Score -6.884513e+07 nChanged 5109 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 15158 members Mstep: Class 2 contains 10056 members Mstep: Class 6 contains 186203 members Mstep: Class 7 contains 27269 members Mstep: Class 8 contains 6871 members Mstep: Class 9 contains 9808 members Mstep: Class 11 contains 388527 members Mstep: Class 12 contains 20156 members Mstep: Class 13 contains 2059 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1701 members Mstep: Class 19 contains 21032 members Mstep: Class 20 contains 4856 members Mstep: Class 21 contains 78394 members Mstep: Class 24 contains 1321 members Entering Unmasked Estep ConsiderDeletion Score: -68846160.000000 Penalty: 50445.054688 Iteration 36Q: 16 clusters Score -6.884616e+07 nChanged 5084 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 15103 members Mstep: Class 2 contains 10183 members Mstep: Class 6 contains 188802 members Mstep: Class 7 contains 27406 members Mstep: Class 8 contains 6918 members Mstep: Class 9 contains 9846 members Mstep: Class 11 contains 387044 members Mstep: Class 12 contains 20362 members Mstep: Class 13 contains 2016 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1714 members Mstep: Class 19 contains 20712 members Mstep: Class 20 contains 4130 members Mstep: Class 21 contains 77854 members Mstep: Class 24 contains 1321 members Entering Unmasked Estep ConsiderDeletion Score: -68847232.000000 Penalty: 50445.054688 Iteration 37Q: 16 clusters Score -6.884723e+07 nChanged 5081 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 15046 members Mstep: Class 2 contains 10328 members Mstep: Class 6 contains 191601 members Mstep: Class 7 contains 27551 members Mstep: Class 8 contains 6960 members Mstep: Class 9 contains 9883 members Mstep: Class 11 contains 385030 members Mstep: Class 12 contains 20568 members Mstep: Class 13 contains 1979 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1750 members Mstep: Class 19 contains 20380 members Mstep: Class 20 contains 3612 members Mstep: Class 21 contains 77402 members Mstep: Class 24 contains 1321 members Entering Unmasked Estep ConsiderDeletion Score: -68848152.000000 Penalty: 50445.054688 Iteration 38Q: 16 clusters Score -6.884815e+07 nChanged 5195 Entering ConstructFrom: Score: -68848152.000000 Penalty: 50445.054688 Entering ConstructFrom: Trying to split cluster 1 (14985 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14985 members Entering Unmasked Estep Score: -1376031.875000 Penalty: 2384.471680 Iteration 0F: 2 clusters Score -1376032 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7419 members Mstep: Class 2 contains 7566 members Entering Unmasked Estep Score: -1365191.125000 Penalty: 4768.943359 Iteration 0F: 3 clusters Score -1365191 nChanged 6496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 7930 members Entering Unmasked Estep Score: -1368537.875000 Penalty: 4768.943359 Iteration 1F: 3 clusters Score -1368538 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6816 members Mstep: Class 2 contains 8169 members Entering Unmasked Estep Score: -1368944.125000 Penalty: 4768.943359 Iteration 2F: 3 clusters Score -1368944 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 8433 members Entering Unmasked Estep Score: -1369274.125000 Penalty: 4768.943359 Iteration 3F: 3 clusters Score -1369274 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 8764 members Entering Unmasked Estep Score: -1369561.000000 Penalty: 4768.943359 Iteration 4Q: 3 clusters Score -1369561 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 9184 members Entering Unmasked Estep Score: -1369886.000000 Penalty: 4768.943359 Iteration 5Q: 3 clusters Score -1369886 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 9693 members Entering Unmasked Estep Score: -1370296.250000 Penalty: 4768.943359 Iteration 6Q: 3 clusters Score -1370296 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 10299 members Entering Unmasked Estep Score: -1370769.000000 Penalty: 4768.943359 Iteration 7Q: 3 clusters Score -1370769 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 10961 members Entering Unmasked Estep Score: -1371311.625000 Penalty: 4768.943359 Iteration 8Q: 3 clusters Score -1371312 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 11619 members Entering Unmasked Estep Score: -1371839.625000 Penalty: 4768.943359 Iteration 9Q: 3 clusters Score -1371840 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 12281 members Entering Unmasked Estep Score: -1372382.250000 Penalty: 4768.943359 Iteration 10Q: 3 clusters Score -1372382 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 12863 members Entering Unmasked Estep Score: -1372862.250000 Penalty: 4768.943359 Iteration 11Q: 3 clusters Score -1372862 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 13330 members Entering Unmasked Estep Score: -1373252.000000 Penalty: 4768.943359 Iteration 12Q: 3 clusters Score -1373252 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 13683 members Entering Unmasked Estep Score: -1373528.250000 Penalty: 4768.943359 Iteration 13Q: 3 clusters Score -1373528 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 13915 members Entering Unmasked Estep Score: -1373719.500000 Penalty: 4768.943359 Iteration 14Q: 3 clusters Score -1373720 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 14084 members Entering Unmasked Estep Score: -1373864.250000 Penalty: 4768.943359 Iteration 15Q: 3 clusters Score -1373864 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 14207 members Entering Unmasked Estep Score: -1373965.625000 Penalty: 4768.943359 Iteration 16Q: 3 clusters Score -1373966 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 14292 members Entering Unmasked Estep Score: -1374034.250000 Penalty: 4768.943359 Iteration 17Q: 3 clusters Score -1374034 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 14344 members Entering Unmasked Estep Score: -1374073.375000 Penalty: 4768.943359 Iteration 18Q: 3 clusters Score -1374073 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 14378 members Entering Unmasked Estep Score: -1374097.125000 Penalty: 4768.943359 Iteration 19Q: 3 clusters Score -1374097 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 14395 members Entering Unmasked Estep Score: -1374110.500000 Penalty: 4768.943359 Iteration 20F: 3 clusters Score -1374110 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 14403 members Entering Unmasked Estep Score: -1374117.750000 Penalty: 4768.943359 Iteration 21Q: 3 clusters Score -1374118 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 14417 members Entering Unmasked Estep Score: -1374126.125000 Penalty: 4768.943359 Iteration 22Q: 3 clusters Score -1374126 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 14424 members Entering Unmasked Estep Score: -1374134.875000 Penalty: 4768.943359 Iteration 23Q: 3 clusters Score -1374135 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 14434 members Entering Unmasked Estep Score: -1374142.250000 Penalty: 4768.943359 Iteration 24Q: 3 clusters Score -1374142 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 14440 members Entering Unmasked Estep Score: -1374150.625000 Penalty: 4768.943359 Iteration 25Q: 3 clusters Score -1374151 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 14444 members Entering Unmasked Estep Score: -1374152.375000 Penalty: 4768.943359 Iteration 26Q: 3 clusters Score -1374152 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 14446 members Entering Unmasked Estep Score: -1374153.875000 Penalty: 4768.943359 Iteration 27Q: 3 clusters Score -1374154 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 14451 members Entering Unmasked Estep Score: -1374161.125000 Penalty: 4768.943359 Iteration 28Q: 3 clusters Score -1374161 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 14455 members Entering Unmasked Estep Score: -1374158.750000 Penalty: 4768.943359 Iteration 29Q: 3 clusters Score -1374159 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 14457 members Entering Unmasked Estep Score: -1374164.375000 Penalty: 4768.943359 Iteration 30Q: 3 clusters Score -1374164 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 14460 members Entering Unmasked Estep Score: -1374166.250000 Penalty: 4768.943359 Iteration 31Q: 3 clusters Score -1374166 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 14464 members Entering Unmasked Estep Score: -1374169.000000 Penalty: 4768.943359 Iteration 32Q: 3 clusters Score -1374169 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 14467 members Entering Unmasked Estep Score: -1374170.750000 Penalty: 4768.943359 Iteration 33Q: 3 clusters Score -1374171 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 14468 members Entering Unmasked Estep Score: -1374170.875000 Penalty: 4768.943359 Iteration 34Q: 3 clusters Score -1374171 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 14468 members Entering Unmasked Estep Score: -1374170.875000 Penalty: 4768.943359 Iteration 35F: 3 clusters Score -1374171 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (10471 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10471 members Entering Unmasked Estep Score: -867727.812500 Penalty: 2295.578369 Iteration 0F: 2 clusters Score -867727.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5198 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -859859.500000 Penalty: 4591.156738 Iteration 0F: 3 clusters Score -859859.5 nChanged 4356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -862255.375000 Penalty: 4591.156738 Iteration 1F: 3 clusters Score -862255.4 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -862692.000000 Penalty: 4591.156738 Iteration 2F: 3 clusters Score -862692 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 5371 members Entering Unmasked Estep Score: -863050.750000 Penalty: 4591.156738 Iteration 3F: 3 clusters Score -863050.8 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -863371.250000 Penalty: 4591.156738 Iteration 4F: 3 clusters Score -863371.2 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -863703.625000 Penalty: 4591.156738 Iteration 5Q: 3 clusters Score -863703.6 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -864051.125000 Penalty: 4591.156738 Iteration 6F: 3 clusters Score -864051.1 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 5308 members Entering Unmasked Estep Score: -864381.625000 Penalty: 4591.156738 Iteration 7Q: 3 clusters Score -864381.6 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 5330 members Entering Unmasked Estep Score: -864676.812500 Penalty: 4591.156738 Iteration 8Q: 3 clusters Score -864676.8 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -864931.625000 Penalty: 4591.156738 Iteration 9Q: 3 clusters Score -864931.6 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -865162.250000 Penalty: 4591.156738 Iteration 10Q: 3 clusters Score -865162.2 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -865366.312500 Penalty: 4591.156738 Iteration 11Q: 3 clusters Score -865366.3 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -865533.750000 Penalty: 4591.156738 Iteration 12Q: 3 clusters Score -865533.8 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -865667.625000 Penalty: 4591.156738 Iteration 13Q: 3 clusters Score -865667.6 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -865766.687500 Penalty: 4591.156738 Iteration 14Q: 3 clusters Score -865766.7 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -865858.500000 Penalty: 4591.156738 Iteration 15Q: 3 clusters Score -865858.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -865930.812500 Penalty: 4591.156738 Iteration 16Q: 3 clusters Score -865930.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 5869 members Entering Unmasked Estep Score: -865990.250000 Penalty: 4591.156738 Iteration 17Q: 3 clusters Score -865990.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -866036.812500 Penalty: 4591.156738 Iteration 18Q: 3 clusters Score -866036.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 5997 members Entering Unmasked Estep Score: -866073.937500 Penalty: 4591.156738 Iteration 19Q: 3 clusters Score -866073.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -866101.562500 Penalty: 4591.156738 Iteration 20F: 3 clusters Score -866101.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 6101 members Entering Unmasked Estep Score: -866134.437500 Penalty: 4591.156738 Iteration 21Q: 3 clusters Score -866134.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -866171.937500 Penalty: 4591.156738 Iteration 22Q: 3 clusters Score -866171.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 6238 members Entering Unmasked Estep Score: -866210.500000 Penalty: 4591.156738 Iteration 23Q: 3 clusters Score -866210.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 6314 members Entering Unmasked Estep Score: -866245.125000 Penalty: 4591.156738 Iteration 24Q: 3 clusters Score -866245.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -866280.062500 Penalty: 4591.156738 Iteration 25Q: 3 clusters Score -866280.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 6451 members Entering Unmasked Estep Score: -866314.250000 Penalty: 4591.156738 Iteration 26Q: 3 clusters Score -866314.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 6530 members Entering Unmasked Estep Score: -866357.250000 Penalty: 4591.156738 Iteration 27Q: 3 clusters Score -866357.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 6603 members Entering Unmasked Estep Score: -866398.437500 Penalty: 4591.156738 Iteration 28Q: 3 clusters Score -866398.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 6665 members Entering Unmasked Estep Score: -866430.062500 Penalty: 4591.156738 Iteration 29Q: 3 clusters Score -866430.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -866455.500000 Penalty: 4591.156738 Iteration 30Q: 3 clusters Score -866455.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 6785 members Entering Unmasked Estep Score: -866484.125000 Penalty: 4591.156738 Iteration 31Q: 3 clusters Score -866484.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -866518.625000 Penalty: 4591.156738 Iteration 32Q: 3 clusters Score -866518.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 6917 members Entering Unmasked Estep Score: -866555.375000 Penalty: 4591.156738 Iteration 33Q: 3 clusters Score -866555.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -866586.750000 Penalty: 4591.156738 Iteration 34Q: 3 clusters Score -866586.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 7049 members Entering Unmasked Estep Score: -866619.125000 Penalty: 4591.156738 Iteration 35Q: 3 clusters Score -866619.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 7098 members Entering Unmasked Estep Score: -866643.375000 Penalty: 4591.156738 Iteration 36Q: 3 clusters Score -866643.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 7136 members Entering Unmasked Estep Score: -866654.812500 Penalty: 4591.156738 Iteration 37Q: 3 clusters Score -866654.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -866669.937500 Penalty: 4591.156738 Iteration 38Q: 3 clusters Score -866669.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 7204 members Entering Unmasked Estep Score: -866682.625000 Penalty: 4591.156738 Iteration 39Q: 3 clusters Score -866682.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 7232 members Entering Unmasked Estep Score: -866689.500000 Penalty: 4591.156738 Iteration 40F: 3 clusters Score -866689.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 7258 members Entering Unmasked Estep Score: -866698.437500 Penalty: 4591.156738 Iteration 41Q: 3 clusters Score -866698.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -866702.062500 Penalty: 4591.156738 Iteration 42Q: 3 clusters Score -866702.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 7300 members Entering Unmasked Estep Score: -866709.437500 Penalty: 4591.156738 Iteration 43Q: 3 clusters Score -866709.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 7318 members Entering Unmasked Estep Score: -866714.187500 Penalty: 4591.156738 Iteration 44Q: 3 clusters Score -866714.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 7346 members Entering Unmasked Estep Score: -866717.937500 Penalty: 4591.156738 Iteration 45Q: 3 clusters Score -866717.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -866722.875000 Penalty: 4591.156738 Iteration 46Q: 3 clusters Score -866722.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -866726.062500 Penalty: 4591.156738 Iteration 47Q: 3 clusters Score -866726.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 7389 members Entering Unmasked Estep Score: -866732.562500 Penalty: 4591.156738 Iteration 48Q: 3 clusters Score -866732.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 7401 members Entering Unmasked Estep Score: -866735.562500 Penalty: 4591.156738 Iteration 49Q: 3 clusters Score -866735.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 7413 members Entering Unmasked Estep Score: -866733.375000 Penalty: 4591.156738 Iteration 50Q: 3 clusters Score -866733.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 7421 members Entering Unmasked Estep Score: -866737.812500 Penalty: 4591.156738 Iteration 51Q: 3 clusters Score -866737.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 7432 members Entering Unmasked Estep Score: -866739.500000 Penalty: 4591.156738 Iteration 52Q: 3 clusters Score -866739.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 7445 members Entering Unmasked Estep Score: -866740.500000 Penalty: 4591.156738 Iteration 53Q: 3 clusters Score -866740.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 7460 members Entering Unmasked Estep Score: -866746.687500 Penalty: 4591.156738 Iteration 54Q: 3 clusters Score -866746.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 7473 members Entering Unmasked Estep Score: -866750.125000 Penalty: 4591.156738 Iteration 55Q: 3 clusters Score -866750.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 7479 members Entering Unmasked Estep Score: -866752.812500 Penalty: 4591.156738 Iteration 56Q: 3 clusters Score -866752.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 7483 members Entering Unmasked Estep Score: -866752.437500 Penalty: 4591.156738 Iteration 57Q: 3 clusters Score -866752.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 7485 members Entering Unmasked Estep Score: -866753.250000 Penalty: 4591.156738 Iteration 58Q: 3 clusters Score -866753.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -866752.562500 Penalty: 4591.156738 Iteration 59Q: 3 clusters Score -866752.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 7488 members Entering Unmasked Estep Score: -866752.250000 Penalty: 4591.156738 Iteration 60F: 3 clusters Score -866752.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (194629 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194629 members Entering Unmasked Estep Score: -17710038.000000 Penalty: 3020.354736 Iteration 0F: 2 clusters Score -1.771004e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96992 members Mstep: Class 2 contains 97637 members Entering Unmasked Estep Score: -17578934.000000 Penalty: 6040.709473 Iteration 0F: 3 clusters Score -1.757893e+07 nChanged 94000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93232 members Mstep: Class 2 contains 101397 members Entering Unmasked Estep Score: -17634622.000000 Penalty: 6040.709473 Iteration 1F: 3 clusters Score -1.763462e+07 nChanged 5763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90739 members Mstep: Class 2 contains 103890 members Entering Unmasked Estep Score: -17636150.000000 Penalty: 6040.709473 Iteration 2Q: 3 clusters Score -1.763615e+07 nChanged 6383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86936 members Mstep: Class 2 contains 107693 members Entering Unmasked Estep Score: -17638048.000000 Penalty: 6040.709473 Iteration 3Q: 3 clusters Score -1.763805e+07 nChanged 7632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81158 members Mstep: Class 2 contains 113471 members Entering Unmasked Estep Score: -17640776.000000 Penalty: 6040.709473 Iteration 4Q: 3 clusters Score -1.764078e+07 nChanged 9436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72882 members Mstep: Class 2 contains 121747 members Entering Unmasked Estep Score: -17645474.000000 Penalty: 6040.709473 Iteration 5Q: 3 clusters Score -1.764547e+07 nChanged 12225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61253 members Mstep: Class 2 contains 133376 members Entering Unmasked Estep Score: -17653192.000000 Penalty: 6040.709473 Iteration 6F: 3 clusters Score -1.765319e+07 nChanged 15153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46296 members Mstep: Class 2 contains 148333 members Entering Unmasked Estep Score: -17664986.000000 Penalty: 6040.709473 Iteration 7F: 3 clusters Score -1.766499e+07 nChanged 16268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30080 members Mstep: Class 2 contains 164549 members Entering Unmasked Estep Score: -17679106.000000 Penalty: 6040.709473 Iteration 8F: 3 clusters Score -1.767911e+07 nChanged 14192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15888 members Mstep: Class 2 contains 178741 members Entering Unmasked Estep Score: -17692386.000000 Penalty: 6040.709473 Iteration 9F: 3 clusters Score -1.769239e+07 nChanged 9349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6539 members Mstep: Class 2 contains 188090 members Entering Unmasked Estep Score: -17701222.000000 Penalty: 6040.709473 Iteration 10Q: 3 clusters Score -1.770122e+07 nChanged 4373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 192463 members Entering Unmasked Estep Score: -17705390.000000 Penalty: 6040.709473 Iteration 11Q: 3 clusters Score -1.770539e+07 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 193842 members Entering Unmasked Estep Score: -17706652.000000 Penalty: 6040.709473 Iteration 12Q: 3 clusters Score -1.770665e+07 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 194203 members Entering Unmasked Estep Score: -17707038.000000 Penalty: 6040.709473 Iteration 13Q: 3 clusters Score -1.770704e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 194303 members Entering Unmasked Estep Score: -17707162.000000 Penalty: 6040.709473 Iteration 14Q: 3 clusters Score -1.770716e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 194335 members Entering Unmasked Estep Score: -17707230.000000 Penalty: 6040.709473 Iteration 15Q: 3 clusters Score -1.770723e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 194346 members Entering Unmasked Estep Score: -17707274.000000 Penalty: 6040.709473 Iteration 16Q: 3 clusters Score -1.770727e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 194364 members Entering Unmasked Estep Score: -17707316.000000 Penalty: 6040.709473 Iteration 17Q: 3 clusters Score -1.770732e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 194370 members Entering Unmasked Estep Score: -17707356.000000 Penalty: 6040.709473 Iteration 18Q: 3 clusters Score -1.770736e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 194371 members Entering Unmasked Estep Score: -17707368.000000 Penalty: 6040.709473 Iteration 19Q: 3 clusters Score -1.770737e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 194372 members Entering Unmasked Estep Score: -17707372.000000 Penalty: 6040.709473 Iteration 20F: 3 clusters Score -1.770737e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 194372 members Entering Unmasked Estep Score: -17707380.000000 Penalty: 6040.709473 Iteration 21Q: 3 clusters Score -1.770738e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 194376 members Entering Unmasked Estep Score: -17707400.000000 Penalty: 6040.709473 Iteration 22Q: 3 clusters Score -1.77074e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 194379 members Entering Unmasked Estep Score: -17707406.000000 Penalty: 6040.709473 Iteration 23Q: 3 clusters Score -1.770741e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 194376 members Entering Unmasked Estep Score: -17707412.000000 Penalty: 6040.709473 Iteration 24Q: 3 clusters Score -1.770741e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 194374 members Entering Unmasked Estep Score: -17707400.000000 Penalty: 6040.709473 Iteration 25Q: 3 clusters Score -1.77074e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 194375 members Entering Unmasked Estep Score: -17707404.000000 Penalty: 6040.709473 Iteration 26Q: 3 clusters Score -1.77074e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 194376 members Entering Unmasked Estep Score: -17707404.000000 Penalty: 6040.709473 Iteration 27Q: 3 clusters Score -1.77074e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 194376 members Entering Unmasked Estep Score: -17707408.000000 Penalty: 6040.709473 Iteration 28Q: 3 clusters Score -1.770741e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 194376 members Entering Unmasked Estep Score: -17707408.000000 Penalty: 6040.709473 Iteration 29F: 3 clusters Score -1.770741e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (27699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27699 members Entering Unmasked Estep Score: -2422685.250000 Penalty: 2536.829590 Iteration 0F: 2 clusters Score -2422685 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13780 members Mstep: Class 2 contains 13919 members Entering Unmasked Estep Score: -2403668.250000 Penalty: 5073.659180 Iteration 0F: 3 clusters Score -2403668 nChanged 12358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13328 members Mstep: Class 2 contains 14371 members Entering Unmasked Estep Score: -2410383.250000 Penalty: 5073.659180 Iteration 1F: 3 clusters Score -2410383 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13091 members Mstep: Class 2 contains 14608 members Entering Unmasked Estep Score: -2411139.000000 Penalty: 5073.659180 Iteration 2F: 3 clusters Score -2411139 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12872 members Mstep: Class 2 contains 14827 members Entering Unmasked Estep Score: -2412112.250000 Penalty: 5073.659180 Iteration 3F: 3 clusters Score -2412112 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12862 members Mstep: Class 2 contains 14837 members Entering Unmasked Estep Score: -2413142.750000 Penalty: 5073.659180 Iteration 4F: 3 clusters Score -2413143 nChanged 1659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13097 members Mstep: Class 2 contains 14602 members Entering Unmasked Estep Score: -2414142.750000 Penalty: 5073.659180 Iteration 5F: 3 clusters Score -2414143 nChanged 1637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13526 members Mstep: Class 2 contains 14173 members Entering Unmasked Estep Score: -2415063.750000 Penalty: 5073.659180 Iteration 6F: 3 clusters Score -2415064 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14116 members Mstep: Class 2 contains 13583 members Entering Unmasked Estep Score: -2415923.000000 Penalty: 5073.659180 Iteration 7F: 3 clusters Score -2415923 nChanged 1513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14819 members Mstep: Class 2 contains 12880 members Entering Unmasked Estep Score: -2416751.250000 Penalty: 5073.659180 Iteration 8F: 3 clusters Score -2416751 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15569 members Mstep: Class 2 contains 12130 members Entering Unmasked Estep Score: -2417573.000000 Penalty: 5073.659180 Iteration 9F: 3 clusters Score -2417573 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16263 members Mstep: Class 2 contains 11436 members Entering Unmasked Estep Score: -2418309.500000 Penalty: 5073.659180 Iteration 10Q: 3 clusters Score -2418310 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16802 members Mstep: Class 2 contains 10897 members Entering Unmasked Estep Score: -2418957.500000 Penalty: 5073.659180 Iteration 11Q: 3 clusters Score -2418958 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17184 members Mstep: Class 2 contains 10515 members Entering Unmasked Estep Score: -2419485.250000 Penalty: 5073.659180 Iteration 12Q: 3 clusters Score -2419485 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17418 members Mstep: Class 2 contains 10281 members Entering Unmasked Estep Score: -2419851.250000 Penalty: 5073.659180 Iteration 13Q: 3 clusters Score -2419851 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17545 members Mstep: Class 2 contains 10154 members Entering Unmasked Estep Score: -2420091.250000 Penalty: 5073.659180 Iteration 14Q: 3 clusters Score -2420091 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17697 members Mstep: Class 2 contains 10002 members Entering Unmasked Estep Score: -2420231.250000 Penalty: 5073.659180 Iteration 15Q: 3 clusters Score -2420231 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17886 members Mstep: Class 2 contains 9813 members Entering Unmasked Estep Score: -2420306.000000 Penalty: 5073.659180 Iteration 16Q: 3 clusters Score -2420306 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18107 members Mstep: Class 2 contains 9592 members Entering Unmasked Estep Score: -2420392.500000 Penalty: 5073.659180 Iteration 17Q: 3 clusters Score -2420392 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18318 members Mstep: Class 2 contains 9381 members Entering Unmasked Estep Score: -2420444.000000 Penalty: 5073.659180 Iteration 18Q: 3 clusters Score -2420444 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18549 members Mstep: Class 2 contains 9150 members Entering Unmasked Estep Score: -2420506.500000 Penalty: 5073.659180 Iteration 19Q: 3 clusters Score -2420506 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18776 members Mstep: Class 2 contains 8923 members Entering Unmasked Estep Score: -2420558.000000 Penalty: 5073.659180 Iteration 20F: 3 clusters Score -2420558 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19007 members Mstep: Class 2 contains 8692 members Entering Unmasked Estep Score: -2420612.250000 Penalty: 5073.659180 Iteration 21Q: 3 clusters Score -2420612 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19228 members Mstep: Class 2 contains 8471 members Entering Unmasked Estep Score: -2420657.500000 Penalty: 5073.659180 Iteration 22Q: 3 clusters Score -2420658 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19438 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -2420709.000000 Penalty: 5073.659180 Iteration 23Q: 3 clusters Score -2420709 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19660 members Mstep: Class 2 contains 8039 members Entering Unmasked Estep Score: -2420770.000000 Penalty: 5073.659180 Iteration 24Q: 3 clusters Score -2420770 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19883 members Mstep: Class 2 contains 7816 members Entering Unmasked Estep Score: -2420810.750000 Penalty: 5073.659180 Iteration 25Q: 3 clusters Score -2420811 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20082 members Mstep: Class 2 contains 7617 members Entering Unmasked Estep Score: -2420844.500000 Penalty: 5073.659180 Iteration 26Q: 3 clusters Score -2420844 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20278 members Mstep: Class 2 contains 7421 members Entering Unmasked Estep Score: -2420894.250000 Penalty: 5073.659180 Iteration 27Q: 3 clusters Score -2420894 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20484 members Mstep: Class 2 contains 7215 members Entering Unmasked Estep Score: -2420949.750000 Penalty: 5073.659180 Iteration 28Q: 3 clusters Score -2420950 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20683 members Mstep: Class 2 contains 7016 members Entering Unmasked Estep Score: -2420985.000000 Penalty: 5073.659180 Iteration 29Q: 3 clusters Score -2420985 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20878 members Mstep: Class 2 contains 6821 members Entering Unmasked Estep Score: -2421022.000000 Penalty: 5073.659180 Iteration 30Q: 3 clusters Score -2421022 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21075 members Mstep: Class 2 contains 6624 members Entering Unmasked Estep Score: -2421061.000000 Penalty: 5073.659180 Iteration 31Q: 3 clusters Score -2421061 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21270 members Mstep: Class 2 contains 6429 members Entering Unmasked Estep Score: -2421109.000000 Penalty: 5073.659180 Iteration 32Q: 3 clusters Score -2421109 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21452 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -2421140.500000 Penalty: 5073.659180 Iteration 33Q: 3 clusters Score -2421140 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21630 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -2421172.500000 Penalty: 5073.659180 Iteration 34Q: 3 clusters Score -2421172 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21769 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -2421198.500000 Penalty: 5073.659180 Iteration 35Q: 3 clusters Score -2421198 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21918 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -2421231.500000 Penalty: 5073.659180 Iteration 36Q: 3 clusters Score -2421232 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22047 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -2421248.000000 Penalty: 5073.659180 Iteration 37Q: 3 clusters Score -2421248 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22168 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -2421262.500000 Penalty: 5073.659180 Iteration 38Q: 3 clusters Score -2421262 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22269 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -2421272.250000 Penalty: 5073.659180 Iteration 39Q: 3 clusters Score -2421272 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22359 members Mstep: Class 2 contains 5340 members Entering Unmasked Estep Score: -2421300.000000 Penalty: 5073.659180 Iteration 40F: 3 clusters Score -2421300 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22443 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -2421313.000000 Penalty: 5073.659180 Iteration 41Q: 3 clusters Score -2421313 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22527 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -2421324.250000 Penalty: 5073.659180 Iteration 42Q: 3 clusters Score -2421324 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22603 members Mstep: Class 2 contains 5096 members Entering Unmasked Estep Score: -2421326.250000 Penalty: 5073.659180 Iteration 43Q: 3 clusters Score -2421326 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22681 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -2421341.250000 Penalty: 5073.659180 Iteration 44Q: 3 clusters Score -2421341 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22743 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -2421339.250000 Penalty: 5073.659180 Iteration 45Q: 3 clusters Score -2421339 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22803 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -2421348.000000 Penalty: 5073.659180 Iteration 46Q: 3 clusters Score -2421348 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22866 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -2421355.000000 Penalty: 5073.659180 Iteration 47Q: 3 clusters Score -2421355 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22925 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -2421365.250000 Penalty: 5073.659180 Iteration 48Q: 3 clusters Score -2421365 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22988 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -2421379.250000 Penalty: 5073.659180 Iteration 49Q: 3 clusters Score -2421379 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23039 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -2421386.750000 Penalty: 5073.659180 Iteration 50Q: 3 clusters Score -2421387 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23091 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -2421392.000000 Penalty: 5073.659180 Iteration 51Q: 3 clusters Score -2421392 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23143 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -2421398.500000 Penalty: 5073.659180 Iteration 52Q: 3 clusters Score -2421398 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23189 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -2421411.500000 Penalty: 5073.659180 Iteration 53Q: 3 clusters Score -2421412 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23226 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -2421413.250000 Penalty: 5073.659180 Iteration 54Q: 3 clusters Score -2421413 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23258 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -2421417.000000 Penalty: 5073.659180 Iteration 55Q: 3 clusters Score -2421417 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23303 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -2421411.750000 Penalty: 5073.659180 Iteration 56Q: 3 clusters Score -2421412 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23343 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -2421413.250000 Penalty: 5073.659180 Iteration 57Q: 3 clusters Score -2421413 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23378 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -2421423.750000 Penalty: 5073.659180 Iteration 58Q: 3 clusters Score -2421424 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23419 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -2421433.750000 Penalty: 5073.659180 Iteration 59Q: 3 clusters Score -2421434 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23466 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -2421433.750000 Penalty: 5073.659180 Iteration 60F: 3 clusters Score -2421434 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23531 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -2421445.000000 Penalty: 5073.659180 Iteration 61Q: 3 clusters Score -2421445 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23586 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -2421460.000000 Penalty: 5073.659180 Iteration 62Q: 3 clusters Score -2421460 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23637 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -2421471.250000 Penalty: 5073.659180 Iteration 63Q: 3 clusters Score -2421471 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23680 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -2421479.000000 Penalty: 5073.659180 Iteration 64Q: 3 clusters Score -2421479 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23725 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -2421479.000000 Penalty: 5073.659180 Iteration 65Q: 3 clusters Score -2421479 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23767 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -2421489.000000 Penalty: 5073.659180 Iteration 66Q: 3 clusters Score -2421489 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23803 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -2421495.250000 Penalty: 5073.659180 Iteration 67Q: 3 clusters Score -2421495 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23838 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -2421498.500000 Penalty: 5073.659180 Iteration 68Q: 3 clusters Score -2421498 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23877 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -2421495.000000 Penalty: 5073.659180 Iteration 69Q: 3 clusters Score -2421495 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23925 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -2421493.750000 Penalty: 5073.659180 Iteration 70Q: 3 clusters Score -2421494 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23968 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -2421504.500000 Penalty: 5073.659180 Iteration 71Q: 3 clusters Score -2421504 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24011 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -2421515.250000 Penalty: 5073.659180 Iteration 72Q: 3 clusters Score -2421515 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24061 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -2421528.500000 Penalty: 5073.659180 Iteration 73Q: 3 clusters Score -2421528 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24134 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -2421540.750000 Penalty: 5073.659180 Iteration 74Q: 3 clusters Score -2421541 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24210 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -2421555.750000 Penalty: 5073.659180 Iteration 75Q: 3 clusters Score -2421556 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24287 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -2421572.750000 Penalty: 5073.659180 Iteration 76Q: 3 clusters Score -2421573 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24361 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -2421594.250000 Penalty: 5073.659180 Iteration 77Q: 3 clusters Score -2421594 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24468 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -2421627.750000 Penalty: 5073.659180 Iteration 78Q: 3 clusters Score -2421628 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24593 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -2421655.750000 Penalty: 5073.659180 Iteration 79Q: 3 clusters Score -2421656 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24722 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -2421697.000000 Penalty: 5073.659180 Iteration 80F: 3 clusters Score -2421697 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24860 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -2421750.500000 Penalty: 5073.659180 Iteration 81Q: 3 clusters Score -2421750 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24994 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -2421792.500000 Penalty: 5073.659180 Iteration 82Q: 3 clusters Score -2421792 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25124 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -2421849.250000 Penalty: 5073.659180 Iteration 83Q: 3 clusters Score -2421849 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25259 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -2421886.000000 Penalty: 5073.659180 Iteration 84Q: 3 clusters Score -2421886 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25404 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -2421957.250000 Penalty: 5073.659180 Iteration 85Q: 3 clusters Score -2421957 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25542 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -2422021.500000 Penalty: 5073.659180 Iteration 86Q: 3 clusters Score -2422022 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25662 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -2422068.750000 Penalty: 5073.659180 Iteration 87Q: 3 clusters Score -2422069 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25765 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -2422117.250000 Penalty: 5073.659180 Iteration 88Q: 3 clusters Score -2422117 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25848 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -2422150.000000 Penalty: 5073.659180 Iteration 89Q: 3 clusters Score -2422150 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25920 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -2422178.500000 Penalty: 5073.659180 Iteration 90Q: 3 clusters Score -2422178 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25987 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -2422210.250000 Penalty: 5073.659180 Iteration 91Q: 3 clusters Score -2422210 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26049 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -2422251.500000 Penalty: 5073.659180 Iteration 92Q: 3 clusters Score -2422252 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26106 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -2422289.000000 Penalty: 5073.659180 Iteration 93Q: 3 clusters Score -2422289 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26172 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -2422335.750000 Penalty: 5073.659180 Iteration 94Q: 3 clusters Score -2422336 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26217 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -2422373.500000 Penalty: 5073.659180 Iteration 95Q: 3 clusters Score -2422374 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26268 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -2422408.000000 Penalty: 5073.659180 Iteration 96Q: 3 clusters Score -2422408 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26302 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -2422433.000000 Penalty: 5073.659180 Iteration 97Q: 3 clusters Score -2422433 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26328 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -2422472.250000 Penalty: 5073.659180 Iteration 98Q: 3 clusters Score -2422472 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26362 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -2422507.250000 Penalty: 5073.659180 Iteration 99Q: 3 clusters Score -2422507 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26373 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -2422520.000000 Penalty: 5073.659180 Iteration 100F: 3 clusters Score -2422520 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26386 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -2422530.000000 Penalty: 5073.659180 Iteration 101Q: 3 clusters Score -2422530 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26394 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -2422537.500000 Penalty: 5073.659180 Iteration 102Q: 3 clusters Score -2422538 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26400 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -2422533.500000 Penalty: 5073.659180 Iteration 103Q: 3 clusters Score -2422534 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26405 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -2422543.500000 Penalty: 5073.659180 Iteration 104Q: 3 clusters Score -2422544 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26413 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -2422546.500000 Penalty: 5073.659180 Iteration 105Q: 3 clusters Score -2422546 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26426 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -2422555.000000 Penalty: 5073.659180 Iteration 106Q: 3 clusters Score -2422555 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26434 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -2422561.250000 Penalty: 5073.659180 Iteration 107Q: 3 clusters Score -2422561 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26440 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -2422565.500000 Penalty: 5073.659180 Iteration 108Q: 3 clusters Score -2422566 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26447 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -2422568.750000 Penalty: 5073.659180 Iteration 109Q: 3 clusters Score -2422569 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26452 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -2422565.500000 Penalty: 5073.659180 Iteration 110Q: 3 clusters Score -2422566 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26453 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -2422566.750000 Penalty: 5073.659180 Iteration 111Q: 3 clusters Score -2422567 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26453 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -2422570.250000 Penalty: 5073.659180 Iteration 112Q: 3 clusters Score -2422570 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26453 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -2422572.000000 Penalty: 5073.659180 Iteration 113Q: 3 clusters Score -2422572 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26452 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -2422573.000000 Penalty: 5073.659180 Iteration 114Q: 3 clusters Score -2422573 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26452 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -2422573.000000 Penalty: 5073.659180 Iteration 115F: 3 clusters Score -2422573 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (7023 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7023 members Entering Unmasked Estep Score: -649054.437500 Penalty: 2196.522705 Iteration 0F: 2 clusters Score -649054.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -643287.062500 Penalty: 4393.045410 Iteration 0F: 3 clusters Score -643287.1 nChanged 2762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -644816.125000 Penalty: 4393.045410 Iteration 1F: 3 clusters Score -644816.1 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -645094.812500 Penalty: 4393.045410 Iteration 2F: 3 clusters Score -645094.8 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -645286.187500 Penalty: 4393.045410 Iteration 3F: 3 clusters Score -645286.2 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -645460.062500 Penalty: 4393.045410 Iteration 4Q: 3 clusters Score -645460.1 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -645637.437500 Penalty: 4393.045410 Iteration 5Q: 3 clusters Score -645637.4 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -645832.500000 Penalty: 4393.045410 Iteration 6Q: 3 clusters Score -645832.5 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -646090.000000 Penalty: 4393.045410 Iteration 7Q: 3 clusters Score -646090 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5299 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -646445.187500 Penalty: 4393.045410 Iteration 8F: 3 clusters Score -646445.2 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -646875.187500 Penalty: 4393.045410 Iteration 9F: 3 clusters Score -646875.2 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5829 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -647296.000000 Penalty: 4393.045410 Iteration 10F: 3 clusters Score -647296 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -647615.250000 Penalty: 4393.045410 Iteration 11Q: 3 clusters Score -647615.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6131 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -647789.812500 Penalty: 4393.045410 Iteration 12Q: 3 clusters Score -647789.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -647860.000000 Penalty: 4393.045410 Iteration 13Q: 3 clusters Score -647860 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -647899.062500 Penalty: 4393.045410 Iteration 14Q: 3 clusters Score -647899.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6252 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -647923.000000 Penalty: 4393.045410 Iteration 15Q: 3 clusters Score -647923 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6262 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -647937.250000 Penalty: 4393.045410 Iteration 16Q: 3 clusters Score -647937.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6272 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -647947.937500 Penalty: 4393.045410 Iteration 17Q: 3 clusters Score -647947.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -647953.625000 Penalty: 4393.045410 Iteration 18Q: 3 clusters Score -647953.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6282 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -647955.937500 Penalty: 4393.045410 Iteration 19Q: 3 clusters Score -647955.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -647957.187500 Penalty: 4393.045410 Iteration 20F: 3 clusters Score -647957.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -647956.812500 Penalty: 4393.045410 Iteration 21Q: 3 clusters Score -647956.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -647956.812500 Penalty: 4393.045410 Iteration 22F: 3 clusters Score -647956.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9935 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9935 members Entering Unmasked Estep Score: -876315.500000 Penalty: 2282.547119 Iteration 0F: 2 clusters Score -876315.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -868677.062500 Penalty: 4565.094238 Iteration 0F: 3 clusters Score -868677.1 nChanged 4140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -870984.187500 Penalty: 4565.094238 Iteration 1F: 3 clusters Score -870984.2 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -871395.687500 Penalty: 4565.094238 Iteration 2F: 3 clusters Score -871395.7 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -871680.875000 Penalty: 4565.094238 Iteration 3F: 3 clusters Score -871680.9 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -871921.562500 Penalty: 4565.094238 Iteration 4Q: 3 clusters Score -871921.6 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5767 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -872147.812500 Penalty: 4565.094238 Iteration 5Q: 3 clusters Score -872147.8 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -872342.687500 Penalty: 4565.094238 Iteration 6Q: 3 clusters Score -872342.7 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -872523.750000 Penalty: 4565.094238 Iteration 7Q: 3 clusters Score -872523.8 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -872704.437500 Penalty: 4565.094238 Iteration 8Q: 3 clusters Score -872704.4 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6510 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -872874.312500 Penalty: 4565.094238 Iteration 9Q: 3 clusters Score -872874.3 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -873037.750000 Penalty: 4565.094238 Iteration 10Q: 3 clusters Score -873037.8 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6964 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -873188.500000 Penalty: 4565.094238 Iteration 11Q: 3 clusters Score -873188.5 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -873341.562500 Penalty: 4565.094238 Iteration 12Q: 3 clusters Score -873341.6 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7429 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -873481.687500 Penalty: 4565.094238 Iteration 13Q: 3 clusters Score -873481.7 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7641 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -873617.562500 Penalty: 4565.094238 Iteration 14Q: 3 clusters Score -873617.6 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7834 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -873742.625000 Penalty: 4565.094238 Iteration 15Q: 3 clusters Score -873742.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7991 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -873833.500000 Penalty: 4565.094238 Iteration 16Q: 3 clusters Score -873833.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8121 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -873912.187500 Penalty: 4565.094238 Iteration 17Q: 3 clusters Score -873912.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8240 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -873984.937500 Penalty: 4565.094238 Iteration 18Q: 3 clusters Score -873984.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8335 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -874054.312500 Penalty: 4565.094238 Iteration 19Q: 3 clusters Score -874054.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8429 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -874117.875000 Penalty: 4565.094238 Iteration 20F: 3 clusters Score -874117.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8509 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -874180.937500 Penalty: 4565.094238 Iteration 21Q: 3 clusters Score -874180.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8570 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -874234.187500 Penalty: 4565.094238 Iteration 22Q: 3 clusters Score -874234.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8634 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -874278.875000 Penalty: 4565.094238 Iteration 23Q: 3 clusters Score -874278.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8676 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -874311.312500 Penalty: 4565.094238 Iteration 24Q: 3 clusters Score -874311.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8710 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -874338.062500 Penalty: 4565.094238 Iteration 25Q: 3 clusters Score -874338.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8749 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -874361.437500 Penalty: 4565.094238 Iteration 26Q: 3 clusters Score -874361.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8782 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -874391.312500 Penalty: 4565.094238 Iteration 27Q: 3 clusters Score -874391.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8810 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -874410.562500 Penalty: 4565.094238 Iteration 28Q: 3 clusters Score -874410.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8829 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -874425.875000 Penalty: 4565.094238 Iteration 29Q: 3 clusters Score -874425.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8845 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -874444.125000 Penalty: 4565.094238 Iteration 30Q: 3 clusters Score -874444.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8860 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -874453.312500 Penalty: 4565.094238 Iteration 31Q: 3 clusters Score -874453.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8869 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -874462.125000 Penalty: 4565.094238 Iteration 32Q: 3 clusters Score -874462.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8882 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -874467.875000 Penalty: 4565.094238 Iteration 33Q: 3 clusters Score -874467.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8886 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -874472.937500 Penalty: 4565.094238 Iteration 34Q: 3 clusters Score -874472.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8891 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -874475.187500 Penalty: 4565.094238 Iteration 35Q: 3 clusters Score -874475.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -874475.625000 Penalty: 4565.094238 Iteration 36Q: 3 clusters Score -874475.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8899 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -874479.312500 Penalty: 4565.094238 Iteration 37Q: 3 clusters Score -874479.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8904 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -874479.937500 Penalty: 4565.094238 Iteration 38Q: 3 clusters Score -874479.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8909 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -874480.062500 Penalty: 4565.094238 Iteration 39Q: 3 clusters Score -874480.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8912 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -874482.500000 Penalty: 4565.094238 Iteration 40F: 3 clusters Score -874482.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8913 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -874482.875000 Penalty: 4565.094238 Iteration 41Q: 3 clusters Score -874482.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8912 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -874485.312500 Penalty: 4565.094238 Iteration 42Q: 3 clusters Score -874485.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8916 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -874486.937500 Penalty: 4565.094238 Iteration 43Q: 3 clusters Score -874486.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8916 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -874488.000000 Penalty: 4565.094238 Iteration 44Q: 3 clusters Score -874488 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8916 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -874488.000000 Penalty: 4565.094238 Iteration 45F: 3 clusters Score -874488 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (382628 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382628 members Entering Unmasked Estep Score: -34670940.000000 Penalty: 3187.994873 Iteration 0F: 2 clusters Score -3.467094e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191701 members Mstep: Class 2 contains 190927 members Entering Unmasked Estep Score: -34415072.000000 Penalty: 6375.989746 Iteration 0F: 3 clusters Score -3.441507e+07 nChanged 185832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205963 members Mstep: Class 2 contains 176665 members Entering Unmasked Estep Score: -34526780.000000 Penalty: 6375.989746 Iteration 1F: 3 clusters Score -3.452678e+07 nChanged 13739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215628 members Mstep: Class 2 contains 167000 members Entering Unmasked Estep Score: -34531192.000000 Penalty: 6375.989746 Iteration 2Q: 3 clusters Score -3.453119e+07 nChanged 19244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230644 members Mstep: Class 2 contains 151984 members Entering Unmasked Estep Score: -34540504.000000 Penalty: 6375.989746 Iteration 3F: 3 clusters Score -3.45405e+07 nChanged 26110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252288 members Mstep: Class 2 contains 130340 members Entering Unmasked Estep Score: -34556880.000000 Penalty: 6375.989746 Iteration 4F: 3 clusters Score -3.455688e+07 nChanged 31453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279607 members Mstep: Class 2 contains 103021 members Entering Unmasked Estep Score: -34580984.000000 Penalty: 6375.989746 Iteration 5F: 3 clusters Score -3.458098e+07 nChanged 32049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308642 members Mstep: Class 2 contains 73986 members Entering Unmasked Estep Score: -34607292.000000 Penalty: 6375.989746 Iteration 6F: 3 clusters Score -3.460729e+07 nChanged 26872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334102 members Mstep: Class 2 contains 48526 members Entering Unmasked Estep Score: -34630292.000000 Penalty: 6375.989746 Iteration 7F: 3 clusters Score -3.463029e+07 nChanged 19689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353359 members Mstep: Class 2 contains 29269 members Entering Unmasked Estep Score: -34646896.000000 Penalty: 6375.989746 Iteration 8F: 3 clusters Score -3.46469e+07 nChanged 12762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365997 members Mstep: Class 2 contains 16631 members Entering Unmasked Estep Score: -34658276.000000 Penalty: 6375.989746 Iteration 9Q: 3 clusters Score -3.465828e+07 nChanged 7091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373064 members Mstep: Class 2 contains 9564 members Entering Unmasked Estep Score: -34664548.000000 Penalty: 6375.989746 Iteration 10Q: 3 clusters Score -3.466455e+07 nChanged 3212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376178 members Mstep: Class 2 contains 6450 members Entering Unmasked Estep Score: -34667520.000000 Penalty: 6375.989746 Iteration 11Q: 3 clusters Score -3.466752e+07 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377245 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -34669184.000000 Penalty: 6375.989746 Iteration 12Q: 3 clusters Score -3.466918e+07 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377488 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -34670280.000000 Penalty: 6375.989746 Iteration 13Q: 3 clusters Score -3.467028e+07 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377528 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -34670812.000000 Penalty: 6375.989746 Iteration 14Q: 3 clusters Score -3.467081e+07 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377545 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -34671172.000000 Penalty: 6375.989746 Iteration 15Q: 3 clusters Score -3.467117e+07 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377586 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -34671464.000000 Penalty: 6375.989746 Iteration 16Q: 3 clusters Score -3.467146e+07 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377637 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: -34671620.000000 Penalty: 6375.989746 Iteration 17Q: 3 clusters Score -3.467162e+07 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377702 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -34671724.000000 Penalty: 6375.989746 Iteration 18Q: 3 clusters Score -3.467172e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377766 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -34671792.000000 Penalty: 6375.989746 Iteration 19Q: 3 clusters Score -3.467179e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377808 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -34671872.000000 Penalty: 6375.989746 Iteration 20F: 3 clusters Score -3.467187e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377837 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -34671920.000000 Penalty: 6375.989746 Iteration 21Q: 3 clusters Score -3.467192e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377865 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -34671936.000000 Penalty: 6375.989746 Iteration 22Q: 3 clusters Score -3.467194e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377882 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -34671908.000000 Penalty: 6375.989746 Iteration 23Q: 3 clusters Score -3.467191e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377909 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -34671944.000000 Penalty: 6375.989746 Iteration 24Q: 3 clusters Score -3.467194e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377932 members Mstep: Class 2 contains 4696 members Entering Unmasked Estep Score: -34671948.000000 Penalty: 6375.989746 Iteration 25Q: 3 clusters Score -3.467195e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377944 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -34671940.000000 Penalty: 6375.989746 Iteration 26Q: 3 clusters Score -3.467194e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377953 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -34671948.000000 Penalty: 6375.989746 Iteration 27Q: 3 clusters Score -3.467195e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377956 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -34671956.000000 Penalty: 6375.989746 Iteration 28Q: 3 clusters Score -3.467196e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377960 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -34671940.000000 Penalty: 6375.989746 Iteration 29Q: 3 clusters Score -3.467194e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377961 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -34671972.000000 Penalty: 6375.989746 Iteration 30Q: 3 clusters Score -3.467197e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377961 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -34671976.000000 Penalty: 6375.989746 Iteration 31Q: 3 clusters Score -3.467198e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377965 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -34671968.000000 Penalty: 6375.989746 Iteration 32Q: 3 clusters Score -3.467197e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377966 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -34671964.000000 Penalty: 6375.989746 Iteration 33Q: 3 clusters Score -3.467196e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377968 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -34671960.000000 Penalty: 6375.989746 Iteration 34Q: 3 clusters Score -3.467196e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377969 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -34671980.000000 Penalty: 6375.989746 Iteration 35Q: 3 clusters Score -3.467198e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377970 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -34671972.000000 Penalty: 6375.989746 Iteration 36Q: 3 clusters Score -3.467197e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377971 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -34671968.000000 Penalty: 6375.989746 Iteration 37Q: 3 clusters Score -3.467197e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377972 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -34671972.000000 Penalty: 6375.989746 Iteration 38Q: 3 clusters Score -3.467197e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377972 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -34671972.000000 Penalty: 6375.989746 Iteration 39F: 3 clusters Score -3.467197e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 14985 members Mstep: Class 2 contains 10471 members Mstep: Class 3 contains 4656 members Mstep: Class 6 contains 194629 members Mstep: Class 7 contains 27699 members Mstep: Class 8 contains 7023 members Mstep: Class 9 contains 9935 members Mstep: Class 11 contains 377972 members Mstep: Class 12 contains 20761 members Mstep: Class 13 contains 1936 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1796 members Mstep: Class 19 contains 20035 members Mstep: Class 20 contains 3178 members Mstep: Class 21 contains 77014 members Mstep: Class 24 contains 1321 members Entering Unmasked Estep Score: -68850136.000000 Penalty: 53808.058594 Splitting cluster 11 changes total score from -68848152.000000 to -68850136.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 12 (20761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20761 members Entering Unmasked Estep Score: -1895643.625000 Penalty: 2465.326172 Iteration 0F: 2 clusters Score -1895644 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10454 members Mstep: Class 2 contains 10307 members Entering Unmasked Estep Score: -1881059.875000 Penalty: 4930.652344 Iteration 0F: 3 clusters Score -1881060 nChanged 9219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10695 members Mstep: Class 2 contains 10066 members Entering Unmasked Estep Score: -1886177.625000 Penalty: 4930.652344 Iteration 1F: 3 clusters Score -1886178 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10754 members Mstep: Class 2 contains 10007 members Entering Unmasked Estep Score: -1886757.500000 Penalty: 4930.652344 Iteration 2F: 3 clusters Score -1886758 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10717 members Mstep: Class 2 contains 10044 members Entering Unmasked Estep Score: -1887435.750000 Penalty: 4930.652344 Iteration 3F: 3 clusters Score -1887436 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10467 members Mstep: Class 2 contains 10294 members Entering Unmasked Estep Score: -1888477.250000 Penalty: 4930.652344 Iteration 4F: 3 clusters Score -1888477 nChanged 1657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9932 members Mstep: Class 2 contains 10829 members Entering Unmasked Estep Score: -1890233.750000 Penalty: 4930.652344 Iteration 5F: 3 clusters Score -1890234 nChanged 1975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9067 members Mstep: Class 2 contains 11694 members Entering Unmasked Estep Score: -1892607.250000 Penalty: 4930.652344 Iteration 6F: 3 clusters Score -1892607 nChanged 1889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8144 members Mstep: Class 2 contains 12617 members Entering Unmasked Estep Score: -1894979.125000 Penalty: 4930.652344 Iteration 7F: 3 clusters Score -1894979 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7612 members Mstep: Class 2 contains 13149 members Entering Unmasked Estep Score: -1896393.500000 Penalty: 4930.652344 Iteration 8F: 3 clusters Score -1896394 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7452 members Mstep: Class 2 contains 13309 members Entering Unmasked Estep Score: -1896868.875000 Penalty: 4930.652344 Iteration 9Q: 3 clusters Score -1896869 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7398 members Mstep: Class 2 contains 13363 members Entering Unmasked Estep Score: -1897013.000000 Penalty: 4930.652344 Iteration 10Q: 3 clusters Score -1897013 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 13375 members Entering Unmasked Estep Score: -1897064.250000 Penalty: 4930.652344 Iteration 11Q: 3 clusters Score -1897064 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7410 members Mstep: Class 2 contains 13351 members Entering Unmasked Estep Score: -1897094.375000 Penalty: 4930.652344 Iteration 12Q: 3 clusters Score -1897094 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7436 members Mstep: Class 2 contains 13325 members Entering Unmasked Estep Score: -1897106.875000 Penalty: 4930.652344 Iteration 13Q: 3 clusters Score -1897107 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7487 members Mstep: Class 2 contains 13274 members Entering Unmasked Estep Score: -1897114.750000 Penalty: 4930.652344 Iteration 14Q: 3 clusters Score -1897115 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Mstep: Class 2 contains 13244 members Entering Unmasked Estep Score: -1897117.125000 Penalty: 4930.652344 Iteration 15Q: 3 clusters Score -1897117 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7556 members Mstep: Class 2 contains 13205 members Entering Unmasked Estep Score: -1897129.000000 Penalty: 4930.652344 Iteration 16Q: 3 clusters Score -1897129 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7609 members Mstep: Class 2 contains 13152 members Entering Unmasked Estep Score: -1897127.000000 Penalty: 4930.652344 Iteration 17Q: 3 clusters Score -1897127 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7663 members Mstep: Class 2 contains 13098 members Entering Unmasked Estep Score: -1897138.250000 Penalty: 4930.652344 Iteration 18Q: 3 clusters Score -1897138 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 13040 members Entering Unmasked Estep Score: -1897149.500000 Penalty: 4930.652344 Iteration 19Q: 3 clusters Score -1897150 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7770 members Mstep: Class 2 contains 12991 members Entering Unmasked Estep Score: -1897147.625000 Penalty: 4930.652344 Iteration 20F: 3 clusters Score -1897148 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7813 members Mstep: Class 2 contains 12948 members Entering Unmasked Estep Score: -1897158.125000 Penalty: 4930.652344 Iteration 21Q: 3 clusters Score -1897158 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 12898 members Entering Unmasked Estep Score: -1897163.750000 Penalty: 4930.652344 Iteration 22Q: 3 clusters Score -1897164 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7918 members Mstep: Class 2 contains 12843 members Entering Unmasked Estep Score: -1897168.000000 Penalty: 4930.652344 Iteration 23Q: 3 clusters Score -1897168 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7968 members Mstep: Class 2 contains 12793 members Entering Unmasked Estep Score: -1897178.375000 Penalty: 4930.652344 Iteration 24Q: 3 clusters Score -1897178 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8031 members Mstep: Class 2 contains 12730 members Entering Unmasked Estep Score: -1897183.625000 Penalty: 4930.652344 Iteration 25Q: 3 clusters Score -1897184 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8092 members Mstep: Class 2 contains 12669 members Entering Unmasked Estep Score: -1897190.500000 Penalty: 4930.652344 Iteration 26Q: 3 clusters Score -1897190 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8164 members Mstep: Class 2 contains 12597 members Entering Unmasked Estep Score: -1897200.875000 Penalty: 4930.652344 Iteration 27Q: 3 clusters Score -1897201 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8236 members Mstep: Class 2 contains 12525 members Entering Unmasked Estep Score: -1897208.125000 Penalty: 4930.652344 Iteration 28Q: 3 clusters Score -1897208 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8309 members Mstep: Class 2 contains 12452 members Entering Unmasked Estep Score: -1897222.125000 Penalty: 4930.652344 Iteration 29Q: 3 clusters Score -1897222 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8406 members Mstep: Class 2 contains 12355 members Entering Unmasked Estep Score: -1897234.375000 Penalty: 4930.652344 Iteration 30Q: 3 clusters Score -1897234 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8517 members Mstep: Class 2 contains 12244 members Entering Unmasked Estep Score: -1897247.750000 Penalty: 4930.652344 Iteration 31Q: 3 clusters Score -1897248 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8651 members Mstep: Class 2 contains 12110 members Entering Unmasked Estep Score: -1897280.625000 Penalty: 4930.652344 Iteration 32Q: 3 clusters Score -1897281 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8815 members Mstep: Class 2 contains 11946 members Entering Unmasked Estep Score: -1897315.625000 Penalty: 4930.652344 Iteration 33Q: 3 clusters Score -1897316 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9008 members Mstep: Class 2 contains 11753 members Entering Unmasked Estep Score: -1897357.750000 Penalty: 4930.652344 Iteration 34Q: 3 clusters Score -1897358 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9241 members Mstep: Class 2 contains 11520 members Entering Unmasked Estep Score: -1897431.000000 Penalty: 4930.652344 Iteration 35Q: 3 clusters Score -1897431 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9512 members Mstep: Class 2 contains 11249 members Entering Unmasked Estep Score: -1897502.750000 Penalty: 4930.652344 Iteration 36Q: 3 clusters Score -1897503 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9828 members Mstep: Class 2 contains 10933 members Entering Unmasked Estep Score: -1897620.375000 Penalty: 4930.652344 Iteration 37Q: 3 clusters Score -1897620 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10202 members Mstep: Class 2 contains 10559 members Entering Unmasked Estep Score: -1897772.250000 Penalty: 4930.652344 Iteration 38Q: 3 clusters Score -1897772 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10607 members Mstep: Class 2 contains 10154 members Entering Unmasked Estep Score: -1897962.000000 Penalty: 4930.652344 Iteration 39Q: 3 clusters Score -1897962 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11057 members Mstep: Class 2 contains 9704 members Entering Unmasked Estep Score: -1898177.125000 Penalty: 4930.652344 Iteration 40F: 3 clusters Score -1898177 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11483 members Mstep: Class 2 contains 9278 members Entering Unmasked Estep Score: -1898416.250000 Penalty: 4930.652344 Iteration 41Q: 3 clusters Score -1898416 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11901 members Mstep: Class 2 contains 8860 members Entering Unmasked Estep Score: -1898641.125000 Penalty: 4930.652344 Iteration 42Q: 3 clusters Score -1898641 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12280 members Mstep: Class 2 contains 8481 members Entering Unmasked Estep Score: -1898841.625000 Penalty: 4930.652344 Iteration 43Q: 3 clusters Score -1898842 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12599 members Mstep: Class 2 contains 8162 members Entering Unmasked Estep Score: -1899007.875000 Penalty: 4930.652344 Iteration 44Q: 3 clusters Score -1899008 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12876 members Mstep: Class 2 contains 7885 members Entering Unmasked Estep Score: -1899141.625000 Penalty: 4930.652344 Iteration 45Q: 3 clusters Score -1899142 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13133 members Mstep: Class 2 contains 7628 members Entering Unmasked Estep Score: -1899254.875000 Penalty: 4930.652344 Iteration 46Q: 3 clusters Score -1899255 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13338 members Mstep: Class 2 contains 7423 members Entering Unmasked Estep Score: -1899342.375000 Penalty: 4930.652344 Iteration 47Q: 3 clusters Score -1899342 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13493 members Mstep: Class 2 contains 7268 members Entering Unmasked Estep Score: -1899394.250000 Penalty: 4930.652344 Iteration 48Q: 3 clusters Score -1899394 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13611 members Mstep: Class 2 contains 7150 members Entering Unmasked Estep Score: -1899421.125000 Penalty: 4930.652344 Iteration 49Q: 3 clusters Score -1899421 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13698 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -1899430.625000 Penalty: 4930.652344 Iteration 50Q: 3 clusters Score -1899431 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13757 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -1899444.500000 Penalty: 4930.652344 Iteration 51Q: 3 clusters Score -1899444 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13795 members Mstep: Class 2 contains 6966 members Entering Unmasked Estep Score: -1899457.625000 Penalty: 4930.652344 Iteration 52Q: 3 clusters Score -1899458 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13820 members Mstep: Class 2 contains 6941 members Entering Unmasked Estep Score: -1899452.625000 Penalty: 4930.652344 Iteration 53Q: 3 clusters Score -1899453 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13834 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -1899459.500000 Penalty: 4930.652344 Iteration 54Q: 3 clusters Score -1899460 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13846 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -1899460.875000 Penalty: 4930.652344 Iteration 55Q: 3 clusters Score -1899461 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13856 members Mstep: Class 2 contains 6905 members Entering Unmasked Estep Score: -1899464.625000 Penalty: 4930.652344 Iteration 56Q: 3 clusters Score -1899465 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13863 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -1899462.750000 Penalty: 4930.652344 Iteration 57Q: 3 clusters Score -1899463 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13871 members Mstep: Class 2 contains 6890 members Entering Unmasked Estep Score: -1899461.750000 Penalty: 4930.652344 Iteration 58Q: 3 clusters Score -1899462 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13876 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -1899463.375000 Penalty: 4930.652344 Iteration 59Q: 3 clusters Score -1899463 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13885 members Mstep: Class 2 contains 6876 members Entering Unmasked Estep Score: -1899465.875000 Penalty: 4930.652344 Iteration 60F: 3 clusters Score -1899466 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13890 members Mstep: Class 2 contains 6871 members Entering Unmasked Estep Score: -1899465.000000 Penalty: 4930.652344 Iteration 61Q: 3 clusters Score -1899465 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13892 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -1899464.750000 Penalty: 4930.652344 Iteration 62Q: 3 clusters Score -1899465 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13893 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -1899464.250000 Penalty: 4930.652344 Iteration 63Q: 3 clusters Score -1899464 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13895 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -1899463.750000 Penalty: 4930.652344 Iteration 64Q: 3 clusters Score -1899464 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13895 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -1899463.750000 Penalty: 4930.652344 Iteration 65F: 3 clusters Score -1899464 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 14985 members Mstep: Class 2 contains 10471 members Mstep: Class 3 contains 4656 members Mstep: Class 4 contains 6866 members Mstep: Class 6 contains 194629 members Mstep: Class 7 contains 27699 members Mstep: Class 8 contains 7023 members Mstep: Class 9 contains 9935 members Mstep: Class 11 contains 377972 members Mstep: Class 12 contains 13895 members Mstep: Class 13 contains 1936 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1796 members Mstep: Class 19 contains 20035 members Mstep: Class 20 contains 3178 members Mstep: Class 21 contains 77014 members Mstep: Class 24 contains 1321 members Entering Unmasked Estep Score: -68853320.000000 Penalty: 57171.062500 Splitting cluster 12 changes total score from -68848152.000000 to -68853320.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 13 (1936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Entering Unmasked Estep Score: -146809.218750 Penalty: 1876.958130 Iteration 0F: 2 clusters Score -146809.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -144286.468750 Penalty: 3753.916260 Iteration 0F: 3 clusters Score -144286.5 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -145066.187500 Penalty: 3753.916260 Iteration 1F: 3 clusters Score -145066.2 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -145704.781250 Penalty: 3753.916260 Iteration 2F: 3 clusters Score -145704.8 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -146195.640625 Penalty: 3753.916260 Iteration 3F: 3 clusters Score -146195.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -146457.421875 Penalty: 3753.916260 Iteration 4F: 3 clusters Score -146457.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -146609.390625 Penalty: 3753.916260 Iteration 5Q: 3 clusters Score -146609.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -146712.953125 Penalty: 3753.916260 Iteration 6Q: 3 clusters Score -146713 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -146780.421875 Penalty: 3753.916260 Iteration 7Q: 3 clusters Score -146780.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -146807.000000 Penalty: 3753.916260 Iteration 8Q: 3 clusters Score -146807 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -146829.875000 Penalty: 3753.916260 Iteration 9Q: 3 clusters Score -146829.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -146843.437500 Penalty: 3753.916260 Iteration 10Q: 3 clusters Score -146843.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -146850.640625 Penalty: 3753.916260 Iteration 11Q: 3 clusters Score -146850.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -146864.906250 Penalty: 3753.916260 Iteration 12Q: 3 clusters Score -146864.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -146869.281250 Penalty: 3753.916260 Iteration 13Q: 3 clusters Score -146869.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -146870.609375 Penalty: 3753.916260 Iteration 14Q: 3 clusters Score -146870.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -146871.875000 Penalty: 3753.916260 Iteration 15Q: 3 clusters Score -146871.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -146882.734375 Penalty: 3753.916260 Iteration 16F: 3 clusters Score -146882.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -146934.375000 Penalty: 3753.916260 Iteration 17Q: 3 clusters Score -146934.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -146942.703125 Penalty: 3753.916260 Iteration 18Q: 3 clusters Score -146942.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -146949.296875 Penalty: 3753.916260 Iteration 19Q: 3 clusters Score -146949.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -146952.109375 Penalty: 3753.916260 Iteration 20F: 3 clusters Score -146952.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -146953.203125 Penalty: 3753.916260 Iteration 21Q: 3 clusters Score -146953.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -146953.203125 Penalty: 3753.916260 Iteration 22F: 3 clusters Score -146953.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 14985 members Mstep: Class 2 contains 10471 members Mstep: Class 3 contains 4656 members Mstep: Class 4 contains 6866 members Mstep: Class 5 contains 466 members Mstep: Class 6 contains 194629 members Mstep: Class 7 contains 27699 members Mstep: Class 8 contains 7023 members Mstep: Class 9 contains 9935 members Mstep: Class 11 contains 377972 members Mstep: Class 12 contains 13895 members Mstep: Class 13 contains 1470 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1796 members Mstep: Class 19 contains 20035 members Mstep: Class 20 contains 3178 members Mstep: Class 21 contains 77014 members Mstep: Class 24 contains 1321 members Entering Unmasked Estep Score: -68852088.000000 Penalty: 60534.062500 Splitting cluster 13 changes total score from -68848152.000000 to -68852088.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 16 (1387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Entering Unmasked Estep Score: -115302.867188 Penalty: 1794.254883 Iteration 0F: 2 clusters Score -115302.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -113099.148438 Penalty: 3588.509766 Iteration 0F: 3 clusters Score -113099.1 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -113502.484375 Penalty: 3588.509766 Iteration 1F: 3 clusters Score -113502.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -113618.296875 Penalty: 3588.509766 Iteration 2F: 3 clusters Score -113618.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -113734.937500 Penalty: 3588.509766 Iteration 3Q: 3 clusters Score -113734.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -113872.359375 Penalty: 3588.509766 Iteration 4Q: 3 clusters Score -113872.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -114014.210938 Penalty: 3588.509766 Iteration 5Q: 3 clusters Score -114014.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -114125.765625 Penalty: 3588.509766 Iteration 6Q: 3 clusters Score -114125.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -114306.460938 Penalty: 3588.509766 Iteration 7Q: 3 clusters Score -114306.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -114624.109375 Penalty: 3588.509766 Iteration 8Q: 3 clusters Score -114624.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -114795.890625 Penalty: 3588.509766 Iteration 9Q: 3 clusters Score -114795.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -114915.328125 Penalty: 3588.509766 Iteration 10Q: 3 clusters Score -114915.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -115011.250000 Penalty: 3588.509766 Iteration 11Q: 3 clusters Score -115011.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -115113.054688 Penalty: 3588.509766 Iteration 12Q: 3 clusters Score -115113.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -115146.437500 Penalty: 3588.509766 Iteration 13Q: 3 clusters Score -115146.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -115163.109375 Penalty: 3588.509766 Iteration 14Q: 3 clusters Score -115163.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -115183.453125 Penalty: 3588.509766 Iteration 15Q: 3 clusters Score -115183.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -115194.429688 Penalty: 3588.509766 Iteration 16Q: 3 clusters Score -115194.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -115201.015625 Penalty: 3588.509766 Iteration 17Q: 3 clusters Score -115201 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -115208.601562 Penalty: 3588.509766 Iteration 18Q: 3 clusters Score -115208.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -115212.546875 Penalty: 3588.509766 Iteration 19Q: 3 clusters Score -115212.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -115217.117188 Penalty: 3588.509766 Iteration 20F: 3 clusters Score -115217.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -115221.531250 Penalty: 3588.509766 Iteration 21Q: 3 clusters Score -115221.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -115225.703125 Penalty: 3588.509766 Iteration 22Q: 3 clusters Score -115225.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -115232.585938 Penalty: 3588.509766 Iteration 23Q: 3 clusters Score -115232.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -115237.453125 Penalty: 3588.509766 Iteration 24Q: 3 clusters Score -115237.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -115240.968750 Penalty: 3588.509766 Iteration 25Q: 3 clusters Score -115241 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -115242.031250 Penalty: 3588.509766 Iteration 26Q: 3 clusters Score -115242 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -115242.875000 Penalty: 3588.509766 Iteration 27Q: 3 clusters Score -115242.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -115244.882812 Penalty: 3588.509766 Iteration 28Q: 3 clusters Score -115244.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -115249.554688 Penalty: 3588.509766 Iteration 29Q: 3 clusters Score -115249.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -115252.984375 Penalty: 3588.509766 Iteration 30Q: 3 clusters Score -115253 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -115255.601562 Penalty: 3588.509766 Iteration 31Q: 3 clusters Score -115255.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -115256.335938 Penalty: 3588.509766 Iteration 32Q: 3 clusters Score -115256.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -115257.882812 Penalty: 3588.509766 Iteration 33Q: 3 clusters Score -115257.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -115257.882812 Penalty: 3588.509766 Iteration 34F: 3 clusters Score -115257.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Entering Unmasked Estep Score: -147267.171875 Penalty: 1858.342651 Iteration 0F: 2 clusters Score -147267.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -144787.687500 Penalty: 3716.685303 Iteration 0F: 3 clusters Score -144787.7 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -145307.265625 Penalty: 3716.685303 Iteration 1F: 3 clusters Score -145307.3 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -145567.890625 Penalty: 3716.685303 Iteration 2F: 3 clusters Score -145567.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -145785.187500 Penalty: 3716.685303 Iteration 3F: 3 clusters Score -145785.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -145947.296875 Penalty: 3716.685303 Iteration 4F: 3 clusters Score -145947.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -146084.765625 Penalty: 3716.685303 Iteration 5F: 3 clusters Score -146084.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -146187.312500 Penalty: 3716.685303 Iteration 6Q: 3 clusters Score -146187.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -146264.359375 Penalty: 3716.685303 Iteration 7Q: 3 clusters Score -146264.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -146331.640625 Penalty: 3716.685303 Iteration 8Q: 3 clusters Score -146331.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -146392.718750 Penalty: 3716.685303 Iteration 9Q: 3 clusters Score -146392.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -146451.484375 Penalty: 3716.685303 Iteration 10Q: 3 clusters Score -146451.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -146491.984375 Penalty: 3716.685303 Iteration 11Q: 3 clusters Score -146492 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -146515.609375 Penalty: 3716.685303 Iteration 12Q: 3 clusters Score -146515.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -146526.359375 Penalty: 3716.685303 Iteration 13Q: 3 clusters Score -146526.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -146537.078125 Penalty: 3716.685303 Iteration 14Q: 3 clusters Score -146537.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -146545.406250 Penalty: 3716.685303 Iteration 15Q: 3 clusters Score -146545.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -146552.750000 Penalty: 3716.685303 Iteration 16Q: 3 clusters Score -146552.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -146556.609375 Penalty: 3716.685303 Iteration 17Q: 3 clusters Score -146556.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -146557.078125 Penalty: 3716.685303 Iteration 18Q: 3 clusters Score -146557.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -146558.375000 Penalty: 3716.685303 Iteration 19Q: 3 clusters Score -146558.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -146558.375000 Penalty: 3716.685303 Iteration 20F: 3 clusters Score -146558.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (20035 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20035 members Entering Unmasked Estep Score: -1863708.000000 Penalty: 2456.498535 Iteration 0F: 2 clusters Score -1863708 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10023 members Mstep: Class 2 contains 10012 members Entering Unmasked Estep Score: -1849495.375000 Penalty: 4912.997070 Iteration 0F: 3 clusters Score -1849495 nChanged 8880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10193 members Mstep: Class 2 contains 9842 members Entering Unmasked Estep Score: -1854416.500000 Penalty: 4912.997070 Iteration 1F: 3 clusters Score -1854416 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10385 members Mstep: Class 2 contains 9650 members Entering Unmasked Estep Score: -1854862.250000 Penalty: 4912.997070 Iteration 2F: 3 clusters Score -1854862 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 9335 members Entering Unmasked Estep Score: -1855261.625000 Penalty: 4912.997070 Iteration 3Q: 3 clusters Score -1855262 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11094 members Mstep: Class 2 contains 8941 members Entering Unmasked Estep Score: -1855655.750000 Penalty: 4912.997070 Iteration 4Q: 3 clusters Score -1855656 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11598 members Mstep: Class 2 contains 8437 members Entering Unmasked Estep Score: -1856124.000000 Penalty: 4912.997070 Iteration 5Q: 3 clusters Score -1856124 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12222 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -1856725.875000 Penalty: 4912.997070 Iteration 6F: 3 clusters Score -1856726 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12990 members Mstep: Class 2 contains 7045 members Entering Unmasked Estep Score: -1857538.250000 Penalty: 4912.997070 Iteration 7F: 3 clusters Score -1857538 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13943 members Mstep: Class 2 contains 6092 members Entering Unmasked Estep Score: -1858474.875000 Penalty: 4912.997070 Iteration 8F: 3 clusters Score -1858475 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14914 members Mstep: Class 2 contains 5121 members Entering Unmasked Estep Score: -1859486.750000 Penalty: 4912.997070 Iteration 9F: 3 clusters Score -1859487 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15878 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -1860465.875000 Penalty: 4912.997070 Iteration 10F: 3 clusters Score -1860466 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16639 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -1861227.000000 Penalty: 4912.997070 Iteration 11Q: 3 clusters Score -1861227 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17191 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -1861715.250000 Penalty: 4912.997070 Iteration 12Q: 3 clusters Score -1861715 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17588 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -1862028.250000 Penalty: 4912.997070 Iteration 13Q: 3 clusters Score -1862028 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17890 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -1862268.125000 Penalty: 4912.997070 Iteration 14Q: 3 clusters Score -1862268 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18147 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -1862431.875000 Penalty: 4912.997070 Iteration 15Q: 3 clusters Score -1862432 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18330 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -1862525.000000 Penalty: 4912.997070 Iteration 16Q: 3 clusters Score -1862525 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18461 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -1862588.125000 Penalty: 4912.997070 Iteration 17Q: 3 clusters Score -1862588 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18555 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -1862627.375000 Penalty: 4912.997070 Iteration 18Q: 3 clusters Score -1862627 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18625 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -1862651.250000 Penalty: 4912.997070 Iteration 19Q: 3 clusters Score -1862651 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18685 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -1862668.500000 Penalty: 4912.997070 Iteration 20F: 3 clusters Score -1862668 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18737 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -1862690.125000 Penalty: 4912.997070 Iteration 21Q: 3 clusters Score -1862690 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18781 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -1862702.750000 Penalty: 4912.997070 Iteration 22Q: 3 clusters Score -1862703 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18830 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -1862731.250000 Penalty: 4912.997070 Iteration 23Q: 3 clusters Score -1862731 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18876 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -1862750.875000 Penalty: 4912.997070 Iteration 24Q: 3 clusters Score -1862751 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18914 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -1862768.875000 Penalty: 4912.997070 Iteration 25Q: 3 clusters Score -1862769 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18947 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -1862783.125000 Penalty: 4912.997070 Iteration 26Q: 3 clusters Score -1862783 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18971 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -1862794.750000 Penalty: 4912.997070 Iteration 27Q: 3 clusters Score -1862795 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18990 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -1862805.500000 Penalty: 4912.997070 Iteration 28Q: 3 clusters Score -1862806 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19002 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -1862807.250000 Penalty: 4912.997070 Iteration 29Q: 3 clusters Score -1862807 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19011 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -1862815.375000 Penalty: 4912.997070 Iteration 30Q: 3 clusters Score -1862815 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19020 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -1862816.000000 Penalty: 4912.997070 Iteration 31Q: 3 clusters Score -1862816 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19024 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -1862818.125000 Penalty: 4912.997070 Iteration 32Q: 3 clusters Score -1862818 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19032 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1862819.625000 Penalty: 4912.997070 Iteration 33Q: 3 clusters Score -1862820 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19037 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -1862819.500000 Penalty: 4912.997070 Iteration 34Q: 3 clusters Score -1862820 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19040 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -1862822.000000 Penalty: 4912.997070 Iteration 35Q: 3 clusters Score -1862822 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19039 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1862826.250000 Penalty: 4912.997070 Iteration 36Q: 3 clusters Score -1862826 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19039 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1862826.250000 Penalty: 4912.997070 Iteration 37F: 3 clusters Score -1862826 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Entering Unmasked Estep Score: -310500.312500 Penalty: 1999.873901 Iteration 0F: 2 clusters Score -310500.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -307117.812500 Penalty: 3999.747803 Iteration 0F: 3 clusters Score -307117.8 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -307766.843750 Penalty: 3999.747803 Iteration 1F: 3 clusters Score -307766.8 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -307918.343750 Penalty: 3999.747803 Iteration 2F: 3 clusters Score -307918.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -307993.093750 Penalty: 3999.747803 Iteration 3Q: 3 clusters Score -307993.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -308043.281250 Penalty: 3999.747803 Iteration 4Q: 3 clusters Score -308043.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -308090.781250 Penalty: 3999.747803 Iteration 5Q: 3 clusters Score -308090.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -308135.781250 Penalty: 3999.747803 Iteration 6Q: 3 clusters Score -308135.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -308176.375000 Penalty: 3999.747803 Iteration 7Q: 3 clusters Score -308176.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -308202.625000 Penalty: 3999.747803 Iteration 8Q: 3 clusters Score -308202.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -308227.500000 Penalty: 3999.747803 Iteration 9Q: 3 clusters Score -308227.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -308247.000000 Penalty: 3999.747803 Iteration 10Q: 3 clusters Score -308247 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -308263.437500 Penalty: 3999.747803 Iteration 11Q: 3 clusters Score -308263.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -308274.906250 Penalty: 3999.747803 Iteration 12Q: 3 clusters Score -308274.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -308286.062500 Penalty: 3999.747803 Iteration 13Q: 3 clusters Score -308286.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -308297.281250 Penalty: 3999.747803 Iteration 14Q: 3 clusters Score -308297.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -308311.343750 Penalty: 3999.747803 Iteration 15Q: 3 clusters Score -308311.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -308327.468750 Penalty: 3999.747803 Iteration 16Q: 3 clusters Score -308327.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -308337.468750 Penalty: 3999.747803 Iteration 17Q: 3 clusters Score -308337.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -308344.750000 Penalty: 3999.747803 Iteration 18Q: 3 clusters Score -308344.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -308350.062500 Penalty: 3999.747803 Iteration 19Q: 3 clusters Score -308350.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -308356.312500 Penalty: 3999.747803 Iteration 20F: 3 clusters Score -308356.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -308359.906250 Penalty: 3999.747803 Iteration 21Q: 3 clusters Score -308359.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -308363.343750 Penalty: 3999.747803 Iteration 22Q: 3 clusters Score -308363.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -308365.781250 Penalty: 3999.747803 Iteration 23Q: 3 clusters Score -308365.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -308368.312500 Penalty: 3999.747803 Iteration 24Q: 3 clusters Score -308368.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -308371.062500 Penalty: 3999.747803 Iteration 25Q: 3 clusters Score -308371.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -308373.375000 Penalty: 3999.747803 Iteration 26Q: 3 clusters Score -308373.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -308378.000000 Penalty: 3999.747803 Iteration 27Q: 3 clusters Score -308378 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -308384.125000 Penalty: 3999.747803 Iteration 28Q: 3 clusters Score -308384.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -308389.406250 Penalty: 3999.747803 Iteration 29Q: 3 clusters Score -308389.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -308394.125000 Penalty: 3999.747803 Iteration 30Q: 3 clusters Score -308394.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -308399.281250 Penalty: 3999.747803 Iteration 31Q: 3 clusters Score -308399.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -308404.062500 Penalty: 3999.747803 Iteration 32Q: 3 clusters Score -308404.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -308408.125000 Penalty: 3999.747803 Iteration 33Q: 3 clusters Score -308408.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -308412.750000 Penalty: 3999.747803 Iteration 34Q: 3 clusters Score -308412.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -308418.562500 Penalty: 3999.747803 Iteration 35Q: 3 clusters Score -308418.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -308422.906250 Penalty: 3999.747803 Iteration 36Q: 3 clusters Score -308422.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -308428.406250 Penalty: 3999.747803 Iteration 37Q: 3 clusters Score -308428.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -308431.750000 Penalty: 3999.747803 Iteration 38Q: 3 clusters Score -308431.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -308435.937500 Penalty: 3999.747803 Iteration 39Q: 3 clusters Score -308435.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -308442.781250 Penalty: 3999.747803 Iteration 40F: 3 clusters Score -308442.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -308449.406250 Penalty: 3999.747803 Iteration 41Q: 3 clusters Score -308449.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -308451.812500 Penalty: 3999.747803 Iteration 42Q: 3 clusters Score -308451.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -308456.218750 Penalty: 3999.747803 Iteration 43Q: 3 clusters Score -308456.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -308461.500000 Penalty: 3999.747803 Iteration 44Q: 3 clusters Score -308461.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -308464.500000 Penalty: 3999.747803 Iteration 45Q: 3 clusters Score -308464.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -308466.343750 Penalty: 3999.747803 Iteration 46Q: 3 clusters Score -308466.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -308467.437500 Penalty: 3999.747803 Iteration 47Q: 3 clusters Score -308467.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -308468.875000 Penalty: 3999.747803 Iteration 48Q: 3 clusters Score -308468.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -308469.750000 Penalty: 3999.747803 Iteration 49Q: 3 clusters Score -308469.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -308472.062500 Penalty: 3999.747803 Iteration 50Q: 3 clusters Score -308472.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -308472.593750 Penalty: 3999.747803 Iteration 51Q: 3 clusters Score -308472.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -308473.312500 Penalty: 3999.747803 Iteration 52Q: 3 clusters Score -308473.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -308475.906250 Penalty: 3999.747803 Iteration 53Q: 3 clusters Score -308475.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -308479.187500 Penalty: 3999.747803 Iteration 54Q: 3 clusters Score -308479.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -308482.187500 Penalty: 3999.747803 Iteration 55Q: 3 clusters Score -308482.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -308482.937500 Penalty: 3999.747803 Iteration 56Q: 3 clusters Score -308482.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -308483.468750 Penalty: 3999.747803 Iteration 57Q: 3 clusters Score -308483.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -308484.250000 Penalty: 3999.747803 Iteration 58Q: 3 clusters Score -308484.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -308484.906250 Penalty: 3999.747803 Iteration 59Q: 3 clusters Score -308484.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -308484.906250 Penalty: 3999.747803 Iteration 60F: 3 clusters Score -308484.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (77014 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77014 members Entering Unmasked Estep Score: -6900629.500000 Penalty: 2790.432129 Iteration 0F: 2 clusters Score -6900630 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38555 members Mstep: Class 2 contains 38459 members Entering Unmasked Estep Score: -6848749.000000 Penalty: 5580.864258 Iteration 0F: 3 clusters Score -6848749 nChanged 36182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38225 members Mstep: Class 2 contains 38789 members Entering Unmasked Estep Score: -6871036.000000 Penalty: 5580.864258 Iteration 1F: 3 clusters Score -6871036 nChanged 4498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37477 members Mstep: Class 2 contains 39537 members Entering Unmasked Estep Score: -6875295.500000 Penalty: 5580.864258 Iteration 2F: 3 clusters Score -6875296 nChanged 6117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35118 members Mstep: Class 2 contains 41896 members Entering Unmasked Estep Score: -6880626.500000 Penalty: 5580.864258 Iteration 3F: 3 clusters Score -6880626 nChanged 6934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31224 members Mstep: Class 2 contains 45790 members Entering Unmasked Estep Score: -6885913.000000 Penalty: 5580.864258 Iteration 4F: 3 clusters Score -6885913 nChanged 6397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26549 members Mstep: Class 2 contains 50465 members Entering Unmasked Estep Score: -6890806.000000 Penalty: 5580.864258 Iteration 5F: 3 clusters Score -6890806 nChanged 5273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21996 members Mstep: Class 2 contains 55018 members Entering Unmasked Estep Score: -6895044.000000 Penalty: 5580.864258 Iteration 6F: 3 clusters Score -6895044 nChanged 4122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18150 members Mstep: Class 2 contains 58864 members Entering Unmasked Estep Score: -6898664.000000 Penalty: 5580.864258 Iteration 7F: 3 clusters Score -6898664 nChanged 3238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15038 members Mstep: Class 2 contains 61976 members Entering Unmasked Estep Score: -6901846.000000 Penalty: 5580.864258 Iteration 8Q: 3 clusters Score -6901846 nChanged 2310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12786 members Mstep: Class 2 contains 64228 members Entering Unmasked Estep Score: -6904218.500000 Penalty: 5580.864258 Iteration 9Q: 3 clusters Score -6904218 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11290 members Mstep: Class 2 contains 65724 members Entering Unmasked Estep Score: -6905499.500000 Penalty: 5580.864258 Iteration 10Q: 3 clusters Score -6905500 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10230 members Mstep: Class 2 contains 66784 members Entering Unmasked Estep Score: -6906118.500000 Penalty: 5580.864258 Iteration 11Q: 3 clusters Score -6906118 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9541 members Mstep: Class 2 contains 67473 members Entering Unmasked Estep Score: -6906405.000000 Penalty: 5580.864258 Iteration 12Q: 3 clusters Score -6906405 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9038 members Mstep: Class 2 contains 67976 members Entering Unmasked Estep Score: -6906530.500000 Penalty: 5580.864258 Iteration 13Q: 3 clusters Score -6906530 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8691 members Mstep: Class 2 contains 68323 members Entering Unmasked Estep Score: -6906631.500000 Penalty: 5580.864258 Iteration 14Q: 3 clusters Score -6906632 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8449 members Mstep: Class 2 contains 68565 members Entering Unmasked Estep Score: -6906674.500000 Penalty: 5580.864258 Iteration 15Q: 3 clusters Score -6906674 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8288 members Mstep: Class 2 contains 68726 members Entering Unmasked Estep Score: -6906700.000000 Penalty: 5580.864258 Iteration 16Q: 3 clusters Score -6906700 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8173 members Mstep: Class 2 contains 68841 members Entering Unmasked Estep Score: -6906728.500000 Penalty: 5580.864258 Iteration 17Q: 3 clusters Score -6906728 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8067 members Mstep: Class 2 contains 68947 members Entering Unmasked Estep Score: -6906744.500000 Penalty: 5580.864258 Iteration 18Q: 3 clusters Score -6906744 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8006 members Mstep: Class 2 contains 69008 members Entering Unmasked Estep Score: -6906763.000000 Penalty: 5580.864258 Iteration 19Q: 3 clusters Score -6906763 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7966 members Mstep: Class 2 contains 69048 members Entering Unmasked Estep Score: -6906761.500000 Penalty: 5580.864258 Iteration 20F: 3 clusters Score -6906762 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7945 members Mstep: Class 2 contains 69069 members Entering Unmasked Estep Score: -6906769.500000 Penalty: 5580.864258 Iteration 21Q: 3 clusters Score -6906770 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7930 members Mstep: Class 2 contains 69084 members Entering Unmasked Estep Score: -6906769.500000 Penalty: 5580.864258 Iteration 22Q: 3 clusters Score -6906770 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7923 members Mstep: Class 2 contains 69091 members Entering Unmasked Estep Score: -6906763.000000 Penalty: 5580.864258 Iteration 23Q: 3 clusters Score -6906763 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7921 members Mstep: Class 2 contains 69093 members Entering Unmasked Estep Score: -6906766.500000 Penalty: 5580.864258 Iteration 24Q: 3 clusters Score -6906766 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7917 members Mstep: Class 2 contains 69097 members Entering Unmasked Estep Score: -6906771.000000 Penalty: 5580.864258 Iteration 25Q: 3 clusters Score -6906771 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7914 members Mstep: Class 2 contains 69100 members Entering Unmasked Estep Score: -6906769.500000 Penalty: 5580.864258 Iteration 26Q: 3 clusters Score -6906770 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7913 members Mstep: Class 2 contains 69101 members Entering Unmasked Estep Score: -6906769.500000 Penalty: 5580.864258 Iteration 27Q: 3 clusters Score -6906770 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7912 members Mstep: Class 2 contains 69102 members Entering Unmasked Estep Score: -6906770.500000 Penalty: 5580.864258 Iteration 28Q: 3 clusters Score -6906770 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 69103 members Entering Unmasked Estep Score: -6906765.500000 Penalty: 5580.864258 Iteration 29Q: 3 clusters Score -6906766 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 69103 members Entering Unmasked Estep Score: -6906765.500000 Penalty: 5580.864258 Iteration 30F: 3 clusters Score -6906766 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 14985 members Mstep: Class 2 contains 10471 members Mstep: Class 3 contains 4656 members Mstep: Class 4 contains 6866 members Mstep: Class 5 contains 466 members Mstep: Class 6 contains 194629 members Mstep: Class 7 contains 27699 members Mstep: Class 8 contains 7023 members Mstep: Class 9 contains 9935 members Mstep: Class 10 contains 69103 members Mstep: Class 11 contains 377972 members Mstep: Class 12 contains 13895 members Mstep: Class 13 contains 1470 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1796 members Mstep: Class 19 contains 20035 members Mstep: Class 20 contains 3178 members Mstep: Class 21 contains 7911 members Mstep: Class 24 contains 1321 members Entering Unmasked Estep Score: -68857856.000000 Penalty: 63897.066406 Splitting cluster 21 changes total score from -68848152.000000 to -68857856.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 24 (1321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Entering Unmasked Estep Score: -108720.492188 Penalty: 1782.163818 Iteration 0F: 2 clusters Score -108720.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -106593.406250 Penalty: 3564.327637 Iteration 0F: 3 clusters Score -106593.4 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -107019.843750 Penalty: 3564.327637 Iteration 1F: 3 clusters Score -107019.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -107193.828125 Penalty: 3564.327637 Iteration 2F: 3 clusters Score -107193.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -107313.468750 Penalty: 3564.327637 Iteration 3Q: 3 clusters Score -107313.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -107395.054688 Penalty: 3564.327637 Iteration 4Q: 3 clusters Score -107395.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -107474.875000 Penalty: 3564.327637 Iteration 5Q: 3 clusters Score -107474.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -107542.351562 Penalty: 3564.327637 Iteration 6Q: 3 clusters Score -107542.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -107584.414062 Penalty: 3564.327637 Iteration 7Q: 3 clusters Score -107584.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -107601.125000 Penalty: 3564.327637 Iteration 8Q: 3 clusters Score -107601.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -107611.382812 Penalty: 3564.327637 Iteration 9Q: 3 clusters Score -107611.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -107615.523438 Penalty: 3564.327637 Iteration 10Q: 3 clusters Score -107615.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -107615.875000 Penalty: 3564.327637 Iteration 11Q: 3 clusters Score -107615.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -107615.875000 Penalty: 3564.327637 Iteration 12F: 3 clusters Score -107615.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 14985 members Mstep: Class 2 contains 10471 members Mstep: Class 6 contains 194629 members Mstep: Class 7 contains 27699 members Mstep: Class 8 contains 7023 members Mstep: Class 9 contains 9935 members Mstep: Class 11 contains 377972 members Mstep: Class 12 contains 13895 members Mstep: Class 13 contains 1470 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1796 members Mstep: Class 19 contains 20035 members Mstep: Class 20 contains 3178 members Mstep: Class 21 contains 7911 members Mstep: Class 24 contains 1321 members Entering Unmasked Estep ConsiderDeletion Score: -68863480.000000 Penalty: 63897.066406 Iteration 39Q: 20 clusters Score -6.886348e+07 nChanged 13411 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 14947 members Mstep: Class 2 contains 10733 members Mstep: Class 3 contains 5298 members Mstep: Class 4 contains 7063 members Mstep: Class 5 contains 436 members Mstep: Class 6 contains 198148 members Mstep: Class 7 contains 27800 members Mstep: Class 8 contains 7161 members Mstep: Class 9 contains 9963 members Mstep: Class 10 contains 67425 members Mstep: Class 11 contains 375502 members Mstep: Class 12 contains 13738 members Mstep: Class 13 contains 1739 members Mstep: Class 16 contains 1387 members Mstep: Class 17 contains 1758 members Mstep: Class 19 contains 19842 members Mstep: Class 20 contains 2611 members Mstep: Class 21 contains 7925 members Mstep: Class 24 contains 1322 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 2914.711670 but Gain 3363.003906 Score: -68870512.000000 Penalty: 60534.062500 Iteration 40F: 19 clusters Score -6.887051e+07 nChanged 12113 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 14878 members Mstep: Class 2 contains 10758 members Mstep: Class 3 contains 5897 members Mstep: Class 4 contains 7994 members Mstep: Class 5 contains 486 members Mstep: Class 6 contains 201266 members Mstep: Class 7 contains 27904 members Mstep: Class 8 contains 7298 members Mstep: Class 9 contains 9957 members Mstep: Class 10 contains 67043 members Mstep: Class 11 contains 373347 members Mstep: Class 12 contains 13754 members Mstep: Class 13 contains 1930 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 1588 members Mstep: Class 19 contains 19598 members Mstep: Class 21 contains 8440 members Mstep: Class 24 contains 1321 members Entering Unmasked Estep ConsiderDeletion Score: -68876696.000000 Penalty: 60534.062500 Iteration 41Q: 19 clusters Score -6.88767e+07 nChanged 7518 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 14776 members Mstep: Class 2 contains 10867 members Mstep: Class 3 contains 6242 members Mstep: Class 4 contains 8615 members Mstep: Class 5 contains 439 members Mstep: Class 6 contains 204632 members Mstep: Class 7 contains 27975 members Mstep: Class 8 contains 7421 members Mstep: Class 9 contains 9954 members Mstep: Class 10 contains 66734 members Mstep: Class 11 contains 369175 members Mstep: Class 12 contains 13828 members Mstep: Class 13 contains 2097 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 1509 members Mstep: Class 19 contains 19464 members Mstep: Class 21 contains 8412 members Mstep: Class 24 contains 1321 members Entering Unmasked Estep ConsiderDeletion Score: -68878408.000000 Penalty: 60534.062500 Iteration 42Q: 19 clusters Score -6.887841e+07 nChanged 6368 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 14656 members Mstep: Class 2 contains 10966 members Mstep: Class 3 contains 6488 members Mstep: Class 4 contains 9096 members Mstep: Class 5 contains 426 members Mstep: Class 6 contains 207989 members Mstep: Class 7 contains 28022 members Mstep: Class 8 contains 7532 members Mstep: Class 9 contains 9949 members Mstep: Class 10 contains 66566 members Mstep: Class 11 contains 365157 members Mstep: Class 12 contains 13905 members Mstep: Class 13 contains 2251 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 1469 members Mstep: Class 19 contains 19298 members Mstep: Class 21 contains 8370 members Mstep: Class 24 contains 1321 members Entering Unmasked Estep ConsiderDeletion Score: -68879664.000000 Penalty: 60534.062500 Iteration 43Q: 19 clusters Score -6.887966e+07 nChanged 5790 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 14527 members Mstep: Class 2 contains 11079 members Mstep: Class 3 contains 6678 members Mstep: Class 4 contains 9472 members Mstep: Class 5 contains 422 members Mstep: Class 6 contains 211301 members Mstep: Class 7 contains 28066 members Mstep: Class 8 contains 7619 members Mstep: Class 9 contains 9955 members Mstep: Class 10 contains 66455 members Mstep: Class 11 contains 361384 members Mstep: Class 12 contains 13957 members Mstep: Class 13 contains 2394 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 1426 members Mstep: Class 19 contains 19076 members Mstep: Class 21 contains 8329 members Mstep: Class 24 contains 1321 members Entering Unmasked Estep ConsiderDeletion Score: -68881032.000000 Penalty: 60534.062500 Iteration 44Q: 19 clusters Score -6.888103e+07 nChanged 5202 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 14415 members Mstep: Class 2 contains 11204 members Mstep: Class 3 contains 6804 members Mstep: Class 4 contains 9741 members Mstep: Class 5 contains 420 members Mstep: Class 6 contains 214383 members Mstep: Class 7 contains 28134 members Mstep: Class 8 contains 7681 members Mstep: Class 9 contains 9955 members Mstep: Class 10 contains 66408 members Mstep: Class 11 contains 357922 members Mstep: Class 12 contains 13996 members Mstep: Class 13 contains 2537 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 1400 members Mstep: Class 19 contains 18860 members Mstep: Class 21 contains 8280 members Mstep: Class 24 contains 1321 members Entering Unmasked Estep ConsiderDeletion Score: -68881928.000000 Penalty: 60534.062500 Iteration 45Q: 19 clusters Score -6.888193e+07 nChanged 4791 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 14302 members Mstep: Class 2 contains 11300 members Mstep: Class 3 contains 6931 members Mstep: Class 4 contains 9951 members Mstep: Class 5 contains 416 members Mstep: Class 6 contains 217290 members Mstep: Class 7 contains 28201 members Mstep: Class 8 contains 7747 members Mstep: Class 9 contains 9965 members Mstep: Class 10 contains 66359 members Mstep: Class 11 contains 354750 members Mstep: Class 12 contains 14027 members Mstep: Class 13 contains 2670 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 1377 members Mstep: Class 19 contains 18605 members Mstep: Class 21 contains 8249 members Mstep: Class 24 contains 1321 members Entering Unmasked Estep ConsiderDeletion Score: -68882608.000000 Penalty: 60534.062500 Iteration 46Q: 19 clusters Score -6.888261e+07 nChanged 4431 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 14181 members Mstep: Class 2 contains 11394 members Mstep: Class 3 contains 7000 members Mstep: Class 4 contains 10138 members Mstep: Class 5 contains 421 members Mstep: Class 6 contains 219985 members Mstep: Class 7 contains 28285 members Mstep: Class 8 contains 7820 members Mstep: Class 9 contains 9963 members Mstep: Class 10 contains 66340 members Mstep: Class 11 contains 351846 members Mstep: Class 12 contains 14061 members Mstep: Class 13 contains 2814 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 1354 members Mstep: Class 19 contains 18320 members Mstep: Class 21 contains 8218 members Mstep: Class 24 contains 1321 members Entering Unmasked Estep ConsiderDeletion Score: -68883344.000000 Penalty: 60534.062500 Iteration 47Q: 19 clusters Score -6.888334e+07 nChanged 4131 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 14056 members Mstep: Class 2 contains 11499 members Mstep: Class 3 contains 7044 members Mstep: Class 4 contains 10279 members Mstep: Class 5 contains 427 members Mstep: Class 6 contains 222529 members Mstep: Class 7 contains 28383 members Mstep: Class 8 contains 7867 members Mstep: Class 9 contains 9945 members Mstep: Class 10 contains 66339 members Mstep: Class 11 contains 349141 members Mstep: Class 12 contains 14085 members Mstep: Class 13 contains 2928 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 1336 members Mstep: Class 19 contains 18083 members Mstep: Class 21 contains 8199 members Mstep: Class 24 contains 1321 members Entering Unmasked Estep ConsiderDeletion Score: -68884432.000000 Penalty: 60534.062500 Iteration 48Q: 19 clusters Score -6.888443e+07 nChanged 3930 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 13936 members Mstep: Class 2 contains 11614 members Mstep: Class 3 contains 7064 members Mstep: Class 4 contains 10385 members Mstep: Class 5 contains 425 members Mstep: Class 6 contains 225011 members Mstep: Class 7 contains 28485 members Mstep: Class 8 contains 7892 members Mstep: Class 9 contains 9932 members Mstep: Class 10 contains 66336 members Mstep: Class 11 contains 346576 members Mstep: Class 12 contains 14100 members Mstep: Class 13 contains 3051 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 1320 members Mstep: Class 19 contains 17827 members Mstep: Class 21 contains 8186 members Mstep: Class 24 contains 1321 members Entering Unmasked Estep ConsiderDeletion Score: -68884944.000000 Penalty: 60534.062500 Iteration 49Q: 19 clusters Score -6.888494e+07 nChanged 3729 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 13795 members Mstep: Class 2 contains 11737 members Mstep: Class 3 contains 7062 members Mstep: Class 4 contains 10469 members Mstep: Class 5 contains 427 members Mstep: Class 6 contains 227379 members Mstep: Class 7 contains 28558 members Mstep: Class 8 contains 7914 members Mstep: Class 9 contains 9907 members Mstep: Class 10 contains 66332 members Mstep: Class 11 contains 344266 members Mstep: Class 12 contains 14151 members Mstep: Class 13 contains 3175 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 1294 members Mstep: Class 19 contains 17502 members Mstep: Class 21 contains 8172 members Mstep: Class 24 contains 1321 members Entering Unmasked Estep ConsiderDeletion Score: -68885832.000000 Penalty: 60534.062500 Iteration 50Q: 19 clusters Score -6.888583e+07 nChanged 3509 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 13676 members Mstep: Class 2 contains 11863 members Mstep: Class 3 contains 7067 members Mstep: Class 4 contains 10528 members Mstep: Class 5 contains 426 members Mstep: Class 6 contains 229590 members Mstep: Class 7 contains 28655 members Mstep: Class 8 contains 7914 members Mstep: Class 9 contains 9900 members Mstep: Class 10 contains 66348 members Mstep: Class 11 contains 342136 members Mstep: Class 12 contains 14161 members Mstep: Class 13 contains 3284 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 1278 members Mstep: Class 19 contains 17161 members Mstep: Class 21 contains 8154 members Mstep: Class 24 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -68886160.000000 Penalty: 60534.062500 Iteration 51Q: 19 clusters Score -6.888616e+07 nChanged 3298 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 13561 members Mstep: Class 2 contains 12005 members Mstep: Class 3 contains 7060 members Mstep: Class 4 contains 10581 members Mstep: Class 5 contains 425 members Mstep: Class 6 contains 231611 members Mstep: Class 7 contains 28754 members Mstep: Class 8 contains 7900 members Mstep: Class 9 contains 9916 members Mstep: Class 10 contains 66367 members Mstep: Class 11 contains 340201 members Mstep: Class 12 contains 14161 members Mstep: Class 13 contains 3383 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 1266 members Mstep: Class 19 contains 16820 members Mstep: Class 21 contains 8130 members Mstep: Class 24 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -68886656.000000 Penalty: 60534.062500 Iteration 52Q: 19 clusters Score -6.888666e+07 nChanged 3082 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 13446 members Mstep: Class 2 contains 12129 members Mstep: Class 3 contains 7042 members Mstep: Class 4 contains 10609 members Mstep: Class 5 contains 429 members Mstep: Class 6 contains 233500 members Mstep: Class 7 contains 28865 members Mstep: Class 8 contains 7900 members Mstep: Class 9 contains 9919 members Mstep: Class 10 contains 66371 members Mstep: Class 11 contains 338505 members Mstep: Class 12 contains 14150 members Mstep: Class 13 contains 3481 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 1247 members Mstep: Class 19 contains 16441 members Mstep: Class 21 contains 8107 members Mstep: Class 24 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -68887232.000000 Penalty: 60534.062500 Iteration 53Q: 19 clusters Score -6.888723e+07 nChanged 2863 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 13339 members Mstep: Class 2 contains 12247 members Mstep: Class 3 contains 7032 members Mstep: Class 4 contains 10632 members Mstep: Class 5 contains 432 members Mstep: Class 6 contains 235272 members Mstep: Class 7 contains 28962 members Mstep: Class 8 contains 7891 members Mstep: Class 9 contains 9915 members Mstep: Class 10 contains 66381 members Mstep: Class 11 contains 336982 members Mstep: Class 12 contains 14123 members Mstep: Class 13 contains 3551 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 1228 members Mstep: Class 19 contains 16075 members Mstep: Class 21 contains 8079 members Mstep: Class 24 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -68887536.000000 Penalty: 60534.062500 Iteration 54Q: 19 clusters Score -6.888754e+07 nChanged 2631 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 13238 members Mstep: Class 2 contains 12357 members Mstep: Class 3 contains 7012 members Mstep: Class 4 contains 10642 members Mstep: Class 5 contains 431 members Mstep: Class 6 contains 236949 members Mstep: Class 7 contains 29048 members Mstep: Class 8 contains 7871 members Mstep: Class 9 contains 9909 members Mstep: Class 10 contains 66385 members Mstep: Class 11 contains 335575 members Mstep: Class 12 contains 14108 members Mstep: Class 13 contains 3618 members Mstep: Class 16 contains 1385 members Mstep: Class 17 contains 1220 members Mstep: Class 19 contains 15717 members Mstep: Class 21 contains 8062 members Mstep: Class 24 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -68887832.000000 Penalty: 60534.062500 Iteration 55Q: 19 clusters Score -6.888783e+07 nChanged 2542 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 13140 members Mstep: Class 2 contains 12453 members Mstep: Class 3 contains 6997 members Mstep: Class 4 contains 10636 members Mstep: Class 5 contains 429 members Mstep: Class 6 contains 238532 members Mstep: Class 7 contains 29131 members Mstep: Class 8 contains 7844 members Mstep: Class 9 contains 9904 members Mstep: Class 10 contains 66387 members Mstep: Class 11 contains 334288 members Mstep: Class 12 contains 14087 members Mstep: Class 13 contains 3685 members Mstep: Class 16 contains 1385 members Mstep: Class 17 contains 1206 members Mstep: Class 19 contains 15376 members Mstep: Class 21 contains 8047 members Mstep: Class 24 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -68888192.000000 Penalty: 60534.062500 Iteration 56Q: 19 clusters Score -6.888819e+07 nChanged 2462 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 13030 members Mstep: Class 2 contains 12568 members Mstep: Class 3 contains 6972 members Mstep: Class 4 contains 10627 members Mstep: Class 5 contains 428 members Mstep: Class 6 contains 240076 members Mstep: Class 7 contains 29200 members Mstep: Class 8 contains 7813 members Mstep: Class 9 contains 9896 members Mstep: Class 10 contains 66396 members Mstep: Class 11 contains 333074 members Mstep: Class 12 contains 14058 members Mstep: Class 13 contains 3745 members Mstep: Class 16 contains 1385 members Mstep: Class 17 contains 1178 members Mstep: Class 19 contains 15046 members Mstep: Class 21 contains 8035 members Mstep: Class 24 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -68888352.000000 Penalty: 60534.062500 Iteration 57Q: 19 clusters Score -6.888835e+07 nChanged 2375 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 12937 members Mstep: Class 2 contains 12653 members Mstep: Class 3 contains 6941 members Mstep: Class 4 contains 10601 members Mstep: Class 5 contains 429 members Mstep: Class 6 contains 241566 members Mstep: Class 7 contains 29294 members Mstep: Class 8 contains 7772 members Mstep: Class 9 contains 9884 members Mstep: Class 10 contains 66408 members Mstep: Class 11 contains 331962 members Mstep: Class 12 contains 14027 members Mstep: Class 13 contains 3807 members Mstep: Class 16 contains 1385 members Mstep: Class 17 contains 1170 members Mstep: Class 19 contains 14668 members Mstep: Class 21 contains 8023 members Mstep: Class 24 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -68888480.000000 Penalty: 60534.062500 Iteration 58Q: 19 clusters Score -6.888848e+07 nChanged 2232 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 12883 members Mstep: Class 2 contains 12740 members Mstep: Class 3 contains 6919 members Mstep: Class 4 contains 10590 members Mstep: Class 5 contains 427 members Mstep: Class 6 contains 242951 members Mstep: Class 7 contains 29377 members Mstep: Class 8 contains 7739 members Mstep: Class 9 contains 9864 members Mstep: Class 10 contains 66413 members Mstep: Class 11 contains 330895 members Mstep: Class 12 contains 14008 members Mstep: Class 13 contains 3877 members Mstep: Class 16 contains 1385 members Mstep: Class 17 contains 1157 members Mstep: Class 19 contains 14290 members Mstep: Class 21 contains 8012 members Mstep: Class 24 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -68888592.000000 Penalty: 60534.062500 Iteration 59Q: 19 clusters Score -6.888859e+07 nChanged 2114 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 12821 members Mstep: Class 2 contains 12828 members Mstep: Class 3 contains 6900 members Mstep: Class 4 contains 10590 members Mstep: Class 5 contains 428 members Mstep: Class 6 contains 244281 members Mstep: Class 7 contains 29461 members Mstep: Class 8 contains 7716 members Mstep: Class 9 contains 9856 members Mstep: Class 10 contains 66434 members Mstep: Class 11 contains 329868 members Mstep: Class 12 contains 13988 members Mstep: Class 13 contains 3935 members Mstep: Class 16 contains 1385 members Mstep: Class 17 contains 1144 members Mstep: Class 19 contains 13891 members Mstep: Class 21 contains 8001 members Mstep: Class 24 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -68889480.000000 Penalty: 60534.062500 Iteration 60F: 19 clusters Score -6.888948e+07 nChanged 2030 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 12770 members Mstep: Class 2 contains 12909 members Mstep: Class 3 contains 6872 members Mstep: Class 4 contains 10585 members Mstep: Class 5 contains 453 members Mstep: Class 6 contains 245507 members Mstep: Class 7 contains 29535 members Mstep: Class 8 contains 7682 members Mstep: Class 9 contains 9857 members Mstep: Class 10 contains 66442 members Mstep: Class 11 contains 328972 members Mstep: Class 12 contains 13964 members Mstep: Class 13 contains 4004 members Mstep: Class 16 contains 1385 members Mstep: Class 17 contains 1132 members Mstep: Class 19 contains 13492 members Mstep: Class 21 contains 7990 members Mstep: Class 24 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -68890192.000000 Penalty: 60534.062500 Iteration 61Q: 19 clusters Score -6.889019e+07 nChanged 1971 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12725 members Mstep: Class 2 contains 13010 members Mstep: Class 3 contains 6847 members Mstep: Class 4 contains 10571 members Mstep: Class 5 contains 427 members Mstep: Class 6 contains 246719 members Mstep: Class 7 contains 29600 members Mstep: Class 8 contains 7654 members Mstep: Class 9 contains 9853 members Mstep: Class 10 contains 66449 members Mstep: Class 11 contains 328131 members Mstep: Class 12 contains 13951 members Mstep: Class 13 contains 4072 members Mstep: Class 16 contains 1385 members Mstep: Class 17 contains 1120 members Mstep: Class 19 contains 13057 members Mstep: Class 21 contains 7981 members Mstep: Class 24 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -68890840.000000 Penalty: 60534.062500 Iteration 62Q: 19 clusters Score -6.889084e+07 nChanged 1920 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12693 members Mstep: Class 2 contains 13104 members Mstep: Class 3 contains 6831 members Mstep: Class 4 contains 10547 members Mstep: Class 5 contains 419 members Mstep: Class 6 contains 247927 members Mstep: Class 7 contains 29657 members Mstep: Class 8 contains 7632 members Mstep: Class 9 contains 9864 members Mstep: Class 10 contains 66465 members Mstep: Class 11 contains 327311 members Mstep: Class 12 contains 13941 members Mstep: Class 13 contains 4112 members Mstep: Class 16 contains 1385 members Mstep: Class 17 contains 1108 members Mstep: Class 19 contains 12582 members Mstep: Class 21 contains 7974 members Mstep: Class 24 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -68891160.000000 Penalty: 60534.062500 Iteration 63Q: 19 clusters Score -6.889116e+07 nChanged 1968 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12657 members Mstep: Class 2 contains 13198 members Mstep: Class 3 contains 6800 members Mstep: Class 4 contains 10526 members Mstep: Class 5 contains 415 members Mstep: Class 6 contains 249124 members Mstep: Class 7 contains 29726 members Mstep: Class 8 contains 7616 members Mstep: Class 9 contains 9885 members Mstep: Class 10 contains 66484 members Mstep: Class 11 contains 326503 members Mstep: Class 12 contains 13946 members Mstep: Class 13 contains 4150 members Mstep: Class 16 contains 1385 members Mstep: Class 17 contains 1089 members Mstep: Class 19 contains 12082 members Mstep: Class 21 contains 7966 members Mstep: Class 24 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -68891576.000000 Penalty: 60534.062500 Iteration 64Q: 19 clusters Score -6.889158e+07 nChanged 1899 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12630 members Mstep: Class 2 contains 13275 members Mstep: Class 3 contains 6768 members Mstep: Class 4 contains 10522 members Mstep: Class 5 contains 415 members Mstep: Class 6 contains 250279 members Mstep: Class 7 contains 29797 members Mstep: Class 8 contains 7596 members Mstep: Class 9 contains 9899 members Mstep: Class 10 contains 66495 members Mstep: Class 11 contains 325740 members Mstep: Class 12 contains 13940 members Mstep: Class 13 contains 4199 members Mstep: Class 16 contains 1385 members Mstep: Class 17 contains 1072 members Mstep: Class 19 contains 11586 members Mstep: Class 21 contains 7954 members Mstep: Class 24 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -68892224.000000 Penalty: 60534.062500 Iteration 65Q: 19 clusters Score -6.889222e+07 nChanged 1942 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12612 members Mstep: Class 2 contains 13358 members Mstep: Class 3 contains 6740 members Mstep: Class 4 contains 10502 members Mstep: Class 5 contains 415 members Mstep: Class 6 contains 251417 members Mstep: Class 7 contains 29871 members Mstep: Class 8 contains 7581 members Mstep: Class 9 contains 9922 members Mstep: Class 10 contains 66488 members Mstep: Class 11 contains 325007 members Mstep: Class 12 contains 13932 members Mstep: Class 13 contains 4235 members Mstep: Class 16 contains 1385 members Mstep: Class 17 contains 1061 members Mstep: Class 19 contains 11073 members Mstep: Class 21 contains 7953 members Mstep: Class 24 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -68892760.000000 Penalty: 60534.062500 Iteration 66Q: 19 clusters Score -6.889276e+07 nChanged 1967 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12590 members Mstep: Class 2 contains 13441 members Mstep: Class 3 contains 6718 members Mstep: Class 4 contains 10472 members Mstep: Class 5 contains 414 members Mstep: Class 6 contains 252451 members Mstep: Class 7 contains 29940 members Mstep: Class 8 contains 7570 members Mstep: Class 9 contains 9940 members Mstep: Class 10 contains 66489 members Mstep: Class 11 contains 324328 members Mstep: Class 12 contains 13926 members Mstep: Class 13 contains 4273 members Mstep: Class 16 contains 1385 members Mstep: Class 17 contains 1049 members Mstep: Class 19 contains 10623 members Mstep: Class 21 contains 7943 members Mstep: Class 24 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -68893600.000000 Penalty: 60534.062500 Iteration 67Q: 19 clusters Score -6.88936e+07 nChanged 1875 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12577 members Mstep: Class 2 contains 13519 members Mstep: Class 3 contains 6698 members Mstep: Class 4 contains 10455 members Mstep: Class 5 contains 413 members Mstep: Class 6 contains 253315 members Mstep: Class 7 contains 30026 members Mstep: Class 8 contains 7558 members Mstep: Class 9 contains 9910 members Mstep: Class 10 contains 66491 members Mstep: Class 11 contains 323682 members Mstep: Class 12 contains 13910 members Mstep: Class 13 contains 4302 members Mstep: Class 16 contains 1385 members Mstep: Class 17 contains 1041 members Mstep: Class 19 contains 10329 members Mstep: Class 21 contains 7941 members Mstep: Class 24 contains 1320 members Entering Unmasked Estep ConsiderDeletion Score: -68894120.000000 Penalty: 60534.062500 Iteration 68Q: 19 clusters Score -6.889412e+07 nChanged 1849 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12564 members Mstep: Class 2 contains 13593 members Mstep: Class 3 contains 6672 members Mstep: Class 4 contains 10440 members Mstep: Class 5 contains 410 members Mstep: Class 6 contains 254041 members Mstep: Class 7 contains 30111 members Mstep: Class 8 contains 7553 members Mstep: Class 9 contains 9851 members Mstep: Class 10 contains 66496 members Mstep: Class 11 contains 322997 members Mstep: Class 12 contains 13893 members Mstep: Class 13 contains 4328 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 1025 members Mstep: Class 19 contains 10252 members Mstep: Class 21 contains 7941 members Mstep: Class 24 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -68894568.000000 Penalty: 60534.062500 Iteration 69Q: 19 clusters Score -6.889457e+07 nChanged 1562 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12555 members Mstep: Class 2 contains 13685 members Mstep: Class 3 contains 6647 members Mstep: Class 4 contains 10421 members Mstep: Class 5 contains 410 members Mstep: Class 6 contains 254580 members Mstep: Class 7 contains 30182 members Mstep: Class 8 contains 7547 members Mstep: Class 9 contains 9784 members Mstep: Class 10 contains 66509 members Mstep: Class 11 contains 322384 members Mstep: Class 12 contains 13881 members Mstep: Class 13 contains 4350 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 1013 members Mstep: Class 19 contains 10280 members Mstep: Class 21 contains 7939 members Mstep: Class 24 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -68894672.000000 Penalty: 60534.062500 Iteration 70Q: 19 clusters Score -6.889467e+07 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12548 members Mstep: Class 2 contains 13772 members Mstep: Class 3 contains 6623 members Mstep: Class 4 contains 10394 members Mstep: Class 5 contains 409 members Mstep: Class 6 contains 255033 members Mstep: Class 7 contains 30251 members Mstep: Class 8 contains 7544 members Mstep: Class 9 contains 9725 members Mstep: Class 10 contains 66523 members Mstep: Class 11 contains 321845 members Mstep: Class 12 contains 13881 members Mstep: Class 13 contains 4385 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 992 members Mstep: Class 19 contains 10310 members Mstep: Class 21 contains 7932 members Mstep: Class 24 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -68894912.000000 Penalty: 60534.062500 Iteration 71Q: 19 clusters Score -6.889491e+07 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12542 members Mstep: Class 2 contains 13855 members Mstep: Class 3 contains 6598 members Mstep: Class 4 contains 10370 members Mstep: Class 5 contains 409 members Mstep: Class 6 contains 255452 members Mstep: Class 7 contains 30294 members Mstep: Class 8 contains 7538 members Mstep: Class 9 contains 9670 members Mstep: Class 10 contains 66538 members Mstep: Class 11 contains 321358 members Mstep: Class 12 contains 13876 members Mstep: Class 13 contains 4412 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 978 members Mstep: Class 19 contains 10350 members Mstep: Class 21 contains 7927 members Mstep: Class 24 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -68895096.000000 Penalty: 60534.062500 Iteration 72Q: 19 clusters Score -6.88951e+07 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12537 members Mstep: Class 2 contains 13940 members Mstep: Class 3 contains 6565 members Mstep: Class 4 contains 10350 members Mstep: Class 5 contains 409 members Mstep: Class 6 contains 255843 members Mstep: Class 7 contains 30340 members Mstep: Class 8 contains 7537 members Mstep: Class 9 contains 9619 members Mstep: Class 10 contains 66533 members Mstep: Class 11 contains 320920 members Mstep: Class 12 contains 13875 members Mstep: Class 13 contains 4432 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 960 members Mstep: Class 19 contains 10387 members Mstep: Class 21 contains 7920 members Mstep: Class 24 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -68894928.000000 Penalty: 60534.062500 Iteration 73Q: 19 clusters Score -6.889493e+07 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12530 members Mstep: Class 2 contains 14021 members Mstep: Class 3 contains 6536 members Mstep: Class 4 contains 10326 members Mstep: Class 5 contains 409 members Mstep: Class 6 contains 256210 members Mstep: Class 7 contains 30375 members Mstep: Class 8 contains 7532 members Mstep: Class 9 contains 9575 members Mstep: Class 10 contains 66539 members Mstep: Class 11 contains 320535 members Mstep: Class 12 contains 13873 members Mstep: Class 13 contains 4438 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 944 members Mstep: Class 19 contains 10421 members Mstep: Class 21 contains 7903 members Mstep: Class 24 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -68895120.000000 Penalty: 60534.062500 Iteration 74Q: 19 clusters Score -6.889512e+07 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12522 members Mstep: Class 2 contains 14098 members Mstep: Class 3 contains 6516 members Mstep: Class 4 contains 10315 members Mstep: Class 5 contains 409 members Mstep: Class 6 contains 256527 members Mstep: Class 7 contains 30402 members Mstep: Class 8 contains 7528 members Mstep: Class 9 contains 9545 members Mstep: Class 10 contains 66546 members Mstep: Class 11 contains 320157 members Mstep: Class 12 contains 13873 members Mstep: Class 13 contains 4447 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 930 members Mstep: Class 19 contains 10460 members Mstep: Class 21 contains 7892 members Mstep: Class 24 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -68895320.000000 Penalty: 60534.062500 Iteration 75Q: 19 clusters Score -6.889532e+07 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12512 members Mstep: Class 2 contains 14180 members Mstep: Class 3 contains 6489 members Mstep: Class 4 contains 10302 members Mstep: Class 5 contains 409 members Mstep: Class 6 contains 256824 members Mstep: Class 7 contains 30432 members Mstep: Class 8 contains 7528 members Mstep: Class 9 contains 9524 members Mstep: Class 10 contains 66562 members Mstep: Class 11 contains 319809 members Mstep: Class 12 contains 13865 members Mstep: Class 13 contains 4456 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 913 members Mstep: Class 19 contains 10483 members Mstep: Class 21 contains 7879 members Mstep: Class 24 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -68895440.000000 Penalty: 60534.062500 Iteration 76Q: 19 clusters Score -6.889544e+07 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12503 members Mstep: Class 2 contains 14228 members Mstep: Class 3 contains 6470 members Mstep: Class 4 contains 10289 members Mstep: Class 5 contains 409 members Mstep: Class 6 contains 257084 members Mstep: Class 7 contains 30468 members Mstep: Class 8 contains 7525 members Mstep: Class 9 contains 9506 members Mstep: Class 10 contains 66581 members Mstep: Class 11 contains 319511 members Mstep: Class 12 contains 13859 members Mstep: Class 13 contains 4462 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 892 members Mstep: Class 19 contains 10505 members Mstep: Class 21 contains 7876 members Mstep: Class 24 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -68895632.000000 Penalty: 60534.062500 Iteration 77Q: 19 clusters Score -6.889563e+07 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12502 members Mstep: Class 2 contains 14285 members Mstep: Class 3 contains 6452 members Mstep: Class 4 contains 10277 members Mstep: Class 5 contains 409 members Mstep: Class 6 contains 257342 members Mstep: Class 7 contains 30500 members Mstep: Class 8 contains 7517 members Mstep: Class 9 contains 9489 members Mstep: Class 10 contains 66592 members Mstep: Class 11 contains 319193 members Mstep: Class 12 contains 13855 members Mstep: Class 13 contains 4469 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 878 members Mstep: Class 19 contains 10534 members Mstep: Class 21 contains 7874 members Mstep: Class 24 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -68895664.000000 Penalty: 60534.062500 Iteration 78Q: 19 clusters Score -6.889566e+07 nChanged 601 Entering ConstructFrom: Score: -68895664.000000 Penalty: 60534.062500 Entering ConstructFrom: Trying to split cluster 1 (12502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12502 members Entering Unmasked Estep Score: -1149405.625000 Penalty: 2339.543701 Iteration 0F: 2 clusters Score -1149406 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6246 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -1140122.250000 Penalty: 4679.087402 Iteration 0F: 3 clusters Score -1140122 nChanged 5291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6173 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -1142875.125000 Penalty: 4679.087402 Iteration 1F: 3 clusters Score -1142875 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 6496 members Entering Unmasked Estep Score: -1143283.000000 Penalty: 4679.087402 Iteration 2F: 3 clusters Score -1143283 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 6718 members Entering Unmasked Estep Score: -1143617.500000 Penalty: 4679.087402 Iteration 3F: 3 clusters Score -1143618 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -1143963.000000 Penalty: 4679.087402 Iteration 4F: 3 clusters Score -1143963 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 7284 members Entering Unmasked Estep Score: -1144307.250000 Penalty: 4679.087402 Iteration 5F: 3 clusters Score -1144307 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 7596 members Entering Unmasked Estep Score: -1144653.625000 Penalty: 4679.087402 Iteration 6F: 3 clusters Score -1144654 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -1144989.125000 Penalty: 4679.087402 Iteration 7Q: 3 clusters Score -1144989 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 8254 members Entering Unmasked Estep Score: -1145284.625000 Penalty: 4679.087402 Iteration 8Q: 3 clusters Score -1145285 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 8583 members Entering Unmasked Estep Score: -1145550.250000 Penalty: 4679.087402 Iteration 9Q: 3 clusters Score -1145550 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 8912 members Entering Unmasked Estep Score: -1145796.875000 Penalty: 4679.087402 Iteration 10Q: 3 clusters Score -1145797 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 9208 members Entering Unmasked Estep Score: -1145986.000000 Penalty: 4679.087402 Iteration 11Q: 3 clusters Score -1145986 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 9480 members Entering Unmasked Estep Score: -1146143.125000 Penalty: 4679.087402 Iteration 12Q: 3 clusters Score -1146143 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 9728 members Entering Unmasked Estep Score: -1146274.000000 Penalty: 4679.087402 Iteration 13Q: 3 clusters Score -1146274 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 9948 members Entering Unmasked Estep Score: -1146374.500000 Penalty: 4679.087402 Iteration 14Q: 3 clusters Score -1146374 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 10148 members Entering Unmasked Estep Score: -1146469.375000 Penalty: 4679.087402 Iteration 15Q: 3 clusters Score -1146469 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 10329 members Entering Unmasked Estep Score: -1146547.125000 Penalty: 4679.087402 Iteration 16Q: 3 clusters Score -1146547 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 10495 members Entering Unmasked Estep Score: -1146616.625000 Penalty: 4679.087402 Iteration 17Q: 3 clusters Score -1146617 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 10642 members Entering Unmasked Estep Score: -1146681.750000 Penalty: 4679.087402 Iteration 18Q: 3 clusters Score -1146682 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 10782 members Entering Unmasked Estep Score: -1146745.375000 Penalty: 4679.087402 Iteration 19Q: 3 clusters Score -1146745 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 10903 members Entering Unmasked Estep Score: -1146801.875000 Penalty: 4679.087402 Iteration 20F: 3 clusters Score -1146802 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 11026 members Entering Unmasked Estep Score: -1146868.625000 Penalty: 4679.087402 Iteration 21Q: 3 clusters Score -1146869 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 11144 members Entering Unmasked Estep Score: -1146933.500000 Penalty: 4679.087402 Iteration 22Q: 3 clusters Score -1146934 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 11255 members Entering Unmasked Estep Score: -1146989.500000 Penalty: 4679.087402 Iteration 23Q: 3 clusters Score -1146990 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 11356 members Entering Unmasked Estep Score: -1147041.625000 Penalty: 4679.087402 Iteration 24Q: 3 clusters Score -1147042 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 11430 members Entering Unmasked Estep Score: -1147085.250000 Penalty: 4679.087402 Iteration 25Q: 3 clusters Score -1147085 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 11485 members Entering Unmasked Estep Score: -1147109.375000 Penalty: 4679.087402 Iteration 26Q: 3 clusters Score -1147109 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 11529 members Entering Unmasked Estep Score: -1147135.750000 Penalty: 4679.087402 Iteration 27Q: 3 clusters Score -1147136 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 11578 members Entering Unmasked Estep Score: -1147157.500000 Penalty: 4679.087402 Iteration 28Q: 3 clusters Score -1147158 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 11621 members Entering Unmasked Estep Score: -1147193.875000 Penalty: 4679.087402 Iteration 29Q: 3 clusters Score -1147194 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 11655 members Entering Unmasked Estep Score: -1147213.375000 Penalty: 4679.087402 Iteration 30Q: 3 clusters Score -1147213 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 11691 members Entering Unmasked Estep Score: -1147236.625000 Penalty: 4679.087402 Iteration 31Q: 3 clusters Score -1147237 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 11730 members Entering Unmasked Estep Score: -1147267.625000 Penalty: 4679.087402 Iteration 32Q: 3 clusters Score -1147268 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 11759 members Entering Unmasked Estep Score: -1147289.000000 Penalty: 4679.087402 Iteration 33Q: 3 clusters Score -1147289 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 11791 members Entering Unmasked Estep Score: -1147305.375000 Penalty: 4679.087402 Iteration 34Q: 3 clusters Score -1147305 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 11808 members Entering Unmasked Estep Score: -1147319.250000 Penalty: 4679.087402 Iteration 35Q: 3 clusters Score -1147319 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 11814 members Entering Unmasked Estep Score: -1147322.500000 Penalty: 4679.087402 Iteration 36Q: 3 clusters Score -1147322 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -1147323.500000 Penalty: 4679.087402 Iteration 37Q: 3 clusters Score -1147324 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 11824 members Entering Unmasked Estep Score: -1147329.625000 Penalty: 4679.087402 Iteration 38Q: 3 clusters Score -1147330 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 11826 members Entering Unmasked Estep Score: -1147330.250000 Penalty: 4679.087402 Iteration 39Q: 3 clusters Score -1147330 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 11828 members Entering Unmasked Estep Score: -1147332.250000 Penalty: 4679.087402 Iteration 40F: 3 clusters Score -1147332 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (14340 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14340 members Entering Unmasked Estep Score: -1186673.625000 Penalty: 2373.560547 Iteration 0F: 2 clusters Score -1186674 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 7144 members Entering Unmasked Estep Score: -1176336.250000 Penalty: 4747.121094 Iteration 0F: 3 clusters Score -1176336 nChanged 6087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 7129 members Entering Unmasked Estep Score: -1179642.750000 Penalty: 4747.121094 Iteration 1F: 3 clusters Score -1179643 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7282 members Mstep: Class 2 contains 7058 members Entering Unmasked Estep Score: -1180026.625000 Penalty: 4747.121094 Iteration 2F: 3 clusters Score -1180027 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -1180317.500000 Penalty: 4747.121094 Iteration 3Q: 3 clusters Score -1180318 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7501 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -1180561.125000 Penalty: 4747.121094 Iteration 4Q: 3 clusters Score -1180561 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7665 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -1180808.750000 Penalty: 4747.121094 Iteration 5Q: 3 clusters Score -1180809 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -1181104.875000 Penalty: 4747.121094 Iteration 6Q: 3 clusters Score -1181105 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8048 members Mstep: Class 2 contains 6292 members Entering Unmasked Estep Score: -1181498.000000 Penalty: 4747.121094 Iteration 7Q: 3 clusters Score -1181498 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8261 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -1181954.500000 Penalty: 4747.121094 Iteration 8Q: 3 clusters Score -1181954 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8445 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -1182393.250000 Penalty: 4747.121094 Iteration 9Q: 3 clusters Score -1182393 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8597 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -1182852.750000 Penalty: 4747.121094 Iteration 10Q: 3 clusters Score -1182853 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8705 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -1183262.250000 Penalty: 4747.121094 Iteration 11Q: 3 clusters Score -1183262 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8797 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -1183607.500000 Penalty: 4747.121094 Iteration 12Q: 3 clusters Score -1183608 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8850 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -1183885.125000 Penalty: 4747.121094 Iteration 13Q: 3 clusters Score -1183885 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -1184078.625000 Penalty: 4747.121094 Iteration 14Q: 3 clusters Score -1184079 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8922 members Mstep: Class 2 contains 5418 members Entering Unmasked Estep Score: -1184224.875000 Penalty: 4747.121094 Iteration 15Q: 3 clusters Score -1184225 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8941 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -1184316.375000 Penalty: 4747.121094 Iteration 16Q: 3 clusters Score -1184316 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8983 members Mstep: Class 2 contains 5357 members Entering Unmasked Estep Score: -1184374.375000 Penalty: 4747.121094 Iteration 17Q: 3 clusters Score -1184374 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8997 members Mstep: Class 2 contains 5343 members Entering Unmasked Estep Score: -1184418.125000 Penalty: 4747.121094 Iteration 18Q: 3 clusters Score -1184418 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9003 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -1184441.125000 Penalty: 4747.121094 Iteration 19Q: 3 clusters Score -1184441 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Mstep: Class 2 contains 5348 members Entering Unmasked Estep Score: -1184456.000000 Penalty: 4747.121094 Iteration 20F: 3 clusters Score -1184456 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -1184464.500000 Penalty: 4747.121094 Iteration 21Q: 3 clusters Score -1184464 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8964 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -1184473.750000 Penalty: 4747.121094 Iteration 22Q: 3 clusters Score -1184474 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8951 members Mstep: Class 2 contains 5389 members Entering Unmasked Estep Score: -1184479.625000 Penalty: 4747.121094 Iteration 23Q: 3 clusters Score -1184480 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8932 members Mstep: Class 2 contains 5408 members Entering Unmasked Estep Score: -1184494.750000 Penalty: 4747.121094 Iteration 24Q: 3 clusters Score -1184495 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8921 members Mstep: Class 2 contains 5419 members Entering Unmasked Estep Score: -1184507.250000 Penalty: 4747.121094 Iteration 25Q: 3 clusters Score -1184507 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8912 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -1184513.750000 Penalty: 4747.121094 Iteration 26Q: 3 clusters Score -1184514 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8882 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -1184528.250000 Penalty: 4747.121094 Iteration 27Q: 3 clusters Score -1184528 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8859 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -1184531.750000 Penalty: 4747.121094 Iteration 28Q: 3 clusters Score -1184532 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8847 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -1184534.375000 Penalty: 4747.121094 Iteration 29Q: 3 clusters Score -1184534 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8832 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -1184542.125000 Penalty: 4747.121094 Iteration 30Q: 3 clusters Score -1184542 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8821 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -1184549.750000 Penalty: 4747.121094 Iteration 31Q: 3 clusters Score -1184550 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8811 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -1184546.625000 Penalty: 4747.121094 Iteration 32Q: 3 clusters Score -1184547 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8806 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -1184545.875000 Penalty: 4747.121094 Iteration 33Q: 3 clusters Score -1184546 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8798 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -1184550.000000 Penalty: 4747.121094 Iteration 34Q: 3 clusters Score -1184550 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8787 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -1184551.375000 Penalty: 4747.121094 Iteration 35Q: 3 clusters Score -1184551 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8769 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -1184556.750000 Penalty: 4747.121094 Iteration 36Q: 3 clusters Score -1184557 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8758 members Mstep: Class 2 contains 5582 members Entering Unmasked Estep Score: -1184567.375000 Penalty: 4747.121094 Iteration 37Q: 3 clusters Score -1184567 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8741 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -1184569.375000 Penalty: 4747.121094 Iteration 38Q: 3 clusters Score -1184569 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8725 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -1184568.750000 Penalty: 4747.121094 Iteration 39Q: 3 clusters Score -1184569 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8706 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -1184576.000000 Penalty: 4747.121094 Iteration 40F: 3 clusters Score -1184576 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8698 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -1184577.375000 Penalty: 4747.121094 Iteration 41Q: 3 clusters Score -1184577 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8687 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -1184580.125000 Penalty: 4747.121094 Iteration 42Q: 3 clusters Score -1184580 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8681 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -1184579.125000 Penalty: 4747.121094 Iteration 43Q: 3 clusters Score -1184579 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8671 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -1184581.250000 Penalty: 4747.121094 Iteration 44Q: 3 clusters Score -1184581 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8655 members Mstep: Class 2 contains 5685 members Entering Unmasked Estep Score: -1184585.875000 Penalty: 4747.121094 Iteration 45Q: 3 clusters Score -1184586 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8643 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -1184588.875000 Penalty: 4747.121094 Iteration 46Q: 3 clusters Score -1184589 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8636 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -1184588.000000 Penalty: 4747.121094 Iteration 47Q: 3 clusters Score -1184588 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8632 members Mstep: Class 2 contains 5708 members Entering Unmasked Estep Score: -1184590.500000 Penalty: 4747.121094 Iteration 48Q: 3 clusters Score -1184590 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8625 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -1184593.625000 Penalty: 4747.121094 Iteration 49Q: 3 clusters Score -1184594 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8612 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -1184591.750000 Penalty: 4747.121094 Iteration 50Q: 3 clusters Score -1184592 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8596 members Mstep: Class 2 contains 5744 members Entering Unmasked Estep Score: -1184596.750000 Penalty: 4747.121094 Iteration 51Q: 3 clusters Score -1184597 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8579 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -1184598.250000 Penalty: 4747.121094 Iteration 52Q: 3 clusters Score -1184598 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8571 members Mstep: Class 2 contains 5769 members Entering Unmasked Estep Score: -1184601.375000 Penalty: 4747.121094 Iteration 53Q: 3 clusters Score -1184601 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8566 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -1184599.375000 Penalty: 4747.121094 Iteration 54Q: 3 clusters Score -1184599 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 5784 members Entering Unmasked Estep Score: -1184601.000000 Penalty: 4747.121094 Iteration 55Q: 3 clusters Score -1184601 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8549 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -1184598.125000 Penalty: 4747.121094 Iteration 56Q: 3 clusters Score -1184598 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8545 members Mstep: Class 2 contains 5795 members Entering Unmasked Estep Score: -1184597.375000 Penalty: 4747.121094 Iteration 57Q: 3 clusters Score -1184597 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8540 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -1184598.000000 Penalty: 4747.121094 Iteration 58Q: 3 clusters Score -1184598 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8533 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -1184599.875000 Penalty: 4747.121094 Iteration 59Q: 3 clusters Score -1184600 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8531 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -1184600.125000 Penalty: 4747.121094 Iteration 60F: 3 clusters Score -1184600 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8530 members Mstep: Class 2 contains 5810 members Entering Unmasked Estep Score: -1184601.375000 Penalty: 4747.121094 Iteration 61Q: 3 clusters Score -1184601 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8530 members Mstep: Class 2 contains 5810 members Entering Unmasked Estep Score: -1184601.375000 Penalty: 4747.121094 Iteration 62F: 3 clusters Score -1184601 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Entering Unmasked Estep Score: -596943.187500 Penalty: 2175.030273 Iteration 0F: 2 clusters Score -596943.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -591542.125000 Penalty: 4350.060547 Iteration 0F: 3 clusters Score -591542.1 nChanged 2503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -592988.562500 Penalty: 4350.060547 Iteration 1F: 3 clusters Score -592988.6 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -593212.250000 Penalty: 4350.060547 Iteration 2F: 3 clusters Score -593212.2 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -593368.187500 Penalty: 4350.060547 Iteration 3Q: 3 clusters Score -593368.2 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -593508.812500 Penalty: 4350.060547 Iteration 4Q: 3 clusters Score -593508.8 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -593644.937500 Penalty: 4350.060547 Iteration 5Q: 3 clusters Score -593644.9 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -593777.875000 Penalty: 4350.060547 Iteration 6Q: 3 clusters Score -593777.9 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -593902.500000 Penalty: 4350.060547 Iteration 7Q: 3 clusters Score -593902.5 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -594041.500000 Penalty: 4350.060547 Iteration 8Q: 3 clusters Score -594041.5 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -594207.125000 Penalty: 4350.060547 Iteration 9Q: 3 clusters Score -594207.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 5353 members Entering Unmasked Estep Score: -594346.000000 Penalty: 4350.060547 Iteration 10Q: 3 clusters Score -594346 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -594469.312500 Penalty: 4350.060547 Iteration 11Q: 3 clusters Score -594469.3 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -594589.250000 Penalty: 4350.060547 Iteration 12Q: 3 clusters Score -594589.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 5751 members Entering Unmasked Estep Score: -594697.312500 Penalty: 4350.060547 Iteration 13Q: 3 clusters Score -594697.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -594788.562500 Penalty: 4350.060547 Iteration 14Q: 3 clusters Score -594788.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -594864.187500 Penalty: 4350.060547 Iteration 15Q: 3 clusters Score -594864.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -594923.812500 Penalty: 4350.060547 Iteration 16Q: 3 clusters Score -594923.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 5986 members Entering Unmasked Estep Score: -594950.375000 Penalty: 4350.060547 Iteration 17Q: 3 clusters Score -594950.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 6013 members Entering Unmasked Estep Score: -594977.437500 Penalty: 4350.060547 Iteration 18Q: 3 clusters Score -594977.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -595001.250000 Penalty: 4350.060547 Iteration 19Q: 3 clusters Score -595001.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -595017.687500 Penalty: 4350.060547 Iteration 20F: 3 clusters Score -595017.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 6054 members Entering Unmasked Estep Score: -595029.125000 Penalty: 4350.060547 Iteration 21Q: 3 clusters Score -595029.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 6061 members Entering Unmasked Estep Score: -595037.687500 Penalty: 4350.060547 Iteration 22Q: 3 clusters Score -595037.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -595046.062500 Penalty: 4350.060547 Iteration 23Q: 3 clusters Score -595046.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -595049.750000 Penalty: 4350.060547 Iteration 24Q: 3 clusters Score -595049.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -595053.437500 Penalty: 4350.060547 Iteration 25Q: 3 clusters Score -595053.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -595058.312500 Penalty: 4350.060547 Iteration 26Q: 3 clusters Score -595058.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -595063.062500 Penalty: 4350.060547 Iteration 27Q: 3 clusters Score -595063.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 6084 members Entering Unmasked Estep Score: -595066.562500 Penalty: 4350.060547 Iteration 28Q: 3 clusters Score -595066.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 6088 members Entering Unmasked Estep Score: -595069.312500 Penalty: 4350.060547 Iteration 29Q: 3 clusters Score -595069.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -595070.437500 Penalty: 4350.060547 Iteration 30Q: 3 clusters Score -595070.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -595070.437500 Penalty: 4350.060547 Iteration 31F: 3 clusters Score -595070.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (10268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10268 members Entering Unmasked Estep Score: -951063.250000 Penalty: 2290.723389 Iteration 0F: 2 clusters Score -951063.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5167 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -943163.750000 Penalty: 4581.446777 Iteration 0F: 3 clusters Score -943163.8 nChanged 4273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5456 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -945484.000000 Penalty: 4581.446777 Iteration 1F: 3 clusters Score -945484 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -945832.062500 Penalty: 4581.446777 Iteration 2F: 3 clusters Score -945832.1 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -946100.937500 Penalty: 4581.446777 Iteration 3F: 3 clusters Score -946100.9 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -946325.375000 Penalty: 4581.446777 Iteration 4Q: 3 clusters Score -946325.4 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6376 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -946527.187500 Penalty: 4581.446777 Iteration 5Q: 3 clusters Score -946527.2 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -946713.812500 Penalty: 4581.446777 Iteration 6Q: 3 clusters Score -946713.8 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6883 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -946904.312500 Penalty: 4581.446777 Iteration 7Q: 3 clusters Score -946904.3 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7184 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -947136.187500 Penalty: 4581.446777 Iteration 8Q: 3 clusters Score -947136.2 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -947349.125000 Penalty: 4581.446777 Iteration 9Q: 3 clusters Score -947349.1 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7755 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -947539.187500 Penalty: 4581.446777 Iteration 10Q: 3 clusters Score -947539.2 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8025 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -947764.000000 Penalty: 4581.446777 Iteration 11Q: 3 clusters Score -947764 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8266 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -947958.062500 Penalty: 4581.446777 Iteration 12Q: 3 clusters Score -947958.1 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8482 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -948117.625000 Penalty: 4581.446777 Iteration 13Q: 3 clusters Score -948117.6 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8682 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -948257.937500 Penalty: 4581.446777 Iteration 14Q: 3 clusters Score -948257.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8848 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -948380.875000 Penalty: 4581.446777 Iteration 15Q: 3 clusters Score -948380.9 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8990 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -948470.187500 Penalty: 4581.446777 Iteration 16Q: 3 clusters Score -948470.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9110 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -948552.000000 Penalty: 4581.446777 Iteration 17Q: 3 clusters Score -948552 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9215 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -948628.312500 Penalty: 4581.446777 Iteration 18Q: 3 clusters Score -948628.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9308 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -948693.500000 Penalty: 4581.446777 Iteration 19Q: 3 clusters Score -948693.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -948750.000000 Penalty: 4581.446777 Iteration 20F: 3 clusters Score -948750 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9450 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -948794.937500 Penalty: 4581.446777 Iteration 21Q: 3 clusters Score -948794.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9506 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -948839.375000 Penalty: 4581.446777 Iteration 22Q: 3 clusters Score -948839.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9548 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -948867.687500 Penalty: 4581.446777 Iteration 23Q: 3 clusters Score -948867.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9588 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -948890.250000 Penalty: 4581.446777 Iteration 24Q: 3 clusters Score -948890.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9627 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -948919.187500 Penalty: 4581.446777 Iteration 25Q: 3 clusters Score -948919.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9657 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -948950.687500 Penalty: 4581.446777 Iteration 26Q: 3 clusters Score -948950.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9686 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -948979.000000 Penalty: 4581.446777 Iteration 27Q: 3 clusters Score -948979 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9714 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -949006.375000 Penalty: 4581.446777 Iteration 28Q: 3 clusters Score -949006.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9737 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -949023.875000 Penalty: 4581.446777 Iteration 29Q: 3 clusters Score -949023.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9755 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -949036.750000 Penalty: 4581.446777 Iteration 30Q: 3 clusters Score -949036.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9768 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -949047.562500 Penalty: 4581.446777 Iteration 31Q: 3 clusters Score -949047.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9777 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -949053.062500 Penalty: 4581.446777 Iteration 32Q: 3 clusters Score -949053.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9787 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -949061.562500 Penalty: 4581.446777 Iteration 33Q: 3 clusters Score -949061.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9795 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -949069.875000 Penalty: 4581.446777 Iteration 34Q: 3 clusters Score -949069.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9802 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -949077.000000 Penalty: 4581.446777 Iteration 35Q: 3 clusters Score -949077 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9808 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -949081.250000 Penalty: 4581.446777 Iteration 36Q: 3 clusters Score -949081.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9810 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -949084.062500 Penalty: 4581.446777 Iteration 37Q: 3 clusters Score -949084.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -949088.000000 Penalty: 4581.446777 Iteration 38Q: 3 clusters Score -949088 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9822 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -949092.062500 Penalty: 4581.446777 Iteration 39Q: 3 clusters Score -949092.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9826 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -949094.500000 Penalty: 4581.446777 Iteration 40F: 3 clusters Score -949094.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9828 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -949097.812500 Penalty: 4581.446777 Iteration 41Q: 3 clusters Score -949097.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -949100.687500 Penalty: 4581.446777 Iteration 42Q: 3 clusters Score -949100.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9831 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -949100.875000 Penalty: 4581.446777 Iteration 43Q: 3 clusters Score -949100.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9831 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -949100.875000 Penalty: 4581.446777 Iteration 44F: 3 clusters Score -949100.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (410 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Entering Unmasked Estep Score: -27075.626953 Penalty: 1492.006958 Iteration 0F: 2 clusters Score -27075.63 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -25787.994141 Penalty: 2984.013916 Iteration 0F: 3 clusters Score -25787.99 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -26126.328125 Penalty: 2984.013916 Iteration 1F: 3 clusters Score -26126.33 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -26334.873047 Penalty: 2984.013916 Iteration 2F: 3 clusters Score -26334.87 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -26424.648438 Penalty: 2984.013916 Iteration 3F: 3 clusters Score -26424.65 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -26473.152344 Penalty: 2984.013916 Iteration 4Q: 3 clusters Score -26473.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -26491.132812 Penalty: 2984.013916 Iteration 5Q: 3 clusters Score -26491.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -26500.552734 Penalty: 2984.013916 Iteration 6Q: 3 clusters Score -26500.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -26502.826172 Penalty: 2984.013916 Iteration 7Q: 3 clusters Score -26502.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -26504.154297 Penalty: 2984.013916 Iteration 8Q: 3 clusters Score -26504.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -26513.513672 Penalty: 2984.013916 Iteration 9Q: 3 clusters Score -26513.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -26513.513672 Penalty: 2984.013916 Iteration 10F: 3 clusters Score -26513.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (257584 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257584 members Entering Unmasked Estep Score: -23368274.000000 Penalty: 3089.856934 Iteration 0F: 2 clusters Score -2.336827e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128887 members Mstep: Class 2 contains 128697 members Entering Unmasked Estep Score: -23195566.000000 Penalty: 6179.713867 Iteration 0F: 3 clusters Score -2.319557e+07 nChanged 124511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129454 members Mstep: Class 2 contains 128130 members Entering Unmasked Estep Score: -23268466.000000 Penalty: 6179.713867 Iteration 1F: 3 clusters Score -2.326847e+07 nChanged 6768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129736 members Mstep: Class 2 contains 127848 members Entering Unmasked Estep Score: -23269660.000000 Penalty: 6179.713867 Iteration 2Q: 3 clusters Score -2.326966e+07 nChanged 7050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130292 members Mstep: Class 2 contains 127292 members Entering Unmasked Estep Score: -23271136.000000 Penalty: 6179.713867 Iteration 3Q: 3 clusters Score -2.327114e+07 nChanged 7711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131111 members Mstep: Class 2 contains 126473 members Entering Unmasked Estep Score: -23273138.000000 Penalty: 6179.713867 Iteration 4Q: 3 clusters Score -2.327314e+07 nChanged 8614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132319 members Mstep: Class 2 contains 125265 members Entering Unmasked Estep Score: -23275772.000000 Penalty: 6179.713867 Iteration 5Q: 3 clusters Score -2.327577e+07 nChanged 9879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133974 members Mstep: Class 2 contains 123610 members Entering Unmasked Estep Score: -23279268.000000 Penalty: 6179.713867 Iteration 6Q: 3 clusters Score -2.327927e+07 nChanged 11712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136412 members Mstep: Class 2 contains 121172 members Entering Unmasked Estep Score: -23284854.000000 Penalty: 6179.713867 Iteration 7Q: 3 clusters Score -2.328485e+07 nChanged 13739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139689 members Mstep: Class 2 contains 117895 members Entering Unmasked Estep Score: -23293174.000000 Penalty: 6179.713867 Iteration 8F: 3 clusters Score -2.329317e+07 nChanged 15699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143572 members Mstep: Class 2 contains 114012 members Entering Unmasked Estep Score: -23304404.000000 Penalty: 6179.713867 Iteration 9F: 3 clusters Score -2.33044e+07 nChanged 16117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146975 members Mstep: Class 2 contains 110609 members Entering Unmasked Estep Score: -23315276.000000 Penalty: 6179.713867 Iteration 10F: 3 clusters Score -2.331528e+07 nChanged 13229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149588 members Mstep: Class 2 contains 107996 members Entering Unmasked Estep Score: -23321372.000000 Penalty: 6179.713867 Iteration 11F: 3 clusters Score -2.332137e+07 nChanged 8259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151765 members Mstep: Class 2 contains 105819 members Entering Unmasked Estep Score: -23323410.000000 Penalty: 6179.713867 Iteration 12Q: 3 clusters Score -2.332341e+07 nChanged 4824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153977 members Mstep: Class 2 contains 103607 members Entering Unmasked Estep Score: -23324362.000000 Penalty: 6179.713867 Iteration 13Q: 3 clusters Score -2.332436e+07 nChanged 3290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156235 members Mstep: Class 2 contains 101349 members Entering Unmasked Estep Score: -23324842.000000 Penalty: 6179.713867 Iteration 14Q: 3 clusters Score -2.332484e+07 nChanged 2792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158591 members Mstep: Class 2 contains 98993 members Entering Unmasked Estep Score: -23325466.000000 Penalty: 6179.713867 Iteration 15Q: 3 clusters Score -2.332547e+07 nChanged 2732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161023 members Mstep: Class 2 contains 96561 members Entering Unmasked Estep Score: -23326096.000000 Penalty: 6179.713867 Iteration 16Q: 3 clusters Score -2.33261e+07 nChanged 2715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163514 members Mstep: Class 2 contains 94070 members Entering Unmasked Estep Score: -23326612.000000 Penalty: 6179.713867 Iteration 17Q: 3 clusters Score -2.332661e+07 nChanged 2777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166165 members Mstep: Class 2 contains 91419 members Entering Unmasked Estep Score: -23327102.000000 Penalty: 6179.713867 Iteration 18Q: 3 clusters Score -2.33271e+07 nChanged 2797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168846 members Mstep: Class 2 contains 88738 members Entering Unmasked Estep Score: -23327508.000000 Penalty: 6179.713867 Iteration 19Q: 3 clusters Score -2.332751e+07 nChanged 2982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171750 members Mstep: Class 2 contains 85834 members Entering Unmasked Estep Score: -23328142.000000 Penalty: 6179.713867 Iteration 20F: 3 clusters Score -2.332814e+07 nChanged 3186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174890 members Mstep: Class 2 contains 82694 members Entering Unmasked Estep Score: -23328864.000000 Penalty: 6179.713867 Iteration 21Q: 3 clusters Score -2.332886e+07 nChanged 3335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178193 members Mstep: Class 2 contains 79391 members Entering Unmasked Estep Score: -23329542.000000 Penalty: 6179.713867 Iteration 22Q: 3 clusters Score -2.332954e+07 nChanged 3476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181657 members Mstep: Class 2 contains 75927 members Entering Unmasked Estep Score: -23330330.000000 Penalty: 6179.713867 Iteration 23Q: 3 clusters Score -2.333033e+07 nChanged 3563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185216 members Mstep: Class 2 contains 72368 members Entering Unmasked Estep Score: -23331090.000000 Penalty: 6179.713867 Iteration 24Q: 3 clusters Score -2.333109e+07 nChanged 3763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188979 members Mstep: Class 2 contains 68605 members Entering Unmasked Estep Score: -23332094.000000 Penalty: 6179.713867 Iteration 25Q: 3 clusters Score -2.333209e+07 nChanged 4065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193044 members Mstep: Class 2 contains 64540 members Entering Unmasked Estep Score: -23333142.000000 Penalty: 6179.713867 Iteration 26Q: 3 clusters Score -2.333314e+07 nChanged 4302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197346 members Mstep: Class 2 contains 60238 members Entering Unmasked Estep Score: -23334358.000000 Penalty: 6179.713867 Iteration 27Q: 3 clusters Score -2.333436e+07 nChanged 4531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201877 members Mstep: Class 2 contains 55707 members Entering Unmasked Estep Score: -23335790.000000 Penalty: 6179.713867 Iteration 28Q: 3 clusters Score -2.333579e+07 nChanged 4732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206609 members Mstep: Class 2 contains 50975 members Entering Unmasked Estep Score: -23337292.000000 Penalty: 6179.713867 Iteration 29Q: 3 clusters Score -2.333729e+07 nChanged 4945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211554 members Mstep: Class 2 contains 46030 members Entering Unmasked Estep Score: -23339204.000000 Penalty: 6179.713867 Iteration 30Q: 3 clusters Score -2.33392e+07 nChanged 5116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216670 members Mstep: Class 2 contains 40914 members Entering Unmasked Estep Score: -23341162.000000 Penalty: 6179.713867 Iteration 31Q: 3 clusters Score -2.334116e+07 nChanged 5181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221851 members Mstep: Class 2 contains 35733 members Entering Unmasked Estep Score: -23343688.000000 Penalty: 6179.713867 Iteration 32Q: 3 clusters Score -2.334369e+07 nChanged 5296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227147 members Mstep: Class 2 contains 30437 members Entering Unmasked Estep Score: -23346362.000000 Penalty: 6179.713867 Iteration 33Q: 3 clusters Score -2.334636e+07 nChanged 5092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232239 members Mstep: Class 2 contains 25345 members Entering Unmasked Estep Score: -23348994.000000 Penalty: 6179.713867 Iteration 34Q: 3 clusters Score -2.334899e+07 nChanged 4989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237228 members Mstep: Class 2 contains 20356 members Entering Unmasked Estep Score: -23351900.000000 Penalty: 6179.713867 Iteration 35Q: 3 clusters Score -2.33519e+07 nChanged 4761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241989 members Mstep: Class 2 contains 15595 members Entering Unmasked Estep Score: -23355018.000000 Penalty: 6179.713867 Iteration 36Q: 3 clusters Score -2.335502e+07 nChanged 4205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246194 members Mstep: Class 2 contains 11390 members Entering Unmasked Estep Score: -23357732.000000 Penalty: 6179.713867 Iteration 37Q: 3 clusters Score -2.335773e+07 nChanged 3470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249664 members Mstep: Class 2 contains 7920 members Entering Unmasked Estep Score: -23360292.000000 Penalty: 6179.713867 Iteration 38Q: 3 clusters Score -2.336029e+07 nChanged 2749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252413 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -23362232.000000 Penalty: 6179.713867 Iteration 39Q: 3 clusters Score -2.336223e+07 nChanged 1843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254256 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -23363632.000000 Penalty: 6179.713867 Iteration 40F: 3 clusters Score -2.336363e+07 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255399 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -23364418.000000 Penalty: 6179.713867 Iteration 41Q: 3 clusters Score -2.336442e+07 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256057 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -23364812.000000 Penalty: 6179.713867 Iteration 42Q: 3 clusters Score -2.336481e+07 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256425 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -23365092.000000 Penalty: 6179.713867 Iteration 43Q: 3 clusters Score -2.336509e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256634 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -23365198.000000 Penalty: 6179.713867 Iteration 44Q: 3 clusters Score -2.33652e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256764 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -23365366.000000 Penalty: 6179.713867 Iteration 45Q: 3 clusters Score -2.336537e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256854 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -23365426.000000 Penalty: 6179.713867 Iteration 46Q: 3 clusters Score -2.336543e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256908 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -23365478.000000 Penalty: 6179.713867 Iteration 47Q: 3 clusters Score -2.336548e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256961 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -23365512.000000 Penalty: 6179.713867 Iteration 48Q: 3 clusters Score -2.336551e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256990 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -23365524.000000 Penalty: 6179.713867 Iteration 49Q: 3 clusters Score -2.336552e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257007 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -23365528.000000 Penalty: 6179.713867 Iteration 50Q: 3 clusters Score -2.336553e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257012 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -23365530.000000 Penalty: 6179.713867 Iteration 51Q: 3 clusters Score -2.336553e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257016 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -23365534.000000 Penalty: 6179.713867 Iteration 52Q: 3 clusters Score -2.336553e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257020 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -23365540.000000 Penalty: 6179.713867 Iteration 53Q: 3 clusters Score -2.336554e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257022 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -23365538.000000 Penalty: 6179.713867 Iteration 54Q: 3 clusters Score -2.336554e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257027 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -23365550.000000 Penalty: 6179.713867 Iteration 55Q: 3 clusters Score -2.336555e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257026 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -23365564.000000 Penalty: 6179.713867 Iteration 56Q: 3 clusters Score -2.336556e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257026 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -23365548.000000 Penalty: 6179.713867 Iteration 57Q: 3 clusters Score -2.336555e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257027 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -23365552.000000 Penalty: 6179.713867 Iteration 58Q: 3 clusters Score -2.336555e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257031 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -23365562.000000 Penalty: 6179.713867 Iteration 59Q: 3 clusters Score -2.336556e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257033 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -23365568.000000 Penalty: 6179.713867 Iteration 60F: 3 clusters Score -2.336557e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257038 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -23365562.000000 Penalty: 6179.713867 Iteration 61Q: 3 clusters Score -2.336556e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257038 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -23365570.000000 Penalty: 6179.713867 Iteration 62Q: 3 clusters Score -2.336557e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257038 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -23365576.000000 Penalty: 6179.713867 Iteration 63Q: 3 clusters Score -2.336558e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257039 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -23365590.000000 Penalty: 6179.713867 Iteration 64Q: 3 clusters Score -2.336559e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257040 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -23365582.000000 Penalty: 6179.713867 Iteration 65Q: 3 clusters Score -2.336558e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257042 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -23365584.000000 Penalty: 6179.713867 Iteration 66Q: 3 clusters Score -2.336558e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257042 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -23365574.000000 Penalty: 6179.713867 Iteration 67Q: 3 clusters Score -2.336557e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257042 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -23365574.000000 Penalty: 6179.713867 Iteration 68F: 3 clusters Score -2.336557e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (30524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30524 members Entering Unmasked Estep Score: -2686025.500000 Penalty: 2560.914551 Iteration 0F: 2 clusters Score -2686026 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15196 members Mstep: Class 2 contains 15328 members Entering Unmasked Estep Score: -2665198.250000 Penalty: 5121.829102 Iteration 0F: 3 clusters Score -2665198 nChanged 13706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14366 members Mstep: Class 2 contains 16158 members Entering Unmasked Estep Score: -2672829.750000 Penalty: 5121.829102 Iteration 1F: 3 clusters Score -2672830 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13943 members Mstep: Class 2 contains 16581 members Entering Unmasked Estep Score: -2673507.500000 Penalty: 5121.829102 Iteration 2F: 3 clusters Score -2673508 nChanged 1517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13536 members Mstep: Class 2 contains 16988 members Entering Unmasked Estep Score: -2674159.250000 Penalty: 5121.829102 Iteration 3Q: 3 clusters Score -2674159 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13088 members Mstep: Class 2 contains 17436 members Entering Unmasked Estep Score: -2674844.750000 Penalty: 5121.829102 Iteration 4Q: 3 clusters Score -2674845 nChanged 1341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12575 members Mstep: Class 2 contains 17949 members Entering Unmasked Estep Score: -2675527.250000 Penalty: 5121.829102 Iteration 5Q: 3 clusters Score -2675527 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12075 members Mstep: Class 2 contains 18449 members Entering Unmasked Estep Score: -2676118.000000 Penalty: 5121.829102 Iteration 6Q: 3 clusters Score -2676118 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11514 members Mstep: Class 2 contains 19010 members Entering Unmasked Estep Score: -2676601.750000 Penalty: 5121.829102 Iteration 7Q: 3 clusters Score -2676602 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10831 members Mstep: Class 2 contains 19693 members Entering Unmasked Estep Score: -2677083.250000 Penalty: 5121.829102 Iteration 8Q: 3 clusters Score -2677083 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10014 members Mstep: Class 2 contains 20510 members Entering Unmasked Estep Score: -2677554.250000 Penalty: 5121.829102 Iteration 9Q: 3 clusters Score -2677554 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8998 members Mstep: Class 2 contains 21526 members Entering Unmasked Estep Score: -2678105.000000 Penalty: 5121.829102 Iteration 10Q: 3 clusters Score -2678105 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7837 members Mstep: Class 2 contains 22687 members Entering Unmasked Estep Score: -2678736.500000 Penalty: 5121.829102 Iteration 11Q: 3 clusters Score -2678736 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6558 members Mstep: Class 2 contains 23966 members Entering Unmasked Estep Score: -2679471.250000 Penalty: 5121.829102 Iteration 12Q: 3 clusters Score -2679471 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 25323 members Entering Unmasked Estep Score: -2680330.500000 Penalty: 5121.829102 Iteration 13Q: 3 clusters Score -2680330 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 26593 members Entering Unmasked Estep Score: -2681179.250000 Penalty: 5121.829102 Iteration 14Q: 3 clusters Score -2681179 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 27686 members Entering Unmasked Estep Score: -2681959.500000 Penalty: 5121.829102 Iteration 15Q: 3 clusters Score -2681960 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 28476 members Entering Unmasked Estep Score: -2682570.500000 Penalty: 5121.829102 Iteration 16Q: 3 clusters Score -2682570 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 29003 members Entering Unmasked Estep Score: -2682967.000000 Penalty: 5121.829102 Iteration 17Q: 3 clusters Score -2682967 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 29337 members Entering Unmasked Estep Score: -2683251.000000 Penalty: 5121.829102 Iteration 18Q: 3 clusters Score -2683251 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 29535 members Entering Unmasked Estep Score: -2683417.250000 Penalty: 5121.829102 Iteration 19Q: 3 clusters Score -2683417 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 29672 members Entering Unmasked Estep Score: -2683541.500000 Penalty: 5121.829102 Iteration 20F: 3 clusters Score -2683542 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 29764 members Entering Unmasked Estep Score: -2683624.000000 Penalty: 5121.829102 Iteration 21Q: 3 clusters Score -2683624 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 29819 members Entering Unmasked Estep Score: -2683676.250000 Penalty: 5121.829102 Iteration 22Q: 3 clusters Score -2683676 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 29852 members Entering Unmasked Estep Score: -2683711.000000 Penalty: 5121.829102 Iteration 23Q: 3 clusters Score -2683711 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 29882 members Entering Unmasked Estep Score: -2683744.500000 Penalty: 5121.829102 Iteration 24Q: 3 clusters Score -2683744 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 29896 members Entering Unmasked Estep Score: -2683766.000000 Penalty: 5121.829102 Iteration 25Q: 3 clusters Score -2683766 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 29910 members Entering Unmasked Estep Score: -2683780.750000 Penalty: 5121.829102 Iteration 26Q: 3 clusters Score -2683781 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 29920 members Entering Unmasked Estep Score: -2683797.250000 Penalty: 5121.829102 Iteration 27Q: 3 clusters Score -2683797 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 29927 members Entering Unmasked Estep Score: -2683800.250000 Penalty: 5121.829102 Iteration 28Q: 3 clusters Score -2683800 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 29933 members Entering Unmasked Estep Score: -2683804.750000 Penalty: 5121.829102 Iteration 29Q: 3 clusters Score -2683805 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 29941 members Entering Unmasked Estep Score: -2683810.750000 Penalty: 5121.829102 Iteration 30Q: 3 clusters Score -2683811 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 29945 members Entering Unmasked Estep Score: -2683815.750000 Penalty: 5121.829102 Iteration 31Q: 3 clusters Score -2683816 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 29950 members Entering Unmasked Estep Score: -2683827.000000 Penalty: 5121.829102 Iteration 32Q: 3 clusters Score -2683827 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 29954 members Entering Unmasked Estep Score: -2683830.500000 Penalty: 5121.829102 Iteration 33Q: 3 clusters Score -2683830 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 29952 members Entering Unmasked Estep Score: -2683833.250000 Penalty: 5121.829102 Iteration 34Q: 3 clusters Score -2683833 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 29951 members Entering Unmasked Estep Score: -2683834.250000 Penalty: 5121.829102 Iteration 35Q: 3 clusters Score -2683834 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 29952 members Entering Unmasked Estep Score: -2683835.750000 Penalty: 5121.829102 Iteration 36Q: 3 clusters Score -2683836 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 29953 members Entering Unmasked Estep Score: -2683838.250000 Penalty: 5121.829102 Iteration 37Q: 3 clusters Score -2683838 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 29956 members Entering Unmasked Estep Score: -2683839.000000 Penalty: 5121.829102 Iteration 38Q: 3 clusters Score -2683839 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 29957 members Entering Unmasked Estep Score: -2683838.500000 Penalty: 5121.829102 Iteration 39Q: 3 clusters Score -2683838 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 29957 members Entering Unmasked Estep Score: -2683838.500000 Penalty: 5121.829102 Iteration 40F: 3 clusters Score -2683838 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (7505 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7505 members Entering Unmasked Estep Score: -694024.375000 Penalty: 2212.984375 Iteration 0F: 2 clusters Score -694024.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -687876.562500 Penalty: 4425.968750 Iteration 0F: 3 clusters Score -687876.6 nChanged 3016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -689468.562500 Penalty: 4425.968750 Iteration 1F: 3 clusters Score -689468.6 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -689730.250000 Penalty: 4425.968750 Iteration 2F: 3 clusters Score -689730.2 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -689945.687500 Penalty: 4425.968750 Iteration 3F: 3 clusters Score -689945.7 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -690179.625000 Penalty: 4425.968750 Iteration 4Q: 3 clusters Score -690179.6 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -690455.187500 Penalty: 4425.968750 Iteration 5F: 3 clusters Score -690455.2 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -690706.687500 Penalty: 4425.968750 Iteration 6F: 3 clusters Score -690706.7 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -690952.437500 Penalty: 4425.968750 Iteration 7F: 3 clusters Score -690952.4 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -691220.750000 Penalty: 4425.968750 Iteration 8F: 3 clusters Score -691220.8 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -691476.812500 Penalty: 4425.968750 Iteration 9F: 3 clusters Score -691476.8 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -691650.687500 Penalty: 4425.968750 Iteration 10Q: 3 clusters Score -691650.7 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -691781.875000 Penalty: 4425.968750 Iteration 11Q: 3 clusters Score -691781.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -691900.875000 Penalty: 4425.968750 Iteration 12Q: 3 clusters Score -691900.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -692004.125000 Penalty: 4425.968750 Iteration 13Q: 3 clusters Score -692004.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 5721 members Entering Unmasked Estep Score: -692079.125000 Penalty: 4425.968750 Iteration 14Q: 3 clusters Score -692079.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -692132.250000 Penalty: 4425.968750 Iteration 15Q: 3 clusters Score -692132.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -692179.750000 Penalty: 4425.968750 Iteration 16Q: 3 clusters Score -692179.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -692220.875000 Penalty: 4425.968750 Iteration 17Q: 3 clusters Score -692220.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -692262.000000 Penalty: 4425.968750 Iteration 18Q: 3 clusters Score -692262 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -692289.000000 Penalty: 4425.968750 Iteration 19Q: 3 clusters Score -692289 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -692307.437500 Penalty: 4425.968750 Iteration 20F: 3 clusters Score -692307.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 6153 members Entering Unmasked Estep Score: -692318.187500 Penalty: 4425.968750 Iteration 21Q: 3 clusters Score -692318.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -692329.812500 Penalty: 4425.968750 Iteration 22Q: 3 clusters Score -692329.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 6204 members Entering Unmasked Estep Score: -692339.250000 Penalty: 4425.968750 Iteration 23Q: 3 clusters Score -692339.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -692343.812500 Penalty: 4425.968750 Iteration 24Q: 3 clusters Score -692343.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -692347.750000 Penalty: 4425.968750 Iteration 25Q: 3 clusters Score -692347.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 6243 members Entering Unmasked Estep Score: -692351.687500 Penalty: 4425.968750 Iteration 26Q: 3 clusters Score -692351.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 6254 members Entering Unmasked Estep Score: -692352.000000 Penalty: 4425.968750 Iteration 27Q: 3 clusters Score -692352 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 6264 members Entering Unmasked Estep Score: -692358.125000 Penalty: 4425.968750 Iteration 28Q: 3 clusters Score -692358.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -692358.687500 Penalty: 4425.968750 Iteration 29Q: 3 clusters Score -692358.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 6280 members Entering Unmasked Estep Score: -692362.312500 Penalty: 4425.968750 Iteration 30Q: 3 clusters Score -692362.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -692366.000000 Penalty: 4425.968750 Iteration 31Q: 3 clusters Score -692366 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -692370.625000 Penalty: 4425.968750 Iteration 32Q: 3 clusters Score -692370.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -692371.687500 Penalty: 4425.968750 Iteration 33Q: 3 clusters Score -692371.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 6313 members Entering Unmasked Estep Score: -692376.312500 Penalty: 4425.968750 Iteration 34Q: 3 clusters Score -692376.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -692379.187500 Penalty: 4425.968750 Iteration 35Q: 3 clusters Score -692379.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 6327 members Entering Unmasked Estep Score: -692378.437500 Penalty: 4425.968750 Iteration 36Q: 3 clusters Score -692378.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 6331 members Entering Unmasked Estep Score: -692381.250000 Penalty: 4425.968750 Iteration 37Q: 3 clusters Score -692381.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 6334 members Entering Unmasked Estep Score: -692381.750000 Penalty: 4425.968750 Iteration 38Q: 3 clusters Score -692381.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -692383.125000 Penalty: 4425.968750 Iteration 39Q: 3 clusters Score -692383.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -692381.812500 Penalty: 4425.968750 Iteration 40F: 3 clusters Score -692381.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9473 members Entering Unmasked Estep Score: -847034.812500 Penalty: 2270.738037 Iteration 0F: 2 clusters Score -847034.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -839706.500000 Penalty: 4541.476074 Iteration 0F: 3 clusters Score -839706.5 nChanged 3948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -841755.625000 Penalty: 4541.476074 Iteration 1F: 3 clusters Score -841755.6 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -842131.000000 Penalty: 4541.476074 Iteration 2F: 3 clusters Score -842131 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -842559.187500 Penalty: 4541.476074 Iteration 3F: 3 clusters Score -842559.2 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -843064.000000 Penalty: 4541.476074 Iteration 4F: 3 clusters Score -843064 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5827 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -843613.250000 Penalty: 4541.476074 Iteration 5F: 3 clusters Score -843613.2 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -844087.000000 Penalty: 4541.476074 Iteration 6F: 3 clusters Score -844087 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -844417.812500 Penalty: 4541.476074 Iteration 7F: 3 clusters Score -844417.8 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -844675.375000 Penalty: 4541.476074 Iteration 8Q: 3 clusters Score -844675.4 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -844874.000000 Penalty: 4541.476074 Iteration 9Q: 3 clusters Score -844874 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -845023.000000 Penalty: 4541.476074 Iteration 10Q: 3 clusters Score -845023 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -845136.250000 Penalty: 4541.476074 Iteration 11Q: 3 clusters Score -845136.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7236 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -845225.437500 Penalty: 4541.476074 Iteration 12Q: 3 clusters Score -845225.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -845291.437500 Penalty: 4541.476074 Iteration 13Q: 3 clusters Score -845291.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7440 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -845357.000000 Penalty: 4541.476074 Iteration 14Q: 3 clusters Score -845357 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7522 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -845418.375000 Penalty: 4541.476074 Iteration 15Q: 3 clusters Score -845418.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7593 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -845471.937500 Penalty: 4541.476074 Iteration 16Q: 3 clusters Score -845471.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7668 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -845517.750000 Penalty: 4541.476074 Iteration 17Q: 3 clusters Score -845517.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -845556.062500 Penalty: 4541.476074 Iteration 18Q: 3 clusters Score -845556.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7770 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -845599.000000 Penalty: 4541.476074 Iteration 19Q: 3 clusters Score -845599 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7819 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -845636.437500 Penalty: 4541.476074 Iteration 20F: 3 clusters Score -845636.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7859 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -845665.625000 Penalty: 4541.476074 Iteration 21Q: 3 clusters Score -845665.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7886 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -845692.125000 Penalty: 4541.476074 Iteration 22Q: 3 clusters Score -845692.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7921 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -845725.500000 Penalty: 4541.476074 Iteration 23Q: 3 clusters Score -845725.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -845760.187500 Penalty: 4541.476074 Iteration 24Q: 3 clusters Score -845760.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7999 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -845790.687500 Penalty: 4541.476074 Iteration 25Q: 3 clusters Score -845790.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8029 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -845807.625000 Penalty: 4541.476074 Iteration 26Q: 3 clusters Score -845807.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8056 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -845823.312500 Penalty: 4541.476074 Iteration 27Q: 3 clusters Score -845823.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8081 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -845842.000000 Penalty: 4541.476074 Iteration 28Q: 3 clusters Score -845842 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8109 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -845858.187500 Penalty: 4541.476074 Iteration 29Q: 3 clusters Score -845858.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8129 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -845869.625000 Penalty: 4541.476074 Iteration 30Q: 3 clusters Score -845869.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8145 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -845878.312500 Penalty: 4541.476074 Iteration 31Q: 3 clusters Score -845878.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8164 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -845890.062500 Penalty: 4541.476074 Iteration 32Q: 3 clusters Score -845890.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8177 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -845897.687500 Penalty: 4541.476074 Iteration 33Q: 3 clusters Score -845897.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8193 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -845909.750000 Penalty: 4541.476074 Iteration 34Q: 3 clusters Score -845909.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8210 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -845925.125000 Penalty: 4541.476074 Iteration 35Q: 3 clusters Score -845925.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8230 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -845936.937500 Penalty: 4541.476074 Iteration 36Q: 3 clusters Score -845936.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8247 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -845945.687500 Penalty: 4541.476074 Iteration 37Q: 3 clusters Score -845945.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8259 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -845949.312500 Penalty: 4541.476074 Iteration 38Q: 3 clusters Score -845949.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8267 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -845953.437500 Penalty: 4541.476074 Iteration 39Q: 3 clusters Score -845953.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8271 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -845953.437500 Penalty: 4541.476074 Iteration 40F: 3 clusters Score -845953.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8274 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -845955.937500 Penalty: 4541.476074 Iteration 41Q: 3 clusters Score -845955.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8277 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -845957.562500 Penalty: 4541.476074 Iteration 42Q: 3 clusters Score -845957.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8282 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -845960.125000 Penalty: 4541.476074 Iteration 43Q: 3 clusters Score -845960.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8284 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -845960.562500 Penalty: 4541.476074 Iteration 44Q: 3 clusters Score -845960.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8284 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -845960.562500 Penalty: 4541.476074 Iteration 45F: 3 clusters Score -845960.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (66598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66598 members Entering Unmasked Estep Score: -6002149.000000 Penalty: 2754.394531 Iteration 0F: 2 clusters Score -6002149 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33288 members Mstep: Class 2 contains 33310 members Entering Unmasked Estep Score: -5957560.000000 Penalty: 5508.789062 Iteration 0F: 3 clusters Score -5957560 nChanged 31057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32725 members Mstep: Class 2 contains 33873 members Entering Unmasked Estep Score: -5975138.500000 Penalty: 5508.789062 Iteration 1F: 3 clusters Score -5975138 nChanged 2529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32426 members Mstep: Class 2 contains 34172 members Entering Unmasked Estep Score: -5975826.500000 Penalty: 5508.789062 Iteration 2Q: 3 clusters Score -5975826 nChanged 2467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32031 members Mstep: Class 2 contains 34567 members Entering Unmasked Estep Score: -5976608.000000 Penalty: 5508.789062 Iteration 3Q: 3 clusters Score -5976608 nChanged 2438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31455 members Mstep: Class 2 contains 35143 members Entering Unmasked Estep Score: -5977335.000000 Penalty: 5508.789062 Iteration 4Q: 3 clusters Score -5977335 nChanged 2538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30583 members Mstep: Class 2 contains 36015 members Entering Unmasked Estep Score: -5978198.000000 Penalty: 5508.789062 Iteration 5Q: 3 clusters Score -5978198 nChanged 2800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29383 members Mstep: Class 2 contains 37215 members Entering Unmasked Estep Score: -5979339.000000 Penalty: 5508.789062 Iteration 6Q: 3 clusters Score -5979339 nChanged 3189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27626 members Mstep: Class 2 contains 38972 members Entering Unmasked Estep Score: -5980915.500000 Penalty: 5508.789062 Iteration 7Q: 3 clusters Score -5980916 nChanged 3546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25342 members Mstep: Class 2 contains 41256 members Entering Unmasked Estep Score: -5983140.000000 Penalty: 5508.789062 Iteration 8F: 3 clusters Score -5983140 nChanged 3760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22792 members Mstep: Class 2 contains 43806 members Entering Unmasked Estep Score: -5985921.500000 Penalty: 5508.789062 Iteration 9F: 3 clusters Score -5985922 nChanged 3661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20431 members Mstep: Class 2 contains 46167 members Entering Unmasked Estep Score: -5988566.000000 Penalty: 5508.789062 Iteration 10F: 3 clusters Score -5988566 nChanged 3072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18511 members Mstep: Class 2 contains 48087 members Entering Unmasked Estep Score: -5990502.000000 Penalty: 5508.789062 Iteration 11Q: 3 clusters Score -5990502 nChanged 2243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16944 members Mstep: Class 2 contains 49654 members Entering Unmasked Estep Score: -5991584.500000 Penalty: 5508.789062 Iteration 12Q: 3 clusters Score -5991584 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15524 members Mstep: Class 2 contains 51074 members Entering Unmasked Estep Score: -5992337.000000 Penalty: 5508.789062 Iteration 13Q: 3 clusters Score -5992337 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14156 members Mstep: Class 2 contains 52442 members Entering Unmasked Estep Score: -5992957.500000 Penalty: 5508.789062 Iteration 14Q: 3 clusters Score -5992958 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12832 members Mstep: Class 2 contains 53766 members Entering Unmasked Estep Score: -5993554.000000 Penalty: 5508.789062 Iteration 15Q: 3 clusters Score -5993554 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11514 members Mstep: Class 2 contains 55084 members Entering Unmasked Estep Score: -5994106.000000 Penalty: 5508.789062 Iteration 16Q: 3 clusters Score -5994106 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10192 members Mstep: Class 2 contains 56406 members Entering Unmasked Estep Score: -5994732.000000 Penalty: 5508.789062 Iteration 17Q: 3 clusters Score -5994732 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8944 members Mstep: Class 2 contains 57654 members Entering Unmasked Estep Score: -5995359.000000 Penalty: 5508.789062 Iteration 18Q: 3 clusters Score -5995359 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7751 members Mstep: Class 2 contains 58847 members Entering Unmasked Estep Score: -5995991.000000 Penalty: 5508.789062 Iteration 19Q: 3 clusters Score -5995991 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6646 members Mstep: Class 2 contains 59952 members Entering Unmasked Estep Score: -5996611.500000 Penalty: 5508.789062 Iteration 20F: 3 clusters Score -5996612 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 60917 members Entering Unmasked Estep Score: -5997106.500000 Penalty: 5508.789062 Iteration 21Q: 3 clusters Score -5997106 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 61763 members Entering Unmasked Estep Score: -5997614.500000 Penalty: 5508.789062 Iteration 22Q: 3 clusters Score -5997614 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 62492 members Entering Unmasked Estep Score: -5997993.000000 Penalty: 5508.789062 Iteration 23Q: 3 clusters Score -5997993 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 63085 members Entering Unmasked Estep Score: -5998295.500000 Penalty: 5508.789062 Iteration 24Q: 3 clusters Score -5998296 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 63602 members Entering Unmasked Estep Score: -5998556.000000 Penalty: 5508.789062 Iteration 25Q: 3 clusters Score -5998556 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 64004 members Entering Unmasked Estep Score: -5998743.500000 Penalty: 5508.789062 Iteration 26Q: 3 clusters Score -5998744 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 64326 members Entering Unmasked Estep Score: -5998925.500000 Penalty: 5508.789062 Iteration 27Q: 3 clusters Score -5998926 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 64602 members Entering Unmasked Estep Score: -5999032.500000 Penalty: 5508.789062 Iteration 28Q: 3 clusters Score -5999032 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 64832 members Entering Unmasked Estep Score: -5999176.000000 Penalty: 5508.789062 Iteration 29Q: 3 clusters Score -5999176 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 65017 members Entering Unmasked Estep Score: -5999252.500000 Penalty: 5508.789062 Iteration 30Q: 3 clusters Score -5999252 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 65177 members Entering Unmasked Estep Score: -5999360.500000 Penalty: 5508.789062 Iteration 31Q: 3 clusters Score -5999360 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 65304 members Entering Unmasked Estep Score: -5999424.000000 Penalty: 5508.789062 Iteration 32Q: 3 clusters Score -5999424 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 65406 members Entering Unmasked Estep Score: -5999471.000000 Penalty: 5508.789062 Iteration 33Q: 3 clusters Score -5999471 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 65501 members Entering Unmasked Estep Score: -5999534.500000 Penalty: 5508.789062 Iteration 34Q: 3 clusters Score -5999534 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 65573 members Entering Unmasked Estep Score: -5999569.000000 Penalty: 5508.789062 Iteration 35Q: 3 clusters Score -5999569 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 65628 members Entering Unmasked Estep Score: -5999605.500000 Penalty: 5508.789062 Iteration 36Q: 3 clusters Score -5999606 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 65666 members Entering Unmasked Estep Score: -5999624.500000 Penalty: 5508.789062 Iteration 37Q: 3 clusters Score -5999624 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 65690 members Entering Unmasked Estep Score: -5999653.500000 Penalty: 5508.789062 Iteration 38Q: 3 clusters Score -5999654 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 65718 members Entering Unmasked Estep Score: -5999667.000000 Penalty: 5508.789062 Iteration 39Q: 3 clusters Score -5999667 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 65744 members Entering Unmasked Estep Score: -5999685.000000 Penalty: 5508.789062 Iteration 40F: 3 clusters Score -5999685 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 65768 members Entering Unmasked Estep Score: -5999695.000000 Penalty: 5508.789062 Iteration 41Q: 3 clusters Score -5999695 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 65786 members Entering Unmasked Estep Score: -5999707.500000 Penalty: 5508.789062 Iteration 42Q: 3 clusters Score -5999708 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 65805 members Entering Unmasked Estep Score: -5999720.000000 Penalty: 5508.789062 Iteration 43Q: 3 clusters Score -5999720 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 65818 members Entering Unmasked Estep Score: -5999733.500000 Penalty: 5508.789062 Iteration 44Q: 3 clusters Score -5999734 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 65824 members Entering Unmasked Estep Score: -5999732.500000 Penalty: 5508.789062 Iteration 45Q: 3 clusters Score -5999732 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 65829 members Entering Unmasked Estep Score: -5999738.000000 Penalty: 5508.789062 Iteration 46Q: 3 clusters Score -5999738 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 65837 members Entering Unmasked Estep Score: -5999740.000000 Penalty: 5508.789062 Iteration 47Q: 3 clusters Score -5999740 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 65844 members Entering Unmasked Estep Score: -5999748.500000 Penalty: 5508.789062 Iteration 48Q: 3 clusters Score -5999748 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 65854 members Entering Unmasked Estep Score: -5999739.000000 Penalty: 5508.789062 Iteration 49Q: 3 clusters Score -5999739 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 65856 members Entering Unmasked Estep Score: -5999748.000000 Penalty: 5508.789062 Iteration 50Q: 3 clusters Score -5999748 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 65860 members Entering Unmasked Estep Score: -5999748.000000 Penalty: 5508.789062 Iteration 51Q: 3 clusters Score -5999748 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 65864 members Entering Unmasked Estep Score: -5999744.500000 Penalty: 5508.789062 Iteration 52Q: 3 clusters Score -5999744 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 65869 members Entering Unmasked Estep Score: -5999753.000000 Penalty: 5508.789062 Iteration 53Q: 3 clusters Score -5999753 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 65872 members Entering Unmasked Estep Score: -5999747.500000 Penalty: 5508.789062 Iteration 54Q: 3 clusters Score -5999748 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 65873 members Entering Unmasked Estep Score: -5999752.000000 Penalty: 5508.789062 Iteration 55Q: 3 clusters Score -5999752 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 65875 members Entering Unmasked Estep Score: -5999753.500000 Penalty: 5508.789062 Iteration 56Q: 3 clusters Score -5999754 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 65876 members Entering Unmasked Estep Score: -5999751.500000 Penalty: 5508.789062 Iteration 57Q: 3 clusters Score -5999752 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 65877 members Entering Unmasked Estep Score: -5999754.000000 Penalty: 5508.789062 Iteration 58Q: 3 clusters Score -5999754 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 65879 members Entering Unmasked Estep Score: -5999754.000000 Penalty: 5508.789062 Iteration 59Q: 3 clusters Score -5999754 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 65879 members Entering Unmasked Estep Score: -5999754.000000 Penalty: 5508.789062 Iteration 60F: 3 clusters Score -5999754 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (318898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318898 members Entering Unmasked Estep Score: -29061978.000000 Penalty: 3142.811279 Iteration 0F: 2 clusters Score -2.906198e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159146 members Mstep: Class 2 contains 159752 members Entering Unmasked Estep Score: -28848010.000000 Penalty: 6285.622559 Iteration 0F: 3 clusters Score -2.884801e+07 nChanged 154414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154626 members Mstep: Class 2 contains 164272 members Entering Unmasked Estep Score: -28940184.000000 Penalty: 6285.622559 Iteration 1F: 3 clusters Score -2.894018e+07 nChanged 8306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151686 members Mstep: Class 2 contains 167212 members Entering Unmasked Estep Score: -28942190.000000 Penalty: 6285.622559 Iteration 2Q: 3 clusters Score -2.894219e+07 nChanged 9177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147233 members Mstep: Class 2 contains 171665 members Entering Unmasked Estep Score: -28944816.000000 Penalty: 6285.622559 Iteration 3Q: 3 clusters Score -2.894482e+07 nChanged 10516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140815 members Mstep: Class 2 contains 178083 members Entering Unmasked Estep Score: -28948992.000000 Penalty: 6285.622559 Iteration 4Q: 3 clusters Score -2.894899e+07 nChanged 12492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131559 members Mstep: Class 2 contains 187339 members Entering Unmasked Estep Score: -28954682.000000 Penalty: 6285.622559 Iteration 5Q: 3 clusters Score -2.895468e+07 nChanged 15139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118648 members Mstep: Class 2 contains 200250 members Entering Unmasked Estep Score: -28963000.000000 Penalty: 6285.622559 Iteration 6Q: 3 clusters Score -2.8963e+07 nChanged 18471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101311 members Mstep: Class 2 contains 217587 members Entering Unmasked Estep Score: -28974812.000000 Penalty: 6285.622559 Iteration 7F: 3 clusters Score -2.897481e+07 nChanged 22108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79607 members Mstep: Class 2 contains 239291 members Entering Unmasked Estep Score: -28991014.000000 Penalty: 6285.622559 Iteration 8F: 3 clusters Score -2.899101e+07 nChanged 24421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55272 members Mstep: Class 2 contains 263626 members Entering Unmasked Estep Score: -29010690.000000 Penalty: 6285.622559 Iteration 9F: 3 clusters Score -2.901069e+07 nChanged 23115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32167 members Mstep: Class 2 contains 286731 members Entering Unmasked Estep Score: -29030690.000000 Penalty: 6285.622559 Iteration 10F: 3 clusters Score -2.903069e+07 nChanged 17193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14974 members Mstep: Class 2 contains 303924 members Entering Unmasked Estep Score: -29046316.000000 Penalty: 6285.622559 Iteration 11F: 3 clusters Score -2.904632e+07 nChanged 9399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5577 members Mstep: Class 2 contains 313321 members Entering Unmasked Estep Score: -29054494.000000 Penalty: 6285.622559 Iteration 12Q: 3 clusters Score -2.905449e+07 nChanged 3527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 316848 members Entering Unmasked Estep Score: -29057568.000000 Penalty: 6285.622559 Iteration 13Q: 3 clusters Score -2.905757e+07 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 317998 members Entering Unmasked Estep Score: -29058652.000000 Penalty: 6285.622559 Iteration 14Q: 3 clusters Score -2.905865e+07 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 318296 members Entering Unmasked Estep Score: -29058918.000000 Penalty: 6285.622559 Iteration 15Q: 3 clusters Score -2.905892e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 318411 members Entering Unmasked Estep Score: -29059118.000000 Penalty: 6285.622559 Iteration 16Q: 3 clusters Score -2.905912e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 318455 members Entering Unmasked Estep Score: -29059228.000000 Penalty: 6285.622559 Iteration 17Q: 3 clusters Score -2.905923e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 318484 members Entering Unmasked Estep Score: -29059266.000000 Penalty: 6285.622559 Iteration 18Q: 3 clusters Score -2.905927e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 318491 members Entering Unmasked Estep Score: -29059298.000000 Penalty: 6285.622559 Iteration 19Q: 3 clusters Score -2.90593e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 318499 members Entering Unmasked Estep Score: -29059322.000000 Penalty: 6285.622559 Iteration 20F: 3 clusters Score -2.905932e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 318502 members Entering Unmasked Estep Score: -29059350.000000 Penalty: 6285.622559 Iteration 21Q: 3 clusters Score -2.905935e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 318506 members Entering Unmasked Estep Score: -29059326.000000 Penalty: 6285.622559 Iteration 22Q: 3 clusters Score -2.905933e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 318512 members Entering Unmasked Estep Score: -29059370.000000 Penalty: 6285.622559 Iteration 23Q: 3 clusters Score -2.905937e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 318518 members Entering Unmasked Estep Score: -29059362.000000 Penalty: 6285.622559 Iteration 24Q: 3 clusters Score -2.905936e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 318514 members Entering Unmasked Estep Score: -29059368.000000 Penalty: 6285.622559 Iteration 25Q: 3 clusters Score -2.905937e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 318515 members Entering Unmasked Estep Score: -29059354.000000 Penalty: 6285.622559 Iteration 26Q: 3 clusters Score -2.905935e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 318516 members Entering Unmasked Estep Score: -29059382.000000 Penalty: 6285.622559 Iteration 27Q: 3 clusters Score -2.905938e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 318516 members Entering Unmasked Estep Score: -29059382.000000 Penalty: 6285.622559 Iteration 28Q: 3 clusters Score -2.905938e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 318515 members Entering Unmasked Estep Score: -29059386.000000 Penalty: 6285.622559 Iteration 29Q: 3 clusters Score -2.905939e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 318515 members Entering Unmasked Estep Score: -29059386.000000 Penalty: 6285.622559 Iteration 30F: 3 clusters Score -2.905939e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (13854 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13854 members Entering Unmasked Estep Score: -1268816.250000 Penalty: 2365.009766 Iteration 0F: 2 clusters Score -1268816 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6994 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -1258806.875000 Penalty: 4730.019531 Iteration 0F: 3 clusters Score -1258807 nChanged 5962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7090 members Mstep: Class 2 contains 6764 members Entering Unmasked Estep Score: -1262000.625000 Penalty: 4730.019531 Iteration 1F: 3 clusters Score -1262001 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7069 members Mstep: Class 2 contains 6785 members Entering Unmasked Estep Score: -1262698.500000 Penalty: 4730.019531 Iteration 2F: 3 clusters Score -1262698 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -1263601.375000 Penalty: 4730.019531 Iteration 3F: 3 clusters Score -1263601 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6538 members Mstep: Class 2 contains 7316 members Entering Unmasked Estep Score: -1264619.250000 Penalty: 4730.019531 Iteration 4F: 3 clusters Score -1264619 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 7765 members Entering Unmasked Estep Score: -1265487.000000 Penalty: 4730.019531 Iteration 5F: 3 clusters Score -1265487 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5672 members Mstep: Class 2 contains 8182 members Entering Unmasked Estep Score: -1266096.625000 Penalty: 4730.019531 Iteration 6F: 3 clusters Score -1266097 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Mstep: Class 2 contains 8553 members Entering Unmasked Estep Score: -1266503.750000 Penalty: 4730.019531 Iteration 7F: 3 clusters Score -1266504 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 8863 members Entering Unmasked Estep Score: -1266729.500000 Penalty: 4730.019531 Iteration 8Q: 3 clusters Score -1266730 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 9124 members Entering Unmasked Estep Score: -1266866.500000 Penalty: 4730.019531 Iteration 9Q: 3 clusters Score -1266866 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 9348 members Entering Unmasked Estep Score: -1266960.625000 Penalty: 4730.019531 Iteration 10Q: 3 clusters Score -1266961 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 9545 members Entering Unmasked Estep Score: -1267029.125000 Penalty: 4730.019531 Iteration 11Q: 3 clusters Score -1267029 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 9711 members Entering Unmasked Estep Score: -1267076.375000 Penalty: 4730.019531 Iteration 12Q: 3 clusters Score -1267076 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 9873 members Entering Unmasked Estep Score: -1267122.875000 Penalty: 4730.019531 Iteration 13Q: 3 clusters Score -1267123 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 10011 members Entering Unmasked Estep Score: -1267162.000000 Penalty: 4730.019531 Iteration 14Q: 3 clusters Score -1267162 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 10150 members Entering Unmasked Estep Score: -1267199.750000 Penalty: 4730.019531 Iteration 15Q: 3 clusters Score -1267200 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 10281 members Entering Unmasked Estep Score: -1267231.375000 Penalty: 4730.019531 Iteration 16Q: 3 clusters Score -1267231 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 10413 members Entering Unmasked Estep Score: -1267263.875000 Penalty: 4730.019531 Iteration 17Q: 3 clusters Score -1267264 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 10523 members Entering Unmasked Estep Score: -1267289.375000 Penalty: 4730.019531 Iteration 18Q: 3 clusters Score -1267289 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 10641 members Entering Unmasked Estep Score: -1267322.625000 Penalty: 4730.019531 Iteration 19Q: 3 clusters Score -1267323 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 10752 members Entering Unmasked Estep Score: -1267351.875000 Penalty: 4730.019531 Iteration 20F: 3 clusters Score -1267352 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 10848 members Entering Unmasked Estep Score: -1267376.375000 Penalty: 4730.019531 Iteration 21Q: 3 clusters Score -1267376 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 10938 members Entering Unmasked Estep Score: -1267399.000000 Penalty: 4730.019531 Iteration 22Q: 3 clusters Score -1267399 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 11045 members Entering Unmasked Estep Score: -1267425.625000 Penalty: 4730.019531 Iteration 23Q: 3 clusters Score -1267426 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 11152 members Entering Unmasked Estep Score: -1267460.625000 Penalty: 4730.019531 Iteration 24Q: 3 clusters Score -1267461 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 11260 members Entering Unmasked Estep Score: -1267493.000000 Penalty: 4730.019531 Iteration 25Q: 3 clusters Score -1267493 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 11369 members Entering Unmasked Estep Score: -1267526.500000 Penalty: 4730.019531 Iteration 26Q: 3 clusters Score -1267526 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 11479 members Entering Unmasked Estep Score: -1267556.000000 Penalty: 4730.019531 Iteration 27Q: 3 clusters Score -1267556 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 11571 members Entering Unmasked Estep Score: -1267586.125000 Penalty: 4730.019531 Iteration 28Q: 3 clusters Score -1267586 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 11668 members Entering Unmasked Estep Score: -1267616.125000 Penalty: 4730.019531 Iteration 29Q: 3 clusters Score -1267616 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 11763 members Entering Unmasked Estep Score: -1267643.375000 Penalty: 4730.019531 Iteration 30Q: 3 clusters Score -1267643 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 11846 members Entering Unmasked Estep Score: -1267673.000000 Penalty: 4730.019531 Iteration 31Q: 3 clusters Score -1267673 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 11929 members Entering Unmasked Estep Score: -1267695.000000 Penalty: 4730.019531 Iteration 32Q: 3 clusters Score -1267695 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 11986 members Entering Unmasked Estep Score: -1267713.750000 Penalty: 4730.019531 Iteration 33Q: 3 clusters Score -1267714 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 12041 members Entering Unmasked Estep Score: -1267725.500000 Penalty: 4730.019531 Iteration 34Q: 3 clusters Score -1267726 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 12094 members Entering Unmasked Estep Score: -1267742.250000 Penalty: 4730.019531 Iteration 35Q: 3 clusters Score -1267742 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 12144 members Entering Unmasked Estep Score: -1267754.500000 Penalty: 4730.019531 Iteration 36Q: 3 clusters Score -1267754 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 12193 members Entering Unmasked Estep Score: -1267771.875000 Penalty: 4730.019531 Iteration 37Q: 3 clusters Score -1267772 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 12233 members Entering Unmasked Estep Score: -1267784.000000 Penalty: 4730.019531 Iteration 38Q: 3 clusters Score -1267784 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 12270 members Entering Unmasked Estep Score: -1267795.750000 Penalty: 4730.019531 Iteration 39Q: 3 clusters Score -1267796 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 12291 members Entering Unmasked Estep Score: -1267798.125000 Penalty: 4730.019531 Iteration 40F: 3 clusters Score -1267798 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 12320 members Entering Unmasked Estep Score: -1267803.250000 Penalty: 4730.019531 Iteration 41Q: 3 clusters Score -1267803 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 12337 members Entering Unmasked Estep Score: -1267808.125000 Penalty: 4730.019531 Iteration 42Q: 3 clusters Score -1267808 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 12361 members Entering Unmasked Estep Score: -1267814.875000 Penalty: 4730.019531 Iteration 43Q: 3 clusters Score -1267815 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 12378 members Entering Unmasked Estep Score: -1267818.875000 Penalty: 4730.019531 Iteration 44Q: 3 clusters Score -1267819 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 12390 members Entering Unmasked Estep Score: -1267821.000000 Penalty: 4730.019531 Iteration 45Q: 3 clusters Score -1267821 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 12401 members Entering Unmasked Estep Score: -1267819.875000 Penalty: 4730.019531 Iteration 46Q: 3 clusters Score -1267820 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 12410 members Entering Unmasked Estep Score: -1267827.375000 Penalty: 4730.019531 Iteration 47Q: 3 clusters Score -1267827 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 12417 members Entering Unmasked Estep Score: -1267829.125000 Penalty: 4730.019531 Iteration 48Q: 3 clusters Score -1267829 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 12429 members Entering Unmasked Estep Score: -1267830.500000 Penalty: 4730.019531 Iteration 49Q: 3 clusters Score -1267830 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 12442 members Entering Unmasked Estep Score: -1267838.250000 Penalty: 4730.019531 Iteration 50Q: 3 clusters Score -1267838 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 12452 members Entering Unmasked Estep Score: -1267838.500000 Penalty: 4730.019531 Iteration 51Q: 3 clusters Score -1267838 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 12460 members Entering Unmasked Estep Score: -1267837.875000 Penalty: 4730.019531 Iteration 52Q: 3 clusters Score -1267838 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 12466 members Entering Unmasked Estep Score: -1267838.875000 Penalty: 4730.019531 Iteration 53Q: 3 clusters Score -1267839 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 12471 members Entering Unmasked Estep Score: -1267840.750000 Penalty: 4730.019531 Iteration 54Q: 3 clusters Score -1267841 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 12475 members Entering Unmasked Estep Score: -1267842.375000 Penalty: 4730.019531 Iteration 55Q: 3 clusters Score -1267842 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 12477 members Entering Unmasked Estep Score: -1267840.375000 Penalty: 4730.019531 Iteration 56Q: 3 clusters Score -1267840 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 12478 members Entering Unmasked Estep Score: -1267842.875000 Penalty: 4730.019531 Iteration 57Q: 3 clusters Score -1267843 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 12480 members Entering Unmasked Estep Score: -1267844.125000 Penalty: 4730.019531 Iteration 58Q: 3 clusters Score -1267844 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 12484 members Entering Unmasked Estep Score: -1267844.750000 Penalty: 4730.019531 Iteration 59Q: 3 clusters Score -1267845 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 12486 members Entering Unmasked Estep Score: -1267846.500000 Penalty: 4730.019531 Iteration 60F: 3 clusters Score -1267846 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 12487 members Entering Unmasked Estep Score: -1267847.625000 Penalty: 4730.019531 Iteration 61Q: 3 clusters Score -1267848 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 12487 members Entering Unmasked Estep Score: -1267847.625000 Penalty: 4730.019531 Iteration 62F: 3 clusters Score -1267848 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Entering Unmasked Estep Score: -367977.750000 Penalty: 2085.029785 Iteration 0F: 2 clusters Score -367977.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -363795.281250 Penalty: 4170.059570 Iteration 0F: 3 clusters Score -363795.3 nChanged 1732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -364895.218750 Penalty: 4170.059570 Iteration 1F: 3 clusters Score -364895.2 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -365198.812500 Penalty: 4170.059570 Iteration 2F: 3 clusters Score -365198.8 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -365428.968750 Penalty: 4170.059570 Iteration 3F: 3 clusters Score -365429 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -365597.937500 Penalty: 4170.059570 Iteration 4F: 3 clusters Score -365597.9 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -365742.218750 Penalty: 4170.059570 Iteration 5Q: 3 clusters Score -365742.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -365855.656250 Penalty: 4170.059570 Iteration 6Q: 3 clusters Score -365855.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -365961.125000 Penalty: 4170.059570 Iteration 7Q: 3 clusters Score -365961.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -366029.031250 Penalty: 4170.059570 Iteration 8Q: 3 clusters Score -366029 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -366097.468750 Penalty: 4170.059570 Iteration 9Q: 3 clusters Score -366097.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -366164.218750 Penalty: 4170.059570 Iteration 10Q: 3 clusters Score -366164.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -366213.843750 Penalty: 4170.059570 Iteration 11Q: 3 clusters Score -366213.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -366259.156250 Penalty: 4170.059570 Iteration 12Q: 3 clusters Score -366259.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -366305.218750 Penalty: 4170.059570 Iteration 13Q: 3 clusters Score -366305.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -366351.093750 Penalty: 4170.059570 Iteration 14Q: 3 clusters Score -366351.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -366394.687500 Penalty: 4170.059570 Iteration 15Q: 3 clusters Score -366394.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -366425.125000 Penalty: 4170.059570 Iteration 16Q: 3 clusters Score -366425.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -366457.375000 Penalty: 4170.059570 Iteration 17Q: 3 clusters Score -366457.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -366484.875000 Penalty: 4170.059570 Iteration 18Q: 3 clusters Score -366484.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -366519.500000 Penalty: 4170.059570 Iteration 19Q: 3 clusters Score -366519.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -366544.031250 Penalty: 4170.059570 Iteration 20F: 3 clusters Score -366544 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -366564.062500 Penalty: 4170.059570 Iteration 21Q: 3 clusters Score -366564.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -366588.781250 Penalty: 4170.059570 Iteration 22Q: 3 clusters Score -366588.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -366607.468750 Penalty: 4170.059570 Iteration 23Q: 3 clusters Score -366607.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -366619.593750 Penalty: 4170.059570 Iteration 24Q: 3 clusters Score -366619.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -366627.625000 Penalty: 4170.059570 Iteration 25Q: 3 clusters Score -366627.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -366636.937500 Penalty: 4170.059570 Iteration 26Q: 3 clusters Score -366636.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -366642.750000 Penalty: 4170.059570 Iteration 27Q: 3 clusters Score -366642.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -366649.875000 Penalty: 4170.059570 Iteration 28Q: 3 clusters Score -366649.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -366654.187500 Penalty: 4170.059570 Iteration 29Q: 3 clusters Score -366654.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -366657.312500 Penalty: 4170.059570 Iteration 30Q: 3 clusters Score -366657.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -366659.468750 Penalty: 4170.059570 Iteration 31Q: 3 clusters Score -366659.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -366662.406250 Penalty: 4170.059570 Iteration 32Q: 3 clusters Score -366662.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -366665.812500 Penalty: 4170.059570 Iteration 33Q: 3 clusters Score -366665.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -366669.093750 Penalty: 4170.059570 Iteration 34Q: 3 clusters Score -366669.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -366671.062500 Penalty: 4170.059570 Iteration 35Q: 3 clusters Score -366671.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -366671.906250 Penalty: 4170.059570 Iteration 36Q: 3 clusters Score -366671.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -366672.343750 Penalty: 4170.059570 Iteration 37Q: 3 clusters Score -366672.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -366672.343750 Penalty: 4170.059570 Iteration 38F: 3 clusters Score -366672.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Entering Unmasked Estep Score: -115222.507812 Penalty: 1794.075928 Iteration 0F: 2 clusters Score -115222.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -113056.484375 Penalty: 3588.151855 Iteration 0F: 3 clusters Score -113056.5 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -113392.445312 Penalty: 3588.151855 Iteration 1F: 3 clusters Score -113392.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -113505.000000 Penalty: 3588.151855 Iteration 2F: 3 clusters Score -113505 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -113595.328125 Penalty: 3588.151855 Iteration 3Q: 3 clusters Score -113595.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -113687.468750 Penalty: 3588.151855 Iteration 4Q: 3 clusters Score -113687.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -113763.179688 Penalty: 3588.151855 Iteration 5Q: 3 clusters Score -113763.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -113820.023438 Penalty: 3588.151855 Iteration 6Q: 3 clusters Score -113820 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -113855.742188 Penalty: 3588.151855 Iteration 7Q: 3 clusters Score -113855.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -113870.765625 Penalty: 3588.151855 Iteration 8Q: 3 clusters Score -113870.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -113889.953125 Penalty: 3588.151855 Iteration 9Q: 3 clusters Score -113890 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -113917.937500 Penalty: 3588.151855 Iteration 10Q: 3 clusters Score -113917.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -113953.984375 Penalty: 3588.151855 Iteration 11Q: 3 clusters Score -113954 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -114007.812500 Penalty: 3588.151855 Iteration 12Q: 3 clusters Score -114007.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -114139.765625 Penalty: 3588.151855 Iteration 13Q: 3 clusters Score -114139.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -114354.406250 Penalty: 3588.151855 Iteration 14Q: 3 clusters Score -114354.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -114691.218750 Penalty: 3588.151855 Iteration 15Q: 3 clusters Score -114691.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -114908.632812 Penalty: 3588.151855 Iteration 16Q: 3 clusters Score -114908.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -115002.632812 Penalty: 3588.151855 Iteration 17Q: 3 clusters Score -115002.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -115073.914062 Penalty: 3588.151855 Iteration 18Q: 3 clusters Score -115073.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -115138.695312 Penalty: 3588.151855 Iteration 19Q: 3 clusters Score -115138.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -115218.578125 Penalty: 3588.151855 Iteration 20F: 3 clusters Score -115218.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -115309.734375 Penalty: 3588.151855 Iteration 21Q: 3 clusters Score -115309.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -115374.320312 Penalty: 3588.151855 Iteration 22Q: 3 clusters Score -115374.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -115396.617188 Penalty: 3588.151855 Iteration 23Q: 3 clusters Score -115396.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -115405.820312 Penalty: 3588.151855 Iteration 24Q: 3 clusters Score -115405.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -115410.257812 Penalty: 3588.151855 Iteration 25Q: 3 clusters Score -115410.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -115411.054688 Penalty: 3588.151855 Iteration 26Q: 3 clusters Score -115411.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -115411.054688 Penalty: 3588.151855 Iteration 27F: 3 clusters Score -115411.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12502 members Mstep: Class 2 contains 14340 members Mstep: Class 3 contains 6440 members Mstep: Class 4 contains 10268 members Mstep: Class 5 contains 410 members Mstep: Class 6 contains 257584 members Mstep: Class 7 contains 30524 members Mstep: Class 8 contains 7505 members Mstep: Class 9 contains 9473 members Mstep: Class 10 contains 66598 members Mstep: Class 11 contains 318898 members Mstep: Class 12 contains 13854 members Mstep: Class 13 contains 4480 members Mstep: Class 14 contains 857 members Mstep: Class 16 contains 529 members Mstep: Class 17 contains 865 members Mstep: Class 19 contains 10557 members Mstep: Class 21 contains 7870 members Mstep: Class 24 contains 1318 members Entering Unmasked Estep Score: -68894328.000000 Penalty: 63897.066406 Splitting cluster 16 changes total score from -68895664.000000 to -68894328.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (865 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Entering Unmasked Estep Score: -69761.984375 Penalty: 1677.156982 Iteration 0F: 2 clusters Score -69761.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -67939.195312 Penalty: 3354.313965 Iteration 0F: 3 clusters Score -67939.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -68224.234375 Penalty: 3354.313965 Iteration 1F: 3 clusters Score -68224.23 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -68415.625000 Penalty: 3354.313965 Iteration 2F: 3 clusters Score -68415.62 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -68584.390625 Penalty: 3354.313965 Iteration 3F: 3 clusters Score -68584.39 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -68726.218750 Penalty: 3354.313965 Iteration 4F: 3 clusters Score -68726.22 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -68886.914062 Penalty: 3354.313965 Iteration 5F: 3 clusters Score -68886.91 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -69005.718750 Penalty: 3354.313965 Iteration 6Q: 3 clusters Score -69005.72 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -69064.507812 Penalty: 3354.313965 Iteration 7Q: 3 clusters Score -69064.51 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -69101.328125 Penalty: 3354.313965 Iteration 8Q: 3 clusters Score -69101.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -69112.351562 Penalty: 3354.313965 Iteration 9Q: 3 clusters Score -69112.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -69117.835938 Penalty: 3354.313965 Iteration 10Q: 3 clusters Score -69117.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -69117.835938 Penalty: 3354.313965 Iteration 11F: 3 clusters Score -69117.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (10557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10557 members Entering Unmasked Estep Score: -978933.500000 Penalty: 2297.606934 Iteration 0F: 2 clusters Score -978933.5 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 5262 members Entering Unmasked Estep Score: -970889.937500 Penalty: 4595.213867 Iteration 0F: 3 clusters Score -970889.9 nChanged 4407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -973265.812500 Penalty: 4595.213867 Iteration 1F: 3 clusters Score -973265.8 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5040 members Mstep: Class 2 contains 5517 members Entering Unmasked Estep Score: -973661.187500 Penalty: 4595.213867 Iteration 2F: 3 clusters Score -973661.2 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 5717 members Entering Unmasked Estep Score: -974062.187500 Penalty: 4595.213867 Iteration 3F: 3 clusters Score -974062.2 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 5993 members Entering Unmasked Estep Score: -974514.687500 Penalty: 4595.213867 Iteration 4F: 3 clusters Score -974514.7 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 6414 members Entering Unmasked Estep Score: -975019.125000 Penalty: 4595.213867 Iteration 5F: 3 clusters Score -975019.1 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 6862 members Entering Unmasked Estep Score: -975527.000000 Penalty: 4595.213867 Iteration 6F: 3 clusters Score -975527 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 7358 members Entering Unmasked Estep Score: -976051.437500 Penalty: 4595.213867 Iteration 7F: 3 clusters Score -976051.4 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 7873 members Entering Unmasked Estep Score: -976569.562500 Penalty: 4595.213867 Iteration 8F: 3 clusters Score -976569.6 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 8333 members Entering Unmasked Estep Score: -977003.625000 Penalty: 4595.213867 Iteration 9F: 3 clusters Score -977003.6 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 8706 members Entering Unmasked Estep Score: -977315.062500 Penalty: 4595.213867 Iteration 10Q: 3 clusters Score -977315.1 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 9002 members Entering Unmasked Estep Score: -977578.625000 Penalty: 4595.213867 Iteration 11Q: 3 clusters Score -977578.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 9215 members Entering Unmasked Estep Score: -977746.062500 Penalty: 4595.213867 Iteration 12Q: 3 clusters Score -977746.1 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 9393 members Entering Unmasked Estep Score: -977885.187500 Penalty: 4595.213867 Iteration 13Q: 3 clusters Score -977885.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 9504 members Entering Unmasked Estep Score: -977963.125000 Penalty: 4595.213867 Iteration 14Q: 3 clusters Score -977963.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 9576 members Entering Unmasked Estep Score: -978017.500000 Penalty: 4595.213867 Iteration 15Q: 3 clusters Score -978017.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 9626 members Entering Unmasked Estep Score: -978054.687500 Penalty: 4595.213867 Iteration 16Q: 3 clusters Score -978054.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 9666 members Entering Unmasked Estep Score: -978076.687500 Penalty: 4595.213867 Iteration 17Q: 3 clusters Score -978076.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 9696 members Entering Unmasked Estep Score: -978090.375000 Penalty: 4595.213867 Iteration 18Q: 3 clusters Score -978090.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 9713 members Entering Unmasked Estep Score: -978102.312500 Penalty: 4595.213867 Iteration 19Q: 3 clusters Score -978102.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 9729 members Entering Unmasked Estep Score: -978107.625000 Penalty: 4595.213867 Iteration 20F: 3 clusters Score -978107.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 9738 members Entering Unmasked Estep Score: -978111.687500 Penalty: 4595.213867 Iteration 21Q: 3 clusters Score -978111.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 9744 members Entering Unmasked Estep Score: -978115.937500 Penalty: 4595.213867 Iteration 22Q: 3 clusters Score -978115.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 9749 members Entering Unmasked Estep Score: -978118.250000 Penalty: 4595.213867 Iteration 23Q: 3 clusters Score -978118.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 9753 members Entering Unmasked Estep Score: -978118.750000 Penalty: 4595.213867 Iteration 24Q: 3 clusters Score -978118.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 9758 members Entering Unmasked Estep Score: -978119.875000 Penalty: 4595.213867 Iteration 25Q: 3 clusters Score -978119.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 9760 members Entering Unmasked Estep Score: -978122.125000 Penalty: 4595.213867 Iteration 26Q: 3 clusters Score -978122.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 9761 members Entering Unmasked Estep Score: -978122.125000 Penalty: 4595.213867 Iteration 27Q: 3 clusters Score -978122.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 9761 members Entering Unmasked Estep Score: -978122.125000 Penalty: 4595.213867 Iteration 28F: 3 clusters Score -978122.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7870 members Entering Unmasked Estep Score: -711776.750000 Penalty: 2224.761719 Iteration 0F: 2 clusters Score -711776.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -705447.750000 Penalty: 4449.523438 Iteration 0F: 3 clusters Score -705447.8 nChanged 3215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -707242.750000 Penalty: 4449.523438 Iteration 1F: 3 clusters Score -707242.8 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -707656.375000 Penalty: 4449.523438 Iteration 2F: 3 clusters Score -707656.4 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -708150.812500 Penalty: 4449.523438 Iteration 3F: 3 clusters Score -708150.8 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -708690.625000 Penalty: 4449.523438 Iteration 4F: 3 clusters Score -708690.6 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -709122.000000 Penalty: 4449.523438 Iteration 5F: 3 clusters Score -709122 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -709461.125000 Penalty: 4449.523438 Iteration 6F: 3 clusters Score -709461.1 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -709726.250000 Penalty: 4449.523438 Iteration 7F: 3 clusters Score -709726.2 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -709910.750000 Penalty: 4449.523438 Iteration 8Q: 3 clusters Score -709910.8 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -710051.812500 Penalty: 4449.523438 Iteration 9Q: 3 clusters Score -710051.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5896 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -710139.125000 Penalty: 4449.523438 Iteration 10Q: 3 clusters Score -710139.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5994 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -710205.250000 Penalty: 4449.523438 Iteration 11Q: 3 clusters Score -710205.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -710252.875000 Penalty: 4449.523438 Iteration 12Q: 3 clusters Score -710252.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6142 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -710295.687500 Penalty: 4449.523438 Iteration 13Q: 3 clusters Score -710295.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -710334.250000 Penalty: 4449.523438 Iteration 14Q: 3 clusters Score -710334.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6258 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -710371.312500 Penalty: 4449.523438 Iteration 15Q: 3 clusters Score -710371.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6309 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -710409.750000 Penalty: 4449.523438 Iteration 16Q: 3 clusters Score -710409.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6362 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -710447.750000 Penalty: 4449.523438 Iteration 17Q: 3 clusters Score -710447.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -710478.375000 Penalty: 4449.523438 Iteration 18Q: 3 clusters Score -710478.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -710494.625000 Penalty: 4449.523438 Iteration 19Q: 3 clusters Score -710494.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6483 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -710509.687500 Penalty: 4449.523438 Iteration 20F: 3 clusters Score -710509.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6510 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -710525.625000 Penalty: 4449.523438 Iteration 21Q: 3 clusters Score -710525.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -710537.312500 Penalty: 4449.523438 Iteration 22Q: 3 clusters Score -710537.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -710548.312500 Penalty: 4449.523438 Iteration 23Q: 3 clusters Score -710548.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -710552.812500 Penalty: 4449.523438 Iteration 24Q: 3 clusters Score -710552.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -710560.250000 Penalty: 4449.523438 Iteration 25Q: 3 clusters Score -710560.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -710564.250000 Penalty: 4449.523438 Iteration 26Q: 3 clusters Score -710564.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -710568.312500 Penalty: 4449.523438 Iteration 27Q: 3 clusters Score -710568.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6637 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -710574.437500 Penalty: 4449.523438 Iteration 28Q: 3 clusters Score -710574.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -710577.500000 Penalty: 4449.523438 Iteration 29Q: 3 clusters Score -710577.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -710580.312500 Penalty: 4449.523438 Iteration 30Q: 3 clusters Score -710580.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -710582.062500 Penalty: 4449.523438 Iteration 31Q: 3 clusters Score -710582.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -710580.250000 Penalty: 4449.523438 Iteration 32Q: 3 clusters Score -710580.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6661 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -710581.000000 Penalty: 4449.523438 Iteration 33Q: 3 clusters Score -710581 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -710581.187500 Penalty: 4449.523438 Iteration 34Q: 3 clusters Score -710581.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -710581.312500 Penalty: 4449.523438 Iteration 35Q: 3 clusters Score -710581.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -710582.750000 Penalty: 4449.523438 Iteration 36Q: 3 clusters Score -710582.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -710582.750000 Penalty: 4449.523438 Iteration 37F: 3 clusters Score -710582.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Entering Unmasked Estep Score: -108559.796875 Penalty: 1781.599976 Iteration 0F: 2 clusters Score -108559.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -106465.640625 Penalty: 3563.199951 Iteration 0F: 3 clusters Score -106465.6 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -106970.117188 Penalty: 3563.199951 Iteration 1F: 3 clusters Score -106970.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -107218.328125 Penalty: 3563.199951 Iteration 2F: 3 clusters Score -107218.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -107411.859375 Penalty: 3563.199951 Iteration 3F: 3 clusters Score -107411.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -107535.109375 Penalty: 3563.199951 Iteration 4F: 3 clusters Score -107535.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -107598.437500 Penalty: 3563.199951 Iteration 5Q: 3 clusters Score -107598.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -107640.335938 Penalty: 3563.199951 Iteration 6Q: 3 clusters Score -107640.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -107673.710938 Penalty: 3563.199951 Iteration 7Q: 3 clusters Score -107673.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -107716.929688 Penalty: 3563.199951 Iteration 8Q: 3 clusters Score -107716.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -107747.757812 Penalty: 3563.199951 Iteration 9Q: 3 clusters Score -107747.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -107776.929688 Penalty: 3563.199951 Iteration 10Q: 3 clusters Score -107776.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -107816.414062 Penalty: 3563.199951 Iteration 11Q: 3 clusters Score -107816.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -107878.320312 Penalty: 3563.199951 Iteration 12Q: 3 clusters Score -107878.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -107925.015625 Penalty: 3563.199951 Iteration 13Q: 3 clusters Score -107925 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -107971.250000 Penalty: 3563.199951 Iteration 14Q: 3 clusters Score -107971.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -108023.695312 Penalty: 3563.199951 Iteration 15Q: 3 clusters Score -108023.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -108047.421875 Penalty: 3563.199951 Iteration 16Q: 3 clusters Score -108047.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -108065.835938 Penalty: 3563.199951 Iteration 17Q: 3 clusters Score -108065.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -108075.875000 Penalty: 3563.199951 Iteration 18Q: 3 clusters Score -108075.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -108092.546875 Penalty: 3563.199951 Iteration 19Q: 3 clusters Score -108092.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -108142.601562 Penalty: 3563.199951 Iteration 20F: 3 clusters Score -108142.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -108214.406250 Penalty: 3563.199951 Iteration 21Q: 3 clusters Score -108214.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -108241.617188 Penalty: 3563.199951 Iteration 22Q: 3 clusters Score -108241.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -108273.937500 Penalty: 3563.199951 Iteration 23Q: 3 clusters Score -108273.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -108306.585938 Penalty: 3563.199951 Iteration 24Q: 3 clusters Score -108306.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -108337.382812 Penalty: 3563.199951 Iteration 25Q: 3 clusters Score -108337.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -108352.484375 Penalty: 3563.199951 Iteration 26Q: 3 clusters Score -108352.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -108355.703125 Penalty: 3563.199951 Iteration 27Q: 3 clusters Score -108355.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -108358.875000 Penalty: 3563.199951 Iteration 28Q: 3 clusters Score -108358.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -108359.445312 Penalty: 3563.199951 Iteration 29Q: 3 clusters Score -108359.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -108361.054688 Penalty: 3563.199951 Iteration 30Q: 3 clusters Score -108361.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -108361.929688 Penalty: 3563.199951 Iteration 31Q: 3 clusters Score -108361.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -108363.734375 Penalty: 3563.199951 Iteration 32Q: 3 clusters Score -108363.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -108363.734375 Penalty: 3563.199951 Iteration 33F: 3 clusters Score -108363.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12502 members Mstep: Class 2 contains 14340 members Mstep: Class 3 contains 6440 members Mstep: Class 4 contains 10268 members Mstep: Class 5 contains 410 members Mstep: Class 6 contains 257584 members Mstep: Class 7 contains 30524 members Mstep: Class 8 contains 7505 members Mstep: Class 9 contains 9473 members Mstep: Class 10 contains 66598 members Mstep: Class 11 contains 318898 members Mstep: Class 12 contains 13854 members Mstep: Class 13 contains 4480 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 865 members Mstep: Class 19 contains 10557 members Mstep: Class 21 contains 7870 members Mstep: Class 24 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -68895712.000000 Penalty: 60534.062500 Iteration 79Q: 19 clusters Score -6.889571e+07 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 12497 members Mstep: Class 2 contains 14388 members Mstep: Class 3 contains 6424 members Mstep: Class 4 contains 10257 members Mstep: Class 5 contains 410 members Mstep: Class 6 contains 257849 members Mstep: Class 7 contains 30536 members Mstep: Class 8 contains 7494 members Mstep: Class 9 contains 9455 members Mstep: Class 10 contains 66611 members Mstep: Class 11 contains 318612 members Mstep: Class 12 contains 13846 members Mstep: Class 13 contains 4490 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 849 members Mstep: Class 19 contains 10579 members Mstep: Class 21 contains 7871 members Mstep: Class 24 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -68895856.000000 Penalty: 60534.062500 Iteration 80F: 19 clusters Score -6.889586e+07 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12490 members Mstep: Class 2 contains 14467 members Mstep: Class 3 contains 6417 members Mstep: Class 4 contains 10246 members Mstep: Class 5 contains 418 members Mstep: Class 6 contains 258070 members Mstep: Class 7 contains 30546 members Mstep: Class 8 contains 7484 members Mstep: Class 9 contains 9441 members Mstep: Class 10 contains 66621 members Mstep: Class 11 contains 318348 members Mstep: Class 12 contains 13833 members Mstep: Class 13 contains 4492 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 837 members Mstep: Class 19 contains 10599 members Mstep: Class 21 contains 7867 members Mstep: Class 24 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -68896104.000000 Penalty: 60534.062500 Iteration 81Q: 19 clusters Score -6.88961e+07 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12480 members Mstep: Class 2 contains 14524 members Mstep: Class 3 contains 6403 members Mstep: Class 4 contains 10242 members Mstep: Class 5 contains 406 members Mstep: Class 6 contains 258270 members Mstep: Class 7 contains 30558 members Mstep: Class 8 contains 7475 members Mstep: Class 9 contains 9421 members Mstep: Class 10 contains 66643 members Mstep: Class 11 contains 318130 members Mstep: Class 12 contains 13832 members Mstep: Class 13 contains 4502 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 823 members Mstep: Class 19 contains 10606 members Mstep: Class 21 contains 7861 members Mstep: Class 24 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -68896064.000000 Penalty: 60534.062500 Iteration 82Q: 19 clusters Score -6.889606e+07 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12473 members Mstep: Class 2 contains 14591 members Mstep: Class 3 contains 6388 members Mstep: Class 4 contains 10233 members Mstep: Class 5 contains 403 members Mstep: Class 6 contains 258482 members Mstep: Class 7 contains 30558 members Mstep: Class 8 contains 7472 members Mstep: Class 9 contains 9407 members Mstep: Class 10 contains 66657 members Mstep: Class 11 contains 317900 members Mstep: Class 12 contains 13831 members Mstep: Class 13 contains 4505 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 811 members Mstep: Class 19 contains 10605 members Mstep: Class 21 contains 7860 members Mstep: Class 24 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -68895992.000000 Penalty: 60534.062500 Iteration 83Q: 19 clusters Score -6.889599e+07 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12465 members Mstep: Class 2 contains 14644 members Mstep: Class 3 contains 6377 members Mstep: Class 4 contains 10222 members Mstep: Class 5 contains 401 members Mstep: Class 6 contains 258721 members Mstep: Class 7 contains 30553 members Mstep: Class 8 contains 7467 members Mstep: Class 9 contains 9388 members Mstep: Class 10 contains 66670 members Mstep: Class 11 contains 317676 members Mstep: Class 12 contains 13823 members Mstep: Class 13 contains 4509 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 798 members Mstep: Class 19 contains 10607 members Mstep: Class 21 contains 7855 members Mstep: Class 24 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -68896144.000000 Penalty: 60534.062500 Iteration 84Q: 19 clusters Score -6.889614e+07 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12456 members Mstep: Class 2 contains 14697 members Mstep: Class 3 contains 6366 members Mstep: Class 4 contains 10207 members Mstep: Class 5 contains 401 members Mstep: Class 6 contains 258933 members Mstep: Class 7 contains 30558 members Mstep: Class 8 contains 7453 members Mstep: Class 9 contains 9375 members Mstep: Class 10 contains 66680 members Mstep: Class 11 contains 317468 members Mstep: Class 12 contains 13817 members Mstep: Class 13 contains 4508 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 792 members Mstep: Class 19 contains 10615 members Mstep: Class 21 contains 7850 members Mstep: Class 24 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -68896224.000000 Penalty: 60534.062500 Iteration 85Q: 19 clusters Score -6.889622e+07 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12449 members Mstep: Class 2 contains 14774 members Mstep: Class 3 contains 6356 members Mstep: Class 4 contains 10199 members Mstep: Class 5 contains 401 members Mstep: Class 6 contains 259141 members Mstep: Class 7 contains 30565 members Mstep: Class 8 contains 7442 members Mstep: Class 9 contains 9360 members Mstep: Class 10 contains 66676 members Mstep: Class 11 contains 317250 members Mstep: Class 12 contains 13813 members Mstep: Class 13 contains 4498 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 783 members Mstep: Class 19 contains 10625 members Mstep: Class 21 contains 7844 members Mstep: Class 24 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -68896328.000000 Penalty: 60534.062500 Iteration 86Q: 19 clusters Score -6.889633e+07 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12440 members Mstep: Class 2 contains 14852 members Mstep: Class 3 contains 6349 members Mstep: Class 4 contains 10192 members Mstep: Class 5 contains 399 members Mstep: Class 6 contains 259354 members Mstep: Class 7 contains 30572 members Mstep: Class 8 contains 7427 members Mstep: Class 9 contains 9335 members Mstep: Class 10 contains 66677 members Mstep: Class 11 contains 317027 members Mstep: Class 12 contains 13805 members Mstep: Class 13 contains 4495 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 779 members Mstep: Class 19 contains 10632 members Mstep: Class 21 contains 7841 members Mstep: Class 24 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -68896272.000000 Penalty: 60534.062500 Iteration 87Q: 19 clusters Score -6.889627e+07 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12437 members Mstep: Class 2 contains 14914 members Mstep: Class 3 contains 6326 members Mstep: Class 4 contains 10184 members Mstep: Class 5 contains 398 members Mstep: Class 6 contains 259530 members Mstep: Class 7 contains 30571 members Mstep: Class 8 contains 7418 members Mstep: Class 9 contains 9315 members Mstep: Class 10 contains 66685 members Mstep: Class 11 contains 316839 members Mstep: Class 12 contains 13805 members Mstep: Class 13 contains 4504 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 775 members Mstep: Class 19 contains 10635 members Mstep: Class 21 contains 7840 members Mstep: Class 24 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -68896320.000000 Penalty: 60534.062500 Iteration 88Q: 19 clusters Score -6.889632e+07 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12439 members Mstep: Class 2 contains 14958 members Mstep: Class 3 contains 6300 members Mstep: Class 4 contains 10174 members Mstep: Class 5 contains 399 members Mstep: Class 6 contains 259718 members Mstep: Class 7 contains 30572 members Mstep: Class 8 contains 7412 members Mstep: Class 9 contains 9294 members Mstep: Class 10 contains 66700 members Mstep: Class 11 contains 316658 members Mstep: Class 12 contains 13801 members Mstep: Class 13 contains 4514 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 768 members Mstep: Class 19 contains 10635 members Mstep: Class 21 contains 7834 members Mstep: Class 24 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -68896304.000000 Penalty: 60534.062500 Iteration 89Q: 19 clusters Score -6.88963e+07 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12433 members Mstep: Class 2 contains 14999 members Mstep: Class 3 contains 6283 members Mstep: Class 4 contains 10161 members Mstep: Class 5 contains 398 members Mstep: Class 6 contains 259864 members Mstep: Class 7 contains 30574 members Mstep: Class 8 contains 7407 members Mstep: Class 9 contains 9285 members Mstep: Class 10 contains 66710 members Mstep: Class 11 contains 316505 members Mstep: Class 12 contains 13801 members Mstep: Class 13 contains 4530 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 763 members Mstep: Class 19 contains 10642 members Mstep: Class 21 contains 7822 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896384.000000 Penalty: 60534.062500 Iteration 90Q: 19 clusters Score -6.889638e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12425 members Mstep: Class 2 contains 15028 members Mstep: Class 3 contains 6269 members Mstep: Class 4 contains 10153 members Mstep: Class 5 contains 396 members Mstep: Class 6 contains 259989 members Mstep: Class 7 contains 30562 members Mstep: Class 8 contains 7404 members Mstep: Class 9 contains 9270 members Mstep: Class 10 contains 66717 members Mstep: Class 11 contains 316381 members Mstep: Class 12 contains 13802 members Mstep: Class 13 contains 4557 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 761 members Mstep: Class 19 contains 10652 members Mstep: Class 21 contains 7811 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896392.000000 Penalty: 60534.062500 Iteration 91Q: 19 clusters Score -6.889639e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12416 members Mstep: Class 2 contains 15052 members Mstep: Class 3 contains 6255 members Mstep: Class 4 contains 10140 members Mstep: Class 5 contains 395 members Mstep: Class 6 contains 260114 members Mstep: Class 7 contains 30556 members Mstep: Class 8 contains 7405 members Mstep: Class 9 contains 9251 members Mstep: Class 10 contains 66727 members Mstep: Class 11 contains 316272 members Mstep: Class 12 contains 13799 members Mstep: Class 13 contains 4571 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 759 members Mstep: Class 19 contains 10660 members Mstep: Class 21 contains 7805 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896400.000000 Penalty: 60534.062500 Iteration 92Q: 19 clusters Score -6.88964e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12408 members Mstep: Class 2 contains 15075 members Mstep: Class 3 contains 6245 members Mstep: Class 4 contains 10136 members Mstep: Class 5 contains 395 members Mstep: Class 6 contains 260198 members Mstep: Class 7 contains 30551 members Mstep: Class 8 contains 7406 members Mstep: Class 9 contains 9236 members Mstep: Class 10 contains 66735 members Mstep: Class 11 contains 316160 members Mstep: Class 12 contains 13800 members Mstep: Class 13 contains 4608 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 758 members Mstep: Class 19 contains 10668 members Mstep: Class 21 contains 7798 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896384.000000 Penalty: 60534.062500 Iteration 93Q: 19 clusters Score -6.889638e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12404 members Mstep: Class 2 contains 15113 members Mstep: Class 3 contains 6235 members Mstep: Class 4 contains 10133 members Mstep: Class 5 contains 395 members Mstep: Class 6 contains 260273 members Mstep: Class 7 contains 30546 members Mstep: Class 8 contains 7406 members Mstep: Class 9 contains 9212 members Mstep: Class 10 contains 66749 members Mstep: Class 11 contains 316064 members Mstep: Class 12 contains 13800 members Mstep: Class 13 contains 4625 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 755 members Mstep: Class 19 contains 10676 members Mstep: Class 21 contains 7791 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896400.000000 Penalty: 60534.062500 Iteration 94Q: 19 clusters Score -6.88964e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12401 members Mstep: Class 2 contains 15138 members Mstep: Class 3 contains 6231 members Mstep: Class 4 contains 10128 members Mstep: Class 5 contains 395 members Mstep: Class 6 contains 260335 members Mstep: Class 7 contains 30545 members Mstep: Class 8 contains 7407 members Mstep: Class 9 contains 9194 members Mstep: Class 10 contains 66759 members Mstep: Class 11 contains 315985 members Mstep: Class 12 contains 13799 members Mstep: Class 13 contains 4646 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 750 members Mstep: Class 19 contains 10678 members Mstep: Class 21 contains 7786 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896360.000000 Penalty: 60534.062500 Iteration 95Q: 19 clusters Score -6.889636e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12396 members Mstep: Class 2 contains 15153 members Mstep: Class 3 contains 6223 members Mstep: Class 4 contains 10129 members Mstep: Class 5 contains 395 members Mstep: Class 6 contains 260406 members Mstep: Class 7 contains 30544 members Mstep: Class 8 contains 7408 members Mstep: Class 9 contains 9173 members Mstep: Class 10 contains 66765 members Mstep: Class 11 contains 315905 members Mstep: Class 12 contains 13797 members Mstep: Class 13 contains 4671 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 750 members Mstep: Class 19 contains 10684 members Mstep: Class 21 contains 7778 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896368.000000 Penalty: 60534.062500 Iteration 96Q: 19 clusters Score -6.889637e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12391 members Mstep: Class 2 contains 15176 members Mstep: Class 3 contains 6216 members Mstep: Class 4 contains 10129 members Mstep: Class 5 contains 395 members Mstep: Class 6 contains 260470 members Mstep: Class 7 contains 30539 members Mstep: Class 8 contains 7409 members Mstep: Class 9 contains 9154 members Mstep: Class 10 contains 66770 members Mstep: Class 11 contains 315836 members Mstep: Class 12 contains 13796 members Mstep: Class 13 contains 4685 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 749 members Mstep: Class 19 contains 10687 members Mstep: Class 21 contains 7775 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896320.000000 Penalty: 60534.062500 Iteration 97Q: 19 clusters Score -6.889632e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12391 members Mstep: Class 2 contains 15195 members Mstep: Class 3 contains 6210 members Mstep: Class 4 contains 10128 members Mstep: Class 5 contains 395 members Mstep: Class 6 contains 260538 members Mstep: Class 7 contains 30534 members Mstep: Class 8 contains 7409 members Mstep: Class 9 contains 9138 members Mstep: Class 10 contains 66774 members Mstep: Class 11 contains 315768 members Mstep: Class 12 contains 13794 members Mstep: Class 13 contains 4694 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 750 members Mstep: Class 19 contains 10688 members Mstep: Class 21 contains 7771 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896424.000000 Penalty: 60534.062500 Iteration 98Q: 19 clusters Score -6.889642e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12392 members Mstep: Class 2 contains 15209 members Mstep: Class 3 contains 6209 members Mstep: Class 4 contains 10124 members Mstep: Class 5 contains 395 members Mstep: Class 6 contains 260587 members Mstep: Class 7 contains 30524 members Mstep: Class 8 contains 7409 members Mstep: Class 9 contains 9121 members Mstep: Class 10 contains 66782 members Mstep: Class 11 contains 315731 members Mstep: Class 12 contains 13791 members Mstep: Class 13 contains 4698 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 749 members Mstep: Class 19 contains 10692 members Mstep: Class 21 contains 7764 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896424.000000 Penalty: 60534.062500 Iteration 99Q: 19 clusters Score -6.889642e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 12389 members Mstep: Class 2 contains 15218 members Mstep: Class 3 contains 6205 members Mstep: Class 4 contains 10122 members Mstep: Class 5 contains 395 members Mstep: Class 6 contains 260652 members Mstep: Class 7 contains 30519 members Mstep: Class 8 contains 7410 members Mstep: Class 9 contains 9107 members Mstep: Class 10 contains 66794 members Mstep: Class 11 contains 315667 members Mstep: Class 12 contains 13791 members Mstep: Class 13 contains 4707 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10693 members Mstep: Class 21 contains 7763 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896576.000000 Penalty: 60534.062500 Iteration 100F: 19 clusters Score -6.889658e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 12386 members Mstep: Class 2 contains 15237 members Mstep: Class 3 contains 6202 members Mstep: Class 4 contains 10120 members Mstep: Class 5 contains 396 members Mstep: Class 6 contains 260712 members Mstep: Class 7 contains 30520 members Mstep: Class 8 contains 7410 members Mstep: Class 9 contains 9097 members Mstep: Class 10 contains 66799 members Mstep: Class 11 contains 315590 members Mstep: Class 12 contains 13793 members Mstep: Class 13 contains 4719 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 740 members Mstep: Class 19 contains 10695 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896624.000000 Penalty: 60534.062500 Iteration 101Q: 19 clusters Score -6.889662e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 12386 members Mstep: Class 2 contains 15250 members Mstep: Class 3 contains 6204 members Mstep: Class 4 contains 10118 members Mstep: Class 5 contains 395 members Mstep: Class 6 contains 260770 members Mstep: Class 7 contains 30521 members Mstep: Class 8 contains 7411 members Mstep: Class 9 contains 9085 members Mstep: Class 10 contains 66801 members Mstep: Class 11 contains 315520 members Mstep: Class 12 contains 13791 members Mstep: Class 13 contains 4730 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 739 members Mstep: Class 19 contains 10696 members Mstep: Class 21 contains 7761 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896576.000000 Penalty: 60534.062500 Iteration 102Q: 19 clusters Score -6.889658e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 12382 members Mstep: Class 2 contains 15265 members Mstep: Class 3 contains 6200 members Mstep: Class 4 contains 10115 members Mstep: Class 5 contains 392 members Mstep: Class 6 contains 260820 members Mstep: Class 7 contains 30524 members Mstep: Class 8 contains 7406 members Mstep: Class 9 contains 9066 members Mstep: Class 10 contains 66807 members Mstep: Class 11 contains 315480 members Mstep: Class 12 contains 13788 members Mstep: Class 13 contains 4735 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 741 members Mstep: Class 19 contains 10696 members Mstep: Class 21 contains 7761 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896560.000000 Penalty: 60534.062500 Iteration 103Q: 19 clusters Score -6.889656e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12382 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 6198 members Mstep: Class 4 contains 10115 members Mstep: Class 5 contains 390 members Mstep: Class 6 contains 260873 members Mstep: Class 7 contains 30522 members Mstep: Class 8 contains 7405 members Mstep: Class 9 contains 9048 members Mstep: Class 10 contains 66809 members Mstep: Class 11 contains 315428 members Mstep: Class 12 contains 13786 members Mstep: Class 13 contains 4748 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 743 members Mstep: Class 19 contains 10696 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896632.000000 Penalty: 60534.062500 Iteration 104Q: 19 clusters Score -6.889663e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12382 members Mstep: Class 2 contains 15285 members Mstep: Class 3 contains 6196 members Mstep: Class 4 contains 10111 members Mstep: Class 5 contains 387 members Mstep: Class 6 contains 260920 members Mstep: Class 7 contains 30524 members Mstep: Class 8 contains 7402 members Mstep: Class 9 contains 9024 members Mstep: Class 10 contains 66813 members Mstep: Class 11 contains 315384 members Mstep: Class 12 contains 13782 members Mstep: Class 13 contains 4762 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10699 members Mstep: Class 21 contains 7763 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896480.000000 Penalty: 60534.062500 Iteration 105Q: 19 clusters Score -6.889648e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12383 members Mstep: Class 2 contains 15287 members Mstep: Class 3 contains 6194 members Mstep: Class 4 contains 10103 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 260961 members Mstep: Class 7 contains 30526 members Mstep: Class 8 contains 7403 members Mstep: Class 9 contains 9008 members Mstep: Class 10 contains 66818 members Mstep: Class 11 contains 315354 members Mstep: Class 12 contains 13781 members Mstep: Class 13 contains 4769 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10698 members Mstep: Class 21 contains 7763 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896464.000000 Penalty: 60534.062500 Iteration 106Q: 19 clusters Score -6.889646e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12383 members Mstep: Class 2 contains 15286 members Mstep: Class 3 contains 6194 members Mstep: Class 4 contains 10103 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 260993 members Mstep: Class 7 contains 30529 members Mstep: Class 8 contains 7402 members Mstep: Class 9 contains 8998 members Mstep: Class 10 contains 66823 members Mstep: Class 11 contains 315325 members Mstep: Class 12 contains 13780 members Mstep: Class 13 contains 4772 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10697 members Mstep: Class 21 contains 7763 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896560.000000 Penalty: 60534.062500 Iteration 107Q: 19 clusters Score -6.889656e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12386 members Mstep: Class 2 contains 15286 members Mstep: Class 3 contains 6194 members Mstep: Class 4 contains 10105 members Mstep: Class 5 contains 386 members Mstep: Class 6 contains 261017 members Mstep: Class 7 contains 30528 members Mstep: Class 8 contains 7402 members Mstep: Class 9 contains 8982 members Mstep: Class 10 contains 66827 members Mstep: Class 11 contains 315294 members Mstep: Class 12 contains 13777 members Mstep: Class 13 contains 4790 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10697 members Mstep: Class 21 contains 7763 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896480.000000 Penalty: 60534.062500 Iteration 108Q: 19 clusters Score -6.889648e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12385 members Mstep: Class 2 contains 15289 members Mstep: Class 3 contains 6194 members Mstep: Class 4 contains 10109 members Mstep: Class 5 contains 385 members Mstep: Class 6 contains 261043 members Mstep: Class 7 contains 30523 members Mstep: Class 8 contains 7403 members Mstep: Class 9 contains 8966 members Mstep: Class 10 contains 66830 members Mstep: Class 11 contains 315270 members Mstep: Class 12 contains 13773 members Mstep: Class 13 contains 4806 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10697 members Mstep: Class 21 contains 7761 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896504.000000 Penalty: 60534.062500 Iteration 109Q: 19 clusters Score -6.88965e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12384 members Mstep: Class 2 contains 15288 members Mstep: Class 3 contains 6194 members Mstep: Class 4 contains 10108 members Mstep: Class 5 contains 383 members Mstep: Class 6 contains 261072 members Mstep: Class 7 contains 30523 members Mstep: Class 8 contains 7402 members Mstep: Class 9 contains 8948 members Mstep: Class 10 contains 66834 members Mstep: Class 11 contains 315251 members Mstep: Class 12 contains 13769 members Mstep: Class 13 contains 4820 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10697 members Mstep: Class 21 contains 7761 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896600.000000 Penalty: 60534.062500 Iteration 110Q: 19 clusters Score -6.88966e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12384 members Mstep: Class 2 contains 15292 members Mstep: Class 3 contains 6194 members Mstep: Class 4 contains 10107 members Mstep: Class 5 contains 380 members Mstep: Class 6 contains 261108 members Mstep: Class 7 contains 30520 members Mstep: Class 8 contains 7400 members Mstep: Class 9 contains 8935 members Mstep: Class 10 contains 66834 members Mstep: Class 11 contains 315229 members Mstep: Class 12 contains 13764 members Mstep: Class 13 contains 4830 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10698 members Mstep: Class 21 contains 7759 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896560.000000 Penalty: 60534.062500 Iteration 111Q: 19 clusters Score -6.889656e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12382 members Mstep: Class 2 contains 15289 members Mstep: Class 3 contains 6193 members Mstep: Class 4 contains 10106 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261131 members Mstep: Class 7 contains 30518 members Mstep: Class 8 contains 7399 members Mstep: Class 9 contains 8924 members Mstep: Class 10 contains 66840 members Mstep: Class 11 contains 315214 members Mstep: Class 12 contains 13762 members Mstep: Class 13 contains 4840 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10699 members Mstep: Class 21 contains 7758 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896608.000000 Penalty: 60534.062500 Iteration 112Q: 19 clusters Score -6.889661e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12379 members Mstep: Class 2 contains 15295 members Mstep: Class 3 contains 6192 members Mstep: Class 4 contains 10104 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261156 members Mstep: Class 7 contains 30515 members Mstep: Class 8 contains 7399 members Mstep: Class 9 contains 8903 members Mstep: Class 10 contains 66839 members Mstep: Class 11 contains 315207 members Mstep: Class 12 contains 13755 members Mstep: Class 13 contains 4854 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10700 members Mstep: Class 21 contains 7757 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896624.000000 Penalty: 60534.062500 Iteration 113Q: 19 clusters Score -6.889662e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12374 members Mstep: Class 2 contains 15296 members Mstep: Class 3 contains 6192 members Mstep: Class 4 contains 10105 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261181 members Mstep: Class 7 contains 30516 members Mstep: Class 8 contains 7400 members Mstep: Class 9 contains 8889 members Mstep: Class 10 contains 66839 members Mstep: Class 11 contains 315185 members Mstep: Class 12 contains 13750 members Mstep: Class 13 contains 4868 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10698 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896664.000000 Penalty: 60534.062500 Iteration 114Q: 19 clusters Score -6.889666e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12367 members Mstep: Class 2 contains 15300 members Mstep: Class 3 contains 6192 members Mstep: Class 4 contains 10102 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261209 members Mstep: Class 7 contains 30516 members Mstep: Class 8 contains 7401 members Mstep: Class 9 contains 8871 members Mstep: Class 10 contains 66839 members Mstep: Class 11 contains 315172 members Mstep: Class 12 contains 13747 members Mstep: Class 13 contains 4880 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10698 members Mstep: Class 21 contains 7761 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896616.000000 Penalty: 60534.062500 Iteration 115Q: 19 clusters Score -6.889662e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12365 members Mstep: Class 2 contains 15301 members Mstep: Class 3 contains 6192 members Mstep: Class 4 contains 10101 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261231 members Mstep: Class 7 contains 30509 members Mstep: Class 8 contains 7401 members Mstep: Class 9 contains 8855 members Mstep: Class 10 contains 66837 members Mstep: Class 11 contains 315158 members Mstep: Class 12 contains 13746 members Mstep: Class 13 contains 4900 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10698 members Mstep: Class 21 contains 7761 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896616.000000 Penalty: 60534.062500 Iteration 116Q: 19 clusters Score -6.889662e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12363 members Mstep: Class 2 contains 15303 members Mstep: Class 3 contains 6192 members Mstep: Class 4 contains 10102 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261237 members Mstep: Class 7 contains 30507 members Mstep: Class 8 contains 7402 members Mstep: Class 9 contains 8846 members Mstep: Class 10 contains 66837 members Mstep: Class 11 contains 315146 members Mstep: Class 12 contains 13743 members Mstep: Class 13 contains 4918 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10698 members Mstep: Class 21 contains 7761 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896648.000000 Penalty: 60534.062500 Iteration 117Q: 19 clusters Score -6.889665e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12361 members Mstep: Class 2 contains 15301 members Mstep: Class 3 contains 6192 members Mstep: Class 4 contains 10102 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261237 members Mstep: Class 7 contains 30509 members Mstep: Class 8 contains 7401 members Mstep: Class 9 contains 8843 members Mstep: Class 10 contains 66842 members Mstep: Class 11 contains 315139 members Mstep: Class 12 contains 13742 members Mstep: Class 13 contains 4926 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10698 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896640.000000 Penalty: 60534.062500 Iteration 118Q: 19 clusters Score -6.889664e+07 nChanged 75 Entering ConstructFrom: Score: -68896640.000000 Penalty: 60534.062500 Entering ConstructFrom: Trying to split cluster 1 (12362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12362 members Entering Unmasked Estep Score: -1136497.750000 Penalty: 2336.750732 Iteration 0F: 2 clusters Score -1136498 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -1127347.250000 Penalty: 4673.501465 Iteration 0F: 3 clusters Score -1127347 nChanged 5287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 6379 members Entering Unmasked Estep Score: -1130159.125000 Penalty: 4673.501465 Iteration 1F: 3 clusters Score -1130159 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5869 members Mstep: Class 2 contains 6493 members Entering Unmasked Estep Score: -1130538.000000 Penalty: 4673.501465 Iteration 2F: 3 clusters Score -1130538 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5755 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -1130820.000000 Penalty: 4673.501465 Iteration 3F: 3 clusters Score -1130820 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -1131024.625000 Penalty: 4673.501465 Iteration 4Q: 3 clusters Score -1131025 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -1131192.750000 Penalty: 4673.501465 Iteration 5Q: 3 clusters Score -1131193 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -1131345.375000 Penalty: 4673.501465 Iteration 6Q: 3 clusters Score -1131345 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 6969 members Entering Unmasked Estep Score: -1131534.875000 Penalty: 4673.501465 Iteration 7Q: 3 clusters Score -1131535 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -1131701.750000 Penalty: 4673.501465 Iteration 8Q: 3 clusters Score -1131702 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 7240 members Entering Unmasked Estep Score: -1131878.000000 Penalty: 4673.501465 Iteration 9Q: 3 clusters Score -1131878 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 7425 members Entering Unmasked Estep Score: -1132060.250000 Penalty: 4673.501465 Iteration 10Q: 3 clusters Score -1132060 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 7625 members Entering Unmasked Estep Score: -1132250.875000 Penalty: 4673.501465 Iteration 11Q: 3 clusters Score -1132251 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 7830 members Entering Unmasked Estep Score: -1132416.875000 Penalty: 4673.501465 Iteration 12Q: 3 clusters Score -1132417 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -1132561.375000 Penalty: 4673.501465 Iteration 13Q: 3 clusters Score -1132561 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 8250 members Entering Unmasked Estep Score: -1132710.125000 Penalty: 4673.501465 Iteration 14Q: 3 clusters Score -1132710 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 8481 members Entering Unmasked Estep Score: -1132854.125000 Penalty: 4673.501465 Iteration 15Q: 3 clusters Score -1132854 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 8747 members Entering Unmasked Estep Score: -1133000.125000 Penalty: 4673.501465 Iteration 16Q: 3 clusters Score -1133000 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 9034 members Entering Unmasked Estep Score: -1133155.000000 Penalty: 4673.501465 Iteration 17Q: 3 clusters Score -1133155 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 9324 members Entering Unmasked Estep Score: -1133311.875000 Penalty: 4673.501465 Iteration 18Q: 3 clusters Score -1133312 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 9572 members Entering Unmasked Estep Score: -1133436.500000 Penalty: 4673.501465 Iteration 19Q: 3 clusters Score -1133436 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 9798 members Entering Unmasked Estep Score: -1133551.000000 Penalty: 4673.501465 Iteration 20F: 3 clusters Score -1133551 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 10016 members Entering Unmasked Estep Score: -1133666.375000 Penalty: 4673.501465 Iteration 21Q: 3 clusters Score -1133666 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 10237 members Entering Unmasked Estep Score: -1133781.750000 Penalty: 4673.501465 Iteration 22Q: 3 clusters Score -1133782 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 10423 members Entering Unmasked Estep Score: -1133875.750000 Penalty: 4673.501465 Iteration 23Q: 3 clusters Score -1133876 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 10574 members Entering Unmasked Estep Score: -1133956.250000 Penalty: 4673.501465 Iteration 24Q: 3 clusters Score -1133956 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 10719 members Entering Unmasked Estep Score: -1134021.000000 Penalty: 4673.501465 Iteration 25Q: 3 clusters Score -1134021 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 10837 members Entering Unmasked Estep Score: -1134086.875000 Penalty: 4673.501465 Iteration 26Q: 3 clusters Score -1134087 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 10947 members Entering Unmasked Estep Score: -1134147.125000 Penalty: 4673.501465 Iteration 27Q: 3 clusters Score -1134147 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 11058 members Entering Unmasked Estep Score: -1134202.875000 Penalty: 4673.501465 Iteration 28Q: 3 clusters Score -1134203 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 11146 members Entering Unmasked Estep Score: -1134251.625000 Penalty: 4673.501465 Iteration 29Q: 3 clusters Score -1134252 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 11213 members Entering Unmasked Estep Score: -1134292.250000 Penalty: 4673.501465 Iteration 30Q: 3 clusters Score -1134292 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 11269 members Entering Unmasked Estep Score: -1134319.000000 Penalty: 4673.501465 Iteration 31Q: 3 clusters Score -1134319 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 11314 members Entering Unmasked Estep Score: -1134344.375000 Penalty: 4673.501465 Iteration 32Q: 3 clusters Score -1134344 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 11353 members Entering Unmasked Estep Score: -1134371.750000 Penalty: 4673.501465 Iteration 33Q: 3 clusters Score -1134372 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 11401 members Entering Unmasked Estep Score: -1134397.125000 Penalty: 4673.501465 Iteration 34Q: 3 clusters Score -1134397 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 11443 members Entering Unmasked Estep Score: -1134423.000000 Penalty: 4673.501465 Iteration 35Q: 3 clusters Score -1134423 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 11480 members Entering Unmasked Estep Score: -1134449.125000 Penalty: 4673.501465 Iteration 36Q: 3 clusters Score -1134449 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 11513 members Entering Unmasked Estep Score: -1134474.625000 Penalty: 4673.501465 Iteration 37Q: 3 clusters Score -1134475 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 11545 members Entering Unmasked Estep Score: -1134495.875000 Penalty: 4673.501465 Iteration 38Q: 3 clusters Score -1134496 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 11563 members Entering Unmasked Estep Score: -1134506.625000 Penalty: 4673.501465 Iteration 39Q: 3 clusters Score -1134507 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 11582 members Entering Unmasked Estep Score: -1134519.750000 Penalty: 4673.501465 Iteration 40F: 3 clusters Score -1134520 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 11592 members Entering Unmasked Estep Score: -1134521.875000 Penalty: 4673.501465 Iteration 41Q: 3 clusters Score -1134522 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 11599 members Entering Unmasked Estep Score: -1134531.000000 Penalty: 4673.501465 Iteration 42Q: 3 clusters Score -1134531 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 11606 members Entering Unmasked Estep Score: -1134533.375000 Penalty: 4673.501465 Iteration 43Q: 3 clusters Score -1134533 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 11610 members Entering Unmasked Estep Score: -1134534.250000 Penalty: 4673.501465 Iteration 44Q: 3 clusters Score -1134534 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 11617 members Entering Unmasked Estep Score: -1134535.750000 Penalty: 4673.501465 Iteration 45Q: 3 clusters Score -1134536 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 11624 members Entering Unmasked Estep Score: -1134540.625000 Penalty: 4673.501465 Iteration 46Q: 3 clusters Score -1134541 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 11633 members Entering Unmasked Estep Score: -1134546.250000 Penalty: 4673.501465 Iteration 47Q: 3 clusters Score -1134546 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 11636 members Entering Unmasked Estep Score: -1134549.250000 Penalty: 4673.501465 Iteration 48Q: 3 clusters Score -1134549 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -1134554.000000 Penalty: 4673.501465 Iteration 49Q: 3 clusters Score -1134554 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 11645 members Entering Unmasked Estep Score: -1134562.375000 Penalty: 4673.501465 Iteration 50Q: 3 clusters Score -1134562 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 11654 members Entering Unmasked Estep Score: -1134566.875000 Penalty: 4673.501465 Iteration 51Q: 3 clusters Score -1134567 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 11664 members Entering Unmasked Estep Score: -1134570.750000 Penalty: 4673.501465 Iteration 52Q: 3 clusters Score -1134571 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 11673 members Entering Unmasked Estep Score: -1134577.125000 Penalty: 4673.501465 Iteration 53Q: 3 clusters Score -1134577 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 11680 members Entering Unmasked Estep Score: -1134583.625000 Penalty: 4673.501465 Iteration 54Q: 3 clusters Score -1134584 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 11687 members Entering Unmasked Estep Score: -1134587.125000 Penalty: 4673.501465 Iteration 55Q: 3 clusters Score -1134587 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 11696 members Entering Unmasked Estep Score: -1134593.000000 Penalty: 4673.501465 Iteration 56Q: 3 clusters Score -1134593 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 11700 members Entering Unmasked Estep Score: -1134595.375000 Penalty: 4673.501465 Iteration 57Q: 3 clusters Score -1134595 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 11702 members Entering Unmasked Estep Score: -1134596.375000 Penalty: 4673.501465 Iteration 58Q: 3 clusters Score -1134596 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 11706 members Entering Unmasked Estep Score: -1134600.000000 Penalty: 4673.501465 Iteration 59Q: 3 clusters Score -1134600 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 11708 members Entering Unmasked Estep Score: -1134602.250000 Penalty: 4673.501465 Iteration 60F: 3 clusters Score -1134602 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 11709 members Entering Unmasked Estep Score: -1134601.500000 Penalty: 4673.501465 Iteration 61Q: 3 clusters Score -1134602 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 11710 members Entering Unmasked Estep Score: -1134603.625000 Penalty: 4673.501465 Iteration 62Q: 3 clusters Score -1134604 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 11710 members Entering Unmasked Estep Score: -1134603.625000 Penalty: 4673.501465 Iteration 63F: 3 clusters Score -1134604 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (15303 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15303 members Entering Unmasked Estep Score: -1264000.000000 Penalty: 2389.679443 Iteration 0F: 2 clusters Score -1264000 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7610 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -1252933.875000 Penalty: 4779.358887 Iteration 0F: 3 clusters Score -1252934 nChanged 6636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7368 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -1256413.625000 Penalty: 4779.358887 Iteration 1F: 3 clusters Score -1256414 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7202 members Mstep: Class 2 contains 8101 members Entering Unmasked Estep Score: -1256871.875000 Penalty: 4779.358887 Iteration 2F: 3 clusters Score -1256872 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6987 members Mstep: Class 2 contains 8316 members Entering Unmasked Estep Score: -1257362.000000 Penalty: 4779.358887 Iteration 3F: 3 clusters Score -1257362 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 8561 members Entering Unmasked Estep Score: -1257880.375000 Penalty: 4779.358887 Iteration 4F: 3 clusters Score -1257880 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6403 members Mstep: Class 2 contains 8900 members Entering Unmasked Estep Score: -1258463.750000 Penalty: 4779.358887 Iteration 5F: 3 clusters Score -1258464 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 9256 members Entering Unmasked Estep Score: -1259019.875000 Penalty: 4779.358887 Iteration 6F: 3 clusters Score -1259020 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 9632 members Entering Unmasked Estep Score: -1259524.125000 Penalty: 4779.358887 Iteration 7F: 3 clusters Score -1259524 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 10032 members Entering Unmasked Estep Score: -1259992.000000 Penalty: 4779.358887 Iteration 8Q: 3 clusters Score -1259992 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 10420 members Entering Unmasked Estep Score: -1260415.000000 Penalty: 4779.358887 Iteration 9Q: 3 clusters Score -1260415 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 10763 members Entering Unmasked Estep Score: -1260789.125000 Penalty: 4779.358887 Iteration 10Q: 3 clusters Score -1260789 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 11069 members Entering Unmasked Estep Score: -1261117.000000 Penalty: 4779.358887 Iteration 11Q: 3 clusters Score -1261117 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 11345 members Entering Unmasked Estep Score: -1261412.125000 Penalty: 4779.358887 Iteration 12Q: 3 clusters Score -1261412 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 11539 members Entering Unmasked Estep Score: -1261605.750000 Penalty: 4779.358887 Iteration 13Q: 3 clusters Score -1261606 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 11700 members Entering Unmasked Estep Score: -1261744.500000 Penalty: 4779.358887 Iteration 14Q: 3 clusters Score -1261744 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 11874 members Entering Unmasked Estep Score: -1261869.250000 Penalty: 4779.358887 Iteration 15Q: 3 clusters Score -1261869 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 12033 members Entering Unmasked Estep Score: -1261957.375000 Penalty: 4779.358887 Iteration 16Q: 3 clusters Score -1261957 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 12178 members Entering Unmasked Estep Score: -1262046.375000 Penalty: 4779.358887 Iteration 17Q: 3 clusters Score -1262046 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 12308 members Entering Unmasked Estep Score: -1262125.250000 Penalty: 4779.358887 Iteration 18Q: 3 clusters Score -1262125 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 12430 members Entering Unmasked Estep Score: -1262206.375000 Penalty: 4779.358887 Iteration 19Q: 3 clusters Score -1262206 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 12535 members Entering Unmasked Estep Score: -1262272.875000 Penalty: 4779.358887 Iteration 20F: 3 clusters Score -1262273 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 12638 members Entering Unmasked Estep Score: -1262331.125000 Penalty: 4779.358887 Iteration 21Q: 3 clusters Score -1262331 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 12723 members Entering Unmasked Estep Score: -1262372.750000 Penalty: 4779.358887 Iteration 22Q: 3 clusters Score -1262373 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 12792 members Entering Unmasked Estep Score: -1262406.750000 Penalty: 4779.358887 Iteration 23Q: 3 clusters Score -1262407 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 12850 members Entering Unmasked Estep Score: -1262434.500000 Penalty: 4779.358887 Iteration 24Q: 3 clusters Score -1262434 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 12921 members Entering Unmasked Estep Score: -1262472.625000 Penalty: 4779.358887 Iteration 25Q: 3 clusters Score -1262473 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 12987 members Entering Unmasked Estep Score: -1262511.375000 Penalty: 4779.358887 Iteration 26Q: 3 clusters Score -1262511 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 13053 members Entering Unmasked Estep Score: -1262545.750000 Penalty: 4779.358887 Iteration 27Q: 3 clusters Score -1262546 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 13096 members Entering Unmasked Estep Score: -1262566.875000 Penalty: 4779.358887 Iteration 28Q: 3 clusters Score -1262567 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 13147 members Entering Unmasked Estep Score: -1262592.500000 Penalty: 4779.358887 Iteration 29Q: 3 clusters Score -1262592 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 13184 members Entering Unmasked Estep Score: -1262613.000000 Penalty: 4779.358887 Iteration 30Q: 3 clusters Score -1262613 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 13216 members Entering Unmasked Estep Score: -1262629.125000 Penalty: 4779.358887 Iteration 31Q: 3 clusters Score -1262629 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 13246 members Entering Unmasked Estep Score: -1262647.125000 Penalty: 4779.358887 Iteration 32Q: 3 clusters Score -1262647 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 13278 members Entering Unmasked Estep Score: -1262674.625000 Penalty: 4779.358887 Iteration 33Q: 3 clusters Score -1262675 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 13311 members Entering Unmasked Estep Score: -1262699.250000 Penalty: 4779.358887 Iteration 34Q: 3 clusters Score -1262699 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 13356 members Entering Unmasked Estep Score: -1262746.000000 Penalty: 4779.358887 Iteration 35Q: 3 clusters Score -1262746 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 13406 members Entering Unmasked Estep Score: -1262822.375000 Penalty: 4779.358887 Iteration 36Q: 3 clusters Score -1262822 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 13453 members Entering Unmasked Estep Score: -1262899.625000 Penalty: 4779.358887 Iteration 37Q: 3 clusters Score -1262900 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 13487 members Entering Unmasked Estep Score: -1262942.125000 Penalty: 4779.358887 Iteration 38Q: 3 clusters Score -1262942 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 13517 members Entering Unmasked Estep Score: -1262966.750000 Penalty: 4779.358887 Iteration 39Q: 3 clusters Score -1262967 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 13550 members Entering Unmasked Estep Score: -1262983.375000 Penalty: 4779.358887 Iteration 40F: 3 clusters Score -1262983 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 13567 members Entering Unmasked Estep Score: -1263001.750000 Penalty: 4779.358887 Iteration 41Q: 3 clusters Score -1263002 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 13575 members Entering Unmasked Estep Score: -1263007.250000 Penalty: 4779.358887 Iteration 42Q: 3 clusters Score -1263007 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 13577 members Entering Unmasked Estep Score: -1263009.125000 Penalty: 4779.358887 Iteration 43Q: 3 clusters Score -1263009 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 13582 members Entering Unmasked Estep Score: -1263010.750000 Penalty: 4779.358887 Iteration 44Q: 3 clusters Score -1263011 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 13592 members Entering Unmasked Estep Score: -1263015.875000 Penalty: 4779.358887 Iteration 45Q: 3 clusters Score -1263016 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 13598 members Entering Unmasked Estep Score: -1263018.375000 Penalty: 4779.358887 Iteration 46Q: 3 clusters Score -1263018 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 13601 members Entering Unmasked Estep Score: -1263020.125000 Penalty: 4779.358887 Iteration 47Q: 3 clusters Score -1263020 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 13599 members Entering Unmasked Estep Score: -1263020.500000 Penalty: 4779.358887 Iteration 48Q: 3 clusters Score -1263020 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 13598 members Entering Unmasked Estep Score: -1263019.500000 Penalty: 4779.358887 Iteration 49Q: 3 clusters Score -1263020 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 13599 members Entering Unmasked Estep Score: -1263019.250000 Penalty: 4779.358887 Iteration 50Q: 3 clusters Score -1263019 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 13599 members Entering Unmasked Estep Score: -1263019.250000 Penalty: 4779.358887 Iteration 51F: 3 clusters Score -1263019 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Entering Unmasked Estep Score: -574096.000000 Penalty: 2165.291260 Iteration 0F: 2 clusters Score -574096 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -568901.687500 Penalty: 4330.582520 Iteration 0F: 3 clusters Score -568901.7 nChanged 2418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -570207.125000 Penalty: 4330.582520 Iteration 1F: 3 clusters Score -570207.1 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -570459.812500 Penalty: 4330.582520 Iteration 2F: 3 clusters Score -570459.8 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -570626.437500 Penalty: 4330.582520 Iteration 3Q: 3 clusters Score -570626.4 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -570744.750000 Penalty: 4330.582520 Iteration 4Q: 3 clusters Score -570744.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -570838.875000 Penalty: 4330.582520 Iteration 5Q: 3 clusters Score -570838.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -570922.187500 Penalty: 4330.582520 Iteration 6Q: 3 clusters Score -570922.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -570991.750000 Penalty: 4330.582520 Iteration 7Q: 3 clusters Score -570991.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -571041.937500 Penalty: 4330.582520 Iteration 8Q: 3 clusters Score -571041.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -571078.062500 Penalty: 4330.582520 Iteration 9Q: 3 clusters Score -571078.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -571104.312500 Penalty: 4330.582520 Iteration 10Q: 3 clusters Score -571104.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -571134.625000 Penalty: 4330.582520 Iteration 11Q: 3 clusters Score -571134.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -571159.937500 Penalty: 4330.582520 Iteration 12Q: 3 clusters Score -571159.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -571184.437500 Penalty: 4330.582520 Iteration 13Q: 3 clusters Score -571184.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -571204.000000 Penalty: 4330.582520 Iteration 14Q: 3 clusters Score -571204 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -571217.375000 Penalty: 4330.582520 Iteration 15Q: 3 clusters Score -571217.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -571228.750000 Penalty: 4330.582520 Iteration 16Q: 3 clusters Score -571228.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -571240.250000 Penalty: 4330.582520 Iteration 17Q: 3 clusters Score -571240.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -571249.750000 Penalty: 4330.582520 Iteration 18Q: 3 clusters Score -571249.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -571256.562500 Penalty: 4330.582520 Iteration 19Q: 3 clusters Score -571256.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -571262.000000 Penalty: 4330.582520 Iteration 20F: 3 clusters Score -571262 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -571267.812500 Penalty: 4330.582520 Iteration 21Q: 3 clusters Score -571267.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -571270.375000 Penalty: 4330.582520 Iteration 22Q: 3 clusters Score -571270.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -571276.000000 Penalty: 4330.582520 Iteration 23Q: 3 clusters Score -571276 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -571281.750000 Penalty: 4330.582520 Iteration 24Q: 3 clusters Score -571281.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -571287.562500 Penalty: 4330.582520 Iteration 25Q: 3 clusters Score -571287.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -571294.125000 Penalty: 4330.582520 Iteration 26Q: 3 clusters Score -571294.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -571298.437500 Penalty: 4330.582520 Iteration 27Q: 3 clusters Score -571298.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -571303.312500 Penalty: 4330.582520 Iteration 28Q: 3 clusters Score -571303.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -571306.000000 Penalty: 4330.582520 Iteration 29Q: 3 clusters Score -571306 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -571309.500000 Penalty: 4330.582520 Iteration 30Q: 3 clusters Score -571309.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -571315.000000 Penalty: 4330.582520 Iteration 31Q: 3 clusters Score -571315 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -571321.687500 Penalty: 4330.582520 Iteration 32Q: 3 clusters Score -571321.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -571329.062500 Penalty: 4330.582520 Iteration 33Q: 3 clusters Score -571329.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -571334.687500 Penalty: 4330.582520 Iteration 34Q: 3 clusters Score -571334.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -571339.437500 Penalty: 4330.582520 Iteration 35Q: 3 clusters Score -571339.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -571345.500000 Penalty: 4330.582520 Iteration 36Q: 3 clusters Score -571345.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -571355.500000 Penalty: 4330.582520 Iteration 37Q: 3 clusters Score -571355.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -571368.437500 Penalty: 4330.582520 Iteration 38Q: 3 clusters Score -571368.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -571384.312500 Penalty: 4330.582520 Iteration 39Q: 3 clusters Score -571384.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -571399.750000 Penalty: 4330.582520 Iteration 40F: 3 clusters Score -571399.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -571422.250000 Penalty: 4330.582520 Iteration 41Q: 3 clusters Score -571422.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -571442.500000 Penalty: 4330.582520 Iteration 42Q: 3 clusters Score -571442.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -571467.062500 Penalty: 4330.582520 Iteration 43Q: 3 clusters Score -571467.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -571493.250000 Penalty: 4330.582520 Iteration 44Q: 3 clusters Score -571493.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -571509.562500 Penalty: 4330.582520 Iteration 45Q: 3 clusters Score -571509.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -571533.062500 Penalty: 4330.582520 Iteration 46Q: 3 clusters Score -571533.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -571550.187500 Penalty: 4330.582520 Iteration 47Q: 3 clusters Score -571550.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -571571.187500 Penalty: 4330.582520 Iteration 48Q: 3 clusters Score -571571.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -571590.937500 Penalty: 4330.582520 Iteration 49Q: 3 clusters Score -571590.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -571612.250000 Penalty: 4330.582520 Iteration 50Q: 3 clusters Score -571612.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -571632.500000 Penalty: 4330.582520 Iteration 51Q: 3 clusters Score -571632.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -571664.875000 Penalty: 4330.582520 Iteration 52Q: 3 clusters Score -571664.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -571691.187500 Penalty: 4330.582520 Iteration 53Q: 3 clusters Score -571691.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -571722.625000 Penalty: 4330.582520 Iteration 54Q: 3 clusters Score -571722.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -571763.562500 Penalty: 4330.582520 Iteration 55Q: 3 clusters Score -571763.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -571795.812500 Penalty: 4330.582520 Iteration 56Q: 3 clusters Score -571795.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -571826.937500 Penalty: 4330.582520 Iteration 57Q: 3 clusters Score -571826.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -571861.250000 Penalty: 4330.582520 Iteration 58Q: 3 clusters Score -571861.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -571890.812500 Penalty: 4330.582520 Iteration 59Q: 3 clusters Score -571890.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -571917.312500 Penalty: 4330.582520 Iteration 60F: 3 clusters Score -571917.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -571947.875000 Penalty: 4330.582520 Iteration 61Q: 3 clusters Score -571947.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -572000.250000 Penalty: 4330.582520 Iteration 62Q: 3 clusters Score -572000.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -572038.500000 Penalty: 4330.582520 Iteration 63Q: 3 clusters Score -572038.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -572072.000000 Penalty: 4330.582520 Iteration 64Q: 3 clusters Score -572072 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -572097.687500 Penalty: 4330.582520 Iteration 65Q: 3 clusters Score -572097.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -572113.187500 Penalty: 4330.582520 Iteration 66Q: 3 clusters Score -572113.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -572128.125000 Penalty: 4330.582520 Iteration 67Q: 3 clusters Score -572128.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -572141.625000 Penalty: 4330.582520 Iteration 68Q: 3 clusters Score -572141.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -572155.375000 Penalty: 4330.582520 Iteration 69Q: 3 clusters Score -572155.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -572168.312500 Penalty: 4330.582520 Iteration 70Q: 3 clusters Score -572168.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -572171.750000 Penalty: 4330.582520 Iteration 71Q: 3 clusters Score -572171.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -572178.187500 Penalty: 4330.582520 Iteration 72Q: 3 clusters Score -572178.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 4967 members Entering Unmasked Estep Score: -572187.062500 Penalty: 4330.582520 Iteration 73Q: 3 clusters Score -572187.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -572190.562500 Penalty: 4330.582520 Iteration 74Q: 3 clusters Score -572190.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -572194.812500 Penalty: 4330.582520 Iteration 75Q: 3 clusters Score -572194.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -572201.687500 Penalty: 4330.582520 Iteration 76Q: 3 clusters Score -572201.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -572211.750000 Penalty: 4330.582520 Iteration 77Q: 3 clusters Score -572211.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -572223.562500 Penalty: 4330.582520 Iteration 78Q: 3 clusters Score -572223.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -572227.375000 Penalty: 4330.582520 Iteration 79Q: 3 clusters Score -572227.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -572231.875000 Penalty: 4330.582520 Iteration 80F: 3 clusters Score -572231.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -572235.250000 Penalty: 4330.582520 Iteration 81Q: 3 clusters Score -572235.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -572239.500000 Penalty: 4330.582520 Iteration 82Q: 3 clusters Score -572239.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -572241.375000 Penalty: 4330.582520 Iteration 83Q: 3 clusters Score -572241.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -572245.437500 Penalty: 4330.582520 Iteration 84Q: 3 clusters Score -572245.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -572249.875000 Penalty: 4330.582520 Iteration 85Q: 3 clusters Score -572249.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -572251.437500 Penalty: 4330.582520 Iteration 86Q: 3 clusters Score -572251.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 5122 members Entering Unmasked Estep Score: -572252.062500 Penalty: 4330.582520 Iteration 87Q: 3 clusters Score -572252.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -572254.062500 Penalty: 4330.582520 Iteration 88Q: 3 clusters Score -572254.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -572255.000000 Penalty: 4330.582520 Iteration 89Q: 3 clusters Score -572255 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -572257.562500 Penalty: 4330.582520 Iteration 90Q: 3 clusters Score -572257.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -572256.937500 Penalty: 4330.582520 Iteration 91Q: 3 clusters Score -572256.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -572257.937500 Penalty: 4330.582520 Iteration 92Q: 3 clusters Score -572257.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -572257.187500 Penalty: 4330.582520 Iteration 93Q: 3 clusters Score -572257.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -572257.375000 Penalty: 4330.582520 Iteration 94Q: 3 clusters Score -572257.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -572257.812500 Penalty: 4330.582520 Iteration 95Q: 3 clusters Score -572257.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -572257.812500 Penalty: 4330.582520 Iteration 96F: 3 clusters Score -572257.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (10102 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10102 members Entering Unmasked Estep Score: -935769.937500 Penalty: 2286.681152 Iteration 0F: 2 clusters Score -935769.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -928027.250000 Penalty: 4573.362305 Iteration 0F: 3 clusters Score -928027.2 nChanged 4185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -930312.562500 Penalty: 4573.362305 Iteration 1F: 3 clusters Score -930312.6 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -930678.187500 Penalty: 4573.362305 Iteration 2F: 3 clusters Score -930678.2 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5663 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -930967.187500 Penalty: 4573.362305 Iteration 3F: 3 clusters Score -930967.2 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -931226.750000 Penalty: 4573.362305 Iteration 4Q: 3 clusters Score -931226.8 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -931450.687500 Penalty: 4573.362305 Iteration 5Q: 3 clusters Score -931450.7 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -931631.562500 Penalty: 4573.362305 Iteration 6Q: 3 clusters Score -931631.6 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -931778.937500 Penalty: 4573.362305 Iteration 7Q: 3 clusters Score -931778.9 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6504 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -931880.750000 Penalty: 4573.362305 Iteration 8Q: 3 clusters Score -931880.8 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -931969.750000 Penalty: 4573.362305 Iteration 9Q: 3 clusters Score -931969.8 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -932046.812500 Penalty: 4573.362305 Iteration 10Q: 3 clusters Score -932046.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6900 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -932107.812500 Penalty: 4573.362305 Iteration 11Q: 3 clusters Score -932107.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7047 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -932175.812500 Penalty: 4573.362305 Iteration 12Q: 3 clusters Score -932175.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -932248.562500 Penalty: 4573.362305 Iteration 13Q: 3 clusters Score -932248.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7377 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -932322.062500 Penalty: 4573.362305 Iteration 14Q: 3 clusters Score -932322.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7531 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -932393.750000 Penalty: 4573.362305 Iteration 15Q: 3 clusters Score -932393.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7699 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -932475.500000 Penalty: 4573.362305 Iteration 16Q: 3 clusters Score -932475.5 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7894 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -932573.062500 Penalty: 4573.362305 Iteration 17Q: 3 clusters Score -932573.1 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8109 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -932687.687500 Penalty: 4573.362305 Iteration 18Q: 3 clusters Score -932687.7 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8320 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -932807.062500 Penalty: 4573.362305 Iteration 19Q: 3 clusters Score -932807.1 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8540 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -932932.312500 Penalty: 4573.362305 Iteration 20F: 3 clusters Score -932932.3 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8736 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -933053.062500 Penalty: 4573.362305 Iteration 21Q: 3 clusters Score -933053.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8905 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -933159.687500 Penalty: 4573.362305 Iteration 22Q: 3 clusters Score -933159.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9061 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -933261.437500 Penalty: 4573.362305 Iteration 23Q: 3 clusters Score -933261.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9187 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -933353.375000 Penalty: 4573.362305 Iteration 24Q: 3 clusters Score -933353.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9290 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -933428.250000 Penalty: 4573.362305 Iteration 25Q: 3 clusters Score -933428.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9365 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -933487.312500 Penalty: 4573.362305 Iteration 26Q: 3 clusters Score -933487.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9418 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -933525.312500 Penalty: 4573.362305 Iteration 27Q: 3 clusters Score -933525.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9473 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -933570.875000 Penalty: 4573.362305 Iteration 28Q: 3 clusters Score -933570.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9511 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -933597.937500 Penalty: 4573.362305 Iteration 29Q: 3 clusters Score -933597.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9539 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -933614.812500 Penalty: 4573.362305 Iteration 30Q: 3 clusters Score -933614.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9563 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -933635.375000 Penalty: 4573.362305 Iteration 31Q: 3 clusters Score -933635.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9582 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -933655.875000 Penalty: 4573.362305 Iteration 32Q: 3 clusters Score -933655.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9602 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -933668.250000 Penalty: 4573.362305 Iteration 33Q: 3 clusters Score -933668.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9614 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -933681.437500 Penalty: 4573.362305 Iteration 34Q: 3 clusters Score -933681.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9621 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -933694.875000 Penalty: 4573.362305 Iteration 35Q: 3 clusters Score -933694.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9631 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -933709.250000 Penalty: 4573.362305 Iteration 36Q: 3 clusters Score -933709.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9645 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -933722.000000 Penalty: 4573.362305 Iteration 37Q: 3 clusters Score -933722 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9656 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -933737.812500 Penalty: 4573.362305 Iteration 38Q: 3 clusters Score -933737.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9669 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -933747.687500 Penalty: 4573.362305 Iteration 39Q: 3 clusters Score -933747.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9676 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -933754.937500 Penalty: 4573.362305 Iteration 40F: 3 clusters Score -933754.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9681 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -933757.500000 Penalty: 4573.362305 Iteration 41Q: 3 clusters Score -933757.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9685 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -933766.437500 Penalty: 4573.362305 Iteration 42Q: 3 clusters Score -933766.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9689 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -933771.312500 Penalty: 4573.362305 Iteration 43Q: 3 clusters Score -933771.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9689 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -933773.687500 Penalty: 4573.362305 Iteration 44Q: 3 clusters Score -933773.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9691 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -933776.187500 Penalty: 4573.362305 Iteration 45Q: 3 clusters Score -933776.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9691 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -933780.250000 Penalty: 4573.362305 Iteration 46Q: 3 clusters Score -933780.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9691 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -933780.250000 Penalty: 4573.362305 Iteration 47F: 3 clusters Score -933780.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (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: -24279.222656 Penalty: 1472.509033 Iteration 0F: 2 clusters Score -24279.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -22981.216797 Penalty: 2945.018066 Iteration 0F: 3 clusters Score -22981.22 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -23322.005859 Penalty: 2945.018066 Iteration 1F: 3 clusters Score -23322.01 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -23507.919922 Penalty: 2945.018066 Iteration 2F: 3 clusters Score -23507.92 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -23619.939453 Penalty: 2945.018066 Iteration 3F: 3 clusters Score -23619.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -23672.902344 Penalty: 2945.018066 Iteration 4Q: 3 clusters Score -23672.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -23696.396484 Penalty: 2945.018066 Iteration 5Q: 3 clusters Score -23696.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -23706.296875 Penalty: 2945.018066 Iteration 6Q: 3 clusters Score -23706.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -23708.591797 Penalty: 2945.018066 Iteration 7Q: 3 clusters Score -23708.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -23710.484375 Penalty: 2945.018066 Iteration 8Q: 3 clusters Score -23710.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -23710.484375 Penalty: 2945.018066 Iteration 9F: 3 clusters Score -23710.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (261235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261235 members Entering Unmasked Estep Score: -23693928.000000 Penalty: 3093.347656 Iteration 0F: 2 clusters Score -2.369393e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130460 members Mstep: Class 2 contains 130775 members Entering Unmasked Estep Score: -23518476.000000 Penalty: 6186.695312 Iteration 0F: 3 clusters Score -2.351848e+07 nChanged 125923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126247 members Mstep: Class 2 contains 134988 members Entering Unmasked Estep Score: -23593520.000000 Penalty: 6186.695312 Iteration 1F: 3 clusters Score -2.359352e+07 nChanged 7120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123275 members Mstep: Class 2 contains 137960 members Entering Unmasked Estep Score: -23595280.000000 Penalty: 6186.695312 Iteration 2Q: 3 clusters Score -2.359528e+07 nChanged 8224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118735 members Mstep: Class 2 contains 142500 members Entering Unmasked Estep Score: -23597478.000000 Penalty: 6186.695312 Iteration 3Q: 3 clusters Score -2.359748e+07 nChanged 10038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112015 members Mstep: Class 2 contains 149220 members Entering Unmasked Estep Score: -23601364.000000 Penalty: 6186.695312 Iteration 4Q: 3 clusters Score -2.360136e+07 nChanged 12461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102584 members Mstep: Class 2 contains 158651 members Entering Unmasked Estep Score: -23607862.000000 Penalty: 6186.695312 Iteration 5Q: 3 clusters Score -2.360786e+07 nChanged 15302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89986 members Mstep: Class 2 contains 171249 members Entering Unmasked Estep Score: -23618404.000000 Penalty: 6186.695312 Iteration 6F: 3 clusters Score -2.36184e+07 nChanged 17671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74897 members Mstep: Class 2 contains 186338 members Entering Unmasked Estep Score: -23631636.000000 Penalty: 6186.695312 Iteration 7F: 3 clusters Score -2.363164e+07 nChanged 17670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59537 members Mstep: Class 2 contains 201698 members Entering Unmasked Estep Score: -23646076.000000 Penalty: 6186.695312 Iteration 8F: 3 clusters Score -2.364608e+07 nChanged 15985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45392 members Mstep: Class 2 contains 215843 members Entering Unmasked Estep Score: -23658762.000000 Penalty: 6186.695312 Iteration 9F: 3 clusters Score -2.365876e+07 nChanged 12677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33859 members Mstep: Class 2 contains 227376 members Entering Unmasked Estep Score: -23668608.000000 Penalty: 6186.695312 Iteration 10Q: 3 clusters Score -2.366861e+07 nChanged 9544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24847 members Mstep: Class 2 contains 236388 members Entering Unmasked Estep Score: -23675914.000000 Penalty: 6186.695312 Iteration 11Q: 3 clusters Score -2.367591e+07 nChanged 7014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18035 members Mstep: Class 2 contains 243200 members Entering Unmasked Estep Score: -23681284.000000 Penalty: 6186.695312 Iteration 12Q: 3 clusters Score -2.368128e+07 nChanged 5120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13005 members Mstep: Class 2 contains 248230 members Entering Unmasked Estep Score: -23685000.000000 Penalty: 6186.695312 Iteration 13Q: 3 clusters Score -2.3685e+07 nChanged 3633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9418 members Mstep: Class 2 contains 251817 members Entering Unmasked Estep Score: -23687524.000000 Penalty: 6186.695312 Iteration 14Q: 3 clusters Score -2.368752e+07 nChanged 2444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6996 members Mstep: Class 2 contains 254239 members Entering Unmasked Estep Score: -23689090.000000 Penalty: 6186.695312 Iteration 15Q: 3 clusters Score -2.368909e+07 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 255750 members Entering Unmasked Estep Score: -23690104.000000 Penalty: 6186.695312 Iteration 16Q: 3 clusters Score -2.36901e+07 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 256703 members Entering Unmasked Estep Score: -23690748.000000 Penalty: 6186.695312 Iteration 17Q: 3 clusters Score -2.369075e+07 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 257337 members Entering Unmasked Estep Score: -23691120.000000 Penalty: 6186.695312 Iteration 18Q: 3 clusters Score -2.369112e+07 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 257766 members Entering Unmasked Estep Score: -23691446.000000 Penalty: 6186.695312 Iteration 19Q: 3 clusters Score -2.369145e+07 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 258066 members Entering Unmasked Estep Score: -23691678.000000 Penalty: 6186.695312 Iteration 20F: 3 clusters Score -2.369168e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 258263 members Entering Unmasked Estep Score: -23691818.000000 Penalty: 6186.695312 Iteration 21Q: 3 clusters Score -2.369182e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 258383 members Entering Unmasked Estep Score: -23691970.000000 Penalty: 6186.695312 Iteration 22Q: 3 clusters Score -2.369197e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 258460 members Entering Unmasked Estep Score: -23692050.000000 Penalty: 6186.695312 Iteration 23Q: 3 clusters Score -2.369205e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 258490 members Entering Unmasked Estep Score: -23692124.000000 Penalty: 6186.695312 Iteration 24Q: 3 clusters Score -2.369212e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 258518 members Entering Unmasked Estep Score: -23692206.000000 Penalty: 6186.695312 Iteration 25Q: 3 clusters Score -2.369221e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 258535 members Entering Unmasked Estep Score: -23692270.000000 Penalty: 6186.695312 Iteration 26Q: 3 clusters Score -2.369227e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 258527 members Entering Unmasked Estep Score: -23692316.000000 Penalty: 6186.695312 Iteration 27Q: 3 clusters Score -2.369232e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 258493 members Entering Unmasked Estep Score: -23692314.000000 Penalty: 6186.695312 Iteration 28Q: 3 clusters Score -2.369231e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 258458 members Entering Unmasked Estep Score: -23692344.000000 Penalty: 6186.695312 Iteration 29Q: 3 clusters Score -2.369234e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 258442 members Entering Unmasked Estep Score: -23692384.000000 Penalty: 6186.695312 Iteration 30Q: 3 clusters Score -2.369238e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 258429 members Entering Unmasked Estep Score: -23692432.000000 Penalty: 6186.695312 Iteration 31Q: 3 clusters Score -2.369243e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 258438 members Entering Unmasked Estep Score: -23692438.000000 Penalty: 6186.695312 Iteration 32Q: 3 clusters Score -2.369244e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 258437 members Entering Unmasked Estep Score: -23692438.000000 Penalty: 6186.695312 Iteration 33Q: 3 clusters Score -2.369244e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 258431 members Entering Unmasked Estep Score: -23692424.000000 Penalty: 6186.695312 Iteration 34Q: 3 clusters Score -2.369242e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 258442 members Entering Unmasked Estep Score: -23692464.000000 Penalty: 6186.695312 Iteration 35Q: 3 clusters Score -2.369246e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 258444 members Entering Unmasked Estep Score: -23692472.000000 Penalty: 6186.695312 Iteration 36Q: 3 clusters Score -2.369247e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 258433 members Entering Unmasked Estep Score: -23692484.000000 Penalty: 6186.695312 Iteration 37Q: 3 clusters Score -2.369248e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 258426 members Entering Unmasked Estep Score: -23692484.000000 Penalty: 6186.695312 Iteration 38Q: 3 clusters Score -2.369248e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 258422 members Entering Unmasked Estep Score: -23692498.000000 Penalty: 6186.695312 Iteration 39Q: 3 clusters Score -2.36925e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 258424 members Entering Unmasked Estep Score: -23692490.000000 Penalty: 6186.695312 Iteration 40F: 3 clusters Score -2.369249e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 258428 members Entering Unmasked Estep Score: -23692498.000000 Penalty: 6186.695312 Iteration 41Q: 3 clusters Score -2.36925e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 258425 members Entering Unmasked Estep Score: -23692490.000000 Penalty: 6186.695312 Iteration 42Q: 3 clusters Score -2.369249e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 258422 members Entering Unmasked Estep Score: -23692502.000000 Penalty: 6186.695312 Iteration 43Q: 3 clusters Score -2.36925e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 258419 members Entering Unmasked Estep Score: -23692512.000000 Penalty: 6186.695312 Iteration 44Q: 3 clusters Score -2.369251e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 258422 members Entering Unmasked Estep Score: -23692510.000000 Penalty: 6186.695312 Iteration 45Q: 3 clusters Score -2.369251e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 258422 members Entering Unmasked Estep Score: -23692520.000000 Penalty: 6186.695312 Iteration 46Q: 3 clusters Score -2.369252e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 258419 members Entering Unmasked Estep Score: -23692516.000000 Penalty: 6186.695312 Iteration 47Q: 3 clusters Score -2.369252e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 258417 members Entering Unmasked Estep Score: -23692524.000000 Penalty: 6186.695312 Iteration 48Q: 3 clusters Score -2.369252e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 258414 members Entering Unmasked Estep Score: -23692528.000000 Penalty: 6186.695312 Iteration 49Q: 3 clusters Score -2.369253e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 258413 members Entering Unmasked Estep Score: -23692528.000000 Penalty: 6186.695312 Iteration 50Q: 3 clusters Score -2.369253e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 258410 members Entering Unmasked Estep Score: -23692520.000000 Penalty: 6186.695312 Iteration 51Q: 3 clusters Score -2.369252e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 258406 members Entering Unmasked Estep Score: -23692520.000000 Penalty: 6186.695312 Iteration 52Q: 3 clusters Score -2.369252e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 258406 members Entering Unmasked Estep Score: -23692528.000000 Penalty: 6186.695312 Iteration 53Q: 3 clusters Score -2.369253e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 258402 members Entering Unmasked Estep Score: -23692526.000000 Penalty: 6186.695312 Iteration 54Q: 3 clusters Score -2.369253e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 258403 members Entering Unmasked Estep Score: -23692520.000000 Penalty: 6186.695312 Iteration 55Q: 3 clusters Score -2.369252e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 258406 members Entering Unmasked Estep Score: -23692522.000000 Penalty: 6186.695312 Iteration 56Q: 3 clusters Score -2.369252e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 258410 members Entering Unmasked Estep Score: -23692530.000000 Penalty: 6186.695312 Iteration 57Q: 3 clusters Score -2.369253e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 258409 members Entering Unmasked Estep Score: -23692520.000000 Penalty: 6186.695312 Iteration 58Q: 3 clusters Score -2.369252e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 258410 members Entering Unmasked Estep Score: -23692538.000000 Penalty: 6186.695312 Iteration 59Q: 3 clusters Score -2.369254e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 258411 members Entering Unmasked Estep Score: -23692530.000000 Penalty: 6186.695312 Iteration 60F: 3 clusters Score -2.369253e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (30508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30508 members Entering Unmasked Estep Score: -2686455.500000 Penalty: 2560.784668 Iteration 0F: 2 clusters Score -2686456 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15297 members Mstep: Class 2 contains 15211 members Entering Unmasked Estep Score: -2665650.250000 Penalty: 5121.569336 Iteration 0F: 3 clusters Score -2665650 nChanged 13796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16409 members Mstep: Class 2 contains 14099 members Entering Unmasked Estep Score: -2674474.750000 Penalty: 5121.569336 Iteration 1F: 3 clusters Score -2674475 nChanged 2527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17588 members Mstep: Class 2 contains 12920 members Entering Unmasked Estep Score: -2676937.750000 Penalty: 5121.569336 Iteration 2F: 3 clusters Score -2676938 nChanged 3004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19262 members Mstep: Class 2 contains 11246 members Entering Unmasked Estep Score: -2679475.750000 Penalty: 5121.569336 Iteration 3F: 3 clusters Score -2679476 nChanged 2721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21127 members Mstep: Class 2 contains 9381 members Entering Unmasked Estep Score: -2681587.000000 Penalty: 5121.569336 Iteration 4F: 3 clusters Score -2681587 nChanged 2187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22876 members Mstep: Class 2 contains 7632 members Entering Unmasked Estep Score: -2683184.250000 Penalty: 5121.569336 Iteration 5F: 3 clusters Score -2683184 nChanged 1468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24204 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -2684198.500000 Penalty: 5121.569336 Iteration 6Q: 3 clusters Score -2684198 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25138 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -2684843.750000 Penalty: 5121.569336 Iteration 7Q: 3 clusters Score -2684844 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25840 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -2685287.500000 Penalty: 5121.569336 Iteration 8Q: 3 clusters Score -2685288 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26412 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -2685618.000000 Penalty: 5121.569336 Iteration 9Q: 3 clusters Score -2685618 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26885 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -2685896.750000 Penalty: 5121.569336 Iteration 10Q: 3 clusters Score -2685897 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27291 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -2686137.250000 Penalty: 5121.569336 Iteration 11Q: 3 clusters Score -2686137 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27649 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -2686372.500000 Penalty: 5121.569336 Iteration 12Q: 3 clusters Score -2686372 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27941 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -2686578.750000 Penalty: 5121.569336 Iteration 13Q: 3 clusters Score -2686579 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28159 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -2686732.250000 Penalty: 5121.569336 Iteration 14Q: 3 clusters Score -2686732 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28315 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -2686804.500000 Penalty: 5121.569336 Iteration 15Q: 3 clusters Score -2686804 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28412 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -2686848.000000 Penalty: 5121.569336 Iteration 16Q: 3 clusters Score -2686848 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28502 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -2686881.750000 Penalty: 5121.569336 Iteration 17Q: 3 clusters Score -2686882 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28579 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -2686898.500000 Penalty: 5121.569336 Iteration 18Q: 3 clusters Score -2686898 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28633 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -2686914.750000 Penalty: 5121.569336 Iteration 19Q: 3 clusters Score -2686915 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28674 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -2686931.500000 Penalty: 5121.569336 Iteration 20F: 3 clusters Score -2686932 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28707 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -2686943.250000 Penalty: 5121.569336 Iteration 21Q: 3 clusters Score -2686943 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28727 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -2686952.500000 Penalty: 5121.569336 Iteration 22Q: 3 clusters Score -2686952 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28743 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -2686955.750000 Penalty: 5121.569336 Iteration 23Q: 3 clusters Score -2686956 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28752 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -2686960.500000 Penalty: 5121.569336 Iteration 24Q: 3 clusters Score -2686960 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28762 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -2686959.750000 Penalty: 5121.569336 Iteration 25Q: 3 clusters Score -2686960 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28768 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -2686965.750000 Penalty: 5121.569336 Iteration 26Q: 3 clusters Score -2686966 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28778 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -2686967.000000 Penalty: 5121.569336 Iteration 27Q: 3 clusters Score -2686967 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28790 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -2686973.750000 Penalty: 5121.569336 Iteration 28Q: 3 clusters Score -2686974 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28800 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -2686967.250000 Penalty: 5121.569336 Iteration 29Q: 3 clusters Score -2686967 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28804 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -2686975.250000 Penalty: 5121.569336 Iteration 30Q: 3 clusters Score -2686975 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28806 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -2686977.750000 Penalty: 5121.569336 Iteration 31Q: 3 clusters Score -2686978 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28808 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -2686975.000000 Penalty: 5121.569336 Iteration 32Q: 3 clusters Score -2686975 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28810 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -2686976.000000 Penalty: 5121.569336 Iteration 33Q: 3 clusters Score -2686976 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28812 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -2686976.750000 Penalty: 5121.569336 Iteration 34Q: 3 clusters Score -2686977 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28813 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -2686977.500000 Penalty: 5121.569336 Iteration 35Q: 3 clusters Score -2686978 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28814 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -2686977.750000 Penalty: 5121.569336 Iteration 36Q: 3 clusters Score -2686978 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28815 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -2686977.250000 Penalty: 5121.569336 Iteration 37Q: 3 clusters Score -2686977 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28815 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -2686977.250000 Penalty: 5121.569336 Iteration 38F: 3 clusters Score -2686977 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12362 members Mstep: Class 2 contains 15303 members Mstep: Class 3 contains 6192 members Mstep: Class 4 contains 10102 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261235 members Mstep: Class 7 contains 28815 members Mstep: Class 8 contains 7401 members Mstep: Class 9 contains 8834 members Mstep: Class 10 contains 66848 members Mstep: Class 11 contains 315127 members Mstep: Class 12 contains 13741 members Mstep: Class 13 contains 4940 members Mstep: Class 14 contains 1693 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10701 members Mstep: Class 21 contains 7761 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep Score: -68896496.000000 Penalty: 63897.066406 Splitting cluster 7 changes total score from -68896640.000000 to -68896496.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (7401 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7401 members Entering Unmasked Estep Score: -684565.812500 Penalty: 2209.523926 Iteration 0F: 2 clusters Score -684565.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -678580.625000 Penalty: 4419.047852 Iteration 0F: 3 clusters Score -678580.6 nChanged 2950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -680177.937500 Penalty: 4419.047852 Iteration 1F: 3 clusters Score -680177.9 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -680436.625000 Penalty: 4419.047852 Iteration 2F: 3 clusters Score -680436.6 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -680607.500000 Penalty: 4419.047852 Iteration 3Q: 3 clusters Score -680607.5 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -680747.187500 Penalty: 4419.047852 Iteration 4Q: 3 clusters Score -680747.2 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -680905.500000 Penalty: 4419.047852 Iteration 5Q: 3 clusters Score -680905.5 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -681078.437500 Penalty: 4419.047852 Iteration 6Q: 3 clusters Score -681078.4 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -681248.812500 Penalty: 4419.047852 Iteration 7Q: 3 clusters Score -681248.8 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -681405.937500 Penalty: 4419.047852 Iteration 8Q: 3 clusters Score -681405.9 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -681569.250000 Penalty: 4419.047852 Iteration 9Q: 3 clusters Score -681569.2 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -681741.687500 Penalty: 4419.047852 Iteration 10Q: 3 clusters Score -681741.7 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -681899.312500 Penalty: 4419.047852 Iteration 11Q: 3 clusters Score -681899.3 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -682037.000000 Penalty: 4419.047852 Iteration 12Q: 3 clusters Score -682037 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -682177.312500 Penalty: 4419.047852 Iteration 13Q: 3 clusters Score -682177.3 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -682286.562500 Penalty: 4419.047852 Iteration 14Q: 3 clusters Score -682286.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -682387.875000 Penalty: 4419.047852 Iteration 15Q: 3 clusters Score -682387.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -682459.562500 Penalty: 4419.047852 Iteration 16Q: 3 clusters Score -682459.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -682525.687500 Penalty: 4419.047852 Iteration 17Q: 3 clusters Score -682525.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -682573.000000 Penalty: 4419.047852 Iteration 18Q: 3 clusters Score -682573 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 5482 members Entering Unmasked Estep Score: -682612.687500 Penalty: 4419.047852 Iteration 19Q: 3 clusters Score -682612.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -682628.375000 Penalty: 4419.047852 Iteration 20F: 3 clusters Score -682628.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -682645.062500 Penalty: 4419.047852 Iteration 21Q: 3 clusters Score -682645.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -682660.562500 Penalty: 4419.047852 Iteration 22Q: 3 clusters Score -682660.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 5641 members Entering Unmasked Estep Score: -682674.500000 Penalty: 4419.047852 Iteration 23Q: 3 clusters Score -682674.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -682686.625000 Penalty: 4419.047852 Iteration 24Q: 3 clusters Score -682686.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -682705.687500 Penalty: 4419.047852 Iteration 25Q: 3 clusters Score -682705.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 5753 members Entering Unmasked Estep Score: -682719.000000 Penalty: 4419.047852 Iteration 26Q: 3 clusters Score -682719 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -682733.375000 Penalty: 4419.047852 Iteration 27Q: 3 clusters Score -682733.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -682745.250000 Penalty: 4419.047852 Iteration 28Q: 3 clusters Score -682745.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -682754.750000 Penalty: 4419.047852 Iteration 29Q: 3 clusters Score -682754.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -682764.375000 Penalty: 4419.047852 Iteration 30Q: 3 clusters Score -682764.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -682774.875000 Penalty: 4419.047852 Iteration 31Q: 3 clusters Score -682774.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 5915 members Entering Unmasked Estep Score: -682781.000000 Penalty: 4419.047852 Iteration 32Q: 3 clusters Score -682781 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -682784.062500 Penalty: 4419.047852 Iteration 33Q: 3 clusters Score -682784.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -682785.250000 Penalty: 4419.047852 Iteration 34Q: 3 clusters Score -682785.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -682789.187500 Penalty: 4419.047852 Iteration 35Q: 3 clusters Score -682789.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 5961 members Entering Unmasked Estep Score: -682793.187500 Penalty: 4419.047852 Iteration 36Q: 3 clusters Score -682793.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -682793.812500 Penalty: 4419.047852 Iteration 37Q: 3 clusters Score -682793.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -682795.000000 Penalty: 4419.047852 Iteration 38Q: 3 clusters Score -682795 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -682795.375000 Penalty: 4419.047852 Iteration 39Q: 3 clusters Score -682795.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -682797.687500 Penalty: 4419.047852 Iteration 40F: 3 clusters Score -682797.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 5980 members Entering Unmasked Estep Score: -682797.562500 Penalty: 4419.047852 Iteration 41Q: 3 clusters Score -682797.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 5981 members Entering Unmasked Estep Score: -682797.937500 Penalty: 4419.047852 Iteration 42Q: 3 clusters Score -682797.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -682797.750000 Penalty: 4419.047852 Iteration 43Q: 3 clusters Score -682797.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -682797.750000 Penalty: 4419.047852 Iteration 44F: 3 clusters Score -682797.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8834 members Entering Unmasked Estep Score: -792833.625000 Penalty: 2253.417969 Iteration 0F: 2 clusters Score -792833.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -785869.562500 Penalty: 4506.835938 Iteration 0F: 3 clusters Score -785869.6 nChanged 3582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -787691.000000 Penalty: 4506.835938 Iteration 1F: 3 clusters Score -787691 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -788072.812500 Penalty: 4506.835938 Iteration 2F: 3 clusters Score -788072.8 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -788446.125000 Penalty: 4506.835938 Iteration 3F: 3 clusters Score -788446.1 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -788771.500000 Penalty: 4506.835938 Iteration 4F: 3 clusters Score -788771.5 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -789037.062500 Penalty: 4506.835938 Iteration 5F: 3 clusters Score -789037.1 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -789278.625000 Penalty: 4506.835938 Iteration 6F: 3 clusters Score -789278.6 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -789461.500000 Penalty: 4506.835938 Iteration 7Q: 3 clusters Score -789461.5 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -789625.562500 Penalty: 4506.835938 Iteration 8Q: 3 clusters Score -789625.6 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5105 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -789767.125000 Penalty: 4506.835938 Iteration 9Q: 3 clusters Score -789767.1 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -789883.375000 Penalty: 4506.835938 Iteration 10Q: 3 clusters Score -789883.4 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -790006.062500 Penalty: 4506.835938 Iteration 11Q: 3 clusters Score -790006.1 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5628 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -790108.375000 Penalty: 4506.835938 Iteration 12Q: 3 clusters Score -790108.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -790198.062500 Penalty: 4506.835938 Iteration 13Q: 3 clusters Score -790198.1 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5934 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -790275.312500 Penalty: 4506.835938 Iteration 14Q: 3 clusters Score -790275.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -790348.625000 Penalty: 4506.835938 Iteration 15Q: 3 clusters Score -790348.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -790415.937500 Penalty: 4506.835938 Iteration 16Q: 3 clusters Score -790415.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6351 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -790476.062500 Penalty: 4506.835938 Iteration 17Q: 3 clusters Score -790476.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -790537.875000 Penalty: 4506.835938 Iteration 18Q: 3 clusters Score -790537.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -790601.000000 Penalty: 4506.835938 Iteration 19Q: 3 clusters Score -790601 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -790661.437500 Penalty: 4506.835938 Iteration 20F: 3 clusters Score -790661.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -790726.437500 Penalty: 4506.835938 Iteration 21Q: 3 clusters Score -790726.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -790775.375000 Penalty: 4506.835938 Iteration 22Q: 3 clusters Score -790775.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6994 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -790835.000000 Penalty: 4506.835938 Iteration 23Q: 3 clusters Score -790835 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -790895.125000 Penalty: 4506.835938 Iteration 24Q: 3 clusters Score -790895.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7156 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -790951.250000 Penalty: 4506.835938 Iteration 25Q: 3 clusters Score -790951.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7239 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -791011.125000 Penalty: 4506.835938 Iteration 26Q: 3 clusters Score -791011.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7328 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -791071.437500 Penalty: 4506.835938 Iteration 27Q: 3 clusters Score -791071.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7398 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -791121.312500 Penalty: 4506.835938 Iteration 28Q: 3 clusters Score -791121.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -791171.312500 Penalty: 4506.835938 Iteration 29Q: 3 clusters Score -791171.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7513 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -791210.812500 Penalty: 4506.835938 Iteration 30Q: 3 clusters Score -791210.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7550 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -791237.500000 Penalty: 4506.835938 Iteration 31Q: 3 clusters Score -791237.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7588 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -791269.000000 Penalty: 4506.835938 Iteration 32Q: 3 clusters Score -791269 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7622 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -791295.750000 Penalty: 4506.835938 Iteration 33Q: 3 clusters Score -791295.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -791317.625000 Penalty: 4506.835938 Iteration 34Q: 3 clusters Score -791317.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7679 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -791335.062500 Penalty: 4506.835938 Iteration 35Q: 3 clusters Score -791335.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7697 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -791347.187500 Penalty: 4506.835938 Iteration 36Q: 3 clusters Score -791347.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7712 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -791354.375000 Penalty: 4506.835938 Iteration 37Q: 3 clusters Score -791354.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7725 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -791359.625000 Penalty: 4506.835938 Iteration 38Q: 3 clusters Score -791359.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7733 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -791368.000000 Penalty: 4506.835938 Iteration 39Q: 3 clusters Score -791368 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7747 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -791373.687500 Penalty: 4506.835938 Iteration 40F: 3 clusters Score -791373.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7759 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -791379.437500 Penalty: 4506.835938 Iteration 41Q: 3 clusters Score -791379.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7770 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -791382.187500 Penalty: 4506.835938 Iteration 42Q: 3 clusters Score -791382.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7778 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -791387.312500 Penalty: 4506.835938 Iteration 43Q: 3 clusters Score -791387.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7787 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -791394.312500 Penalty: 4506.835938 Iteration 44Q: 3 clusters Score -791394.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7797 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -791400.062500 Penalty: 4506.835938 Iteration 45Q: 3 clusters Score -791400.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7803 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -791401.750000 Penalty: 4506.835938 Iteration 46Q: 3 clusters Score -791401.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7807 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -791401.062500 Penalty: 4506.835938 Iteration 47Q: 3 clusters Score -791401.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7807 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -791401.062500 Penalty: 4506.835938 Iteration 48F: 3 clusters Score -791401.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (66848 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66848 members Entering Unmasked Estep Score: -6023880.500000 Penalty: 2755.323975 Iteration 0F: 2 clusters Score -6023880 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33295 members Mstep: Class 2 contains 33553 members Entering Unmasked Estep Score: -5979185.500000 Penalty: 5510.647949 Iteration 0F: 3 clusters Score -5979186 nChanged 31111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32698 members Mstep: Class 2 contains 34150 members Entering Unmasked Estep Score: -5996688.000000 Penalty: 5510.647949 Iteration 1F: 3 clusters Score -5996688 nChanged 2310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32340 members Mstep: Class 2 contains 34508 members Entering Unmasked Estep Score: -5997249.000000 Penalty: 5510.647949 Iteration 2Q: 3 clusters Score -5997249 nChanged 2277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31891 members Mstep: Class 2 contains 34957 members Entering Unmasked Estep Score: -5997872.000000 Penalty: 5510.647949 Iteration 3Q: 3 clusters Score -5997872 nChanged 2277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31248 members Mstep: Class 2 contains 35600 members Entering Unmasked Estep Score: -5998543.000000 Penalty: 5510.647949 Iteration 4Q: 3 clusters Score -5998543 nChanged 2329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30305 members Mstep: Class 2 contains 36543 members Entering Unmasked Estep Score: -5999378.500000 Penalty: 5510.647949 Iteration 5Q: 3 clusters Score -5999378 nChanged 2596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28983 members Mstep: Class 2 contains 37865 members Entering Unmasked Estep Score: -6000450.000000 Penalty: 5510.647949 Iteration 6Q: 3 clusters Score -6000450 nChanged 2894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27167 members Mstep: Class 2 contains 39681 members Entering Unmasked Estep Score: -6001873.500000 Penalty: 5510.647949 Iteration 7Q: 3 clusters Score -6001874 nChanged 3184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24761 members Mstep: Class 2 contains 42087 members Entering Unmasked Estep Score: -6003642.000000 Penalty: 5510.647949 Iteration 8Q: 3 clusters Score -6003642 nChanged 3534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21763 members Mstep: Class 2 contains 45085 members Entering Unmasked Estep Score: -6006025.500000 Penalty: 5510.647949 Iteration 9F: 3 clusters Score -6006026 nChanged 3775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18280 members Mstep: Class 2 contains 48568 members Entering Unmasked Estep Score: -6008752.000000 Penalty: 5510.647949 Iteration 10F: 3 clusters Score -6008752 nChanged 3903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14549 members Mstep: Class 2 contains 52299 members Entering Unmasked Estep Score: -6011718.000000 Penalty: 5510.647949 Iteration 11F: 3 clusters Score -6011718 nChanged 3774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10841 members Mstep: Class 2 contains 56007 members Entering Unmasked Estep Score: -6014631.500000 Penalty: 5510.647949 Iteration 12F: 3 clusters Score -6014632 nChanged 3224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7663 members Mstep: Class 2 contains 59185 members Entering Unmasked Estep Score: -6017018.000000 Penalty: 5510.647949 Iteration 13Q: 3 clusters Score -6017018 nChanged 2415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 61576 members Entering Unmasked Estep Score: -6018724.500000 Penalty: 5510.647949 Iteration 14Q: 3 clusters Score -6018724 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 63206 members Entering Unmasked Estep Score: -6019863.000000 Penalty: 5510.647949 Iteration 15Q: 3 clusters Score -6019863 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 64226 members Entering Unmasked Estep Score: -6020494.000000 Penalty: 5510.647949 Iteration 16Q: 3 clusters Score -6020494 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 64836 members Entering Unmasked Estep Score: -6020821.000000 Penalty: 5510.647949 Iteration 17Q: 3 clusters Score -6020821 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 65212 members Entering Unmasked Estep Score: -6021018.500000 Penalty: 5510.647949 Iteration 18Q: 3 clusters Score -6021018 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 65463 members Entering Unmasked Estep Score: -6021155.000000 Penalty: 5510.647949 Iteration 19Q: 3 clusters Score -6021155 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 65619 members Entering Unmasked Estep Score: -6021255.000000 Penalty: 5510.647949 Iteration 20F: 3 clusters Score -6021255 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 65733 members Entering Unmasked Estep Score: -6021329.000000 Penalty: 5510.647949 Iteration 21Q: 3 clusters Score -6021329 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 65827 members Entering Unmasked Estep Score: -6021392.000000 Penalty: 5510.647949 Iteration 22Q: 3 clusters Score -6021392 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 65892 members Entering Unmasked Estep Score: -6021419.000000 Penalty: 5510.647949 Iteration 23Q: 3 clusters Score -6021419 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 65928 members Entering Unmasked Estep Score: -6021440.500000 Penalty: 5510.647949 Iteration 24Q: 3 clusters Score -6021440 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 65958 members Entering Unmasked Estep Score: -6021458.000000 Penalty: 5510.647949 Iteration 25Q: 3 clusters Score -6021458 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 65984 members Entering Unmasked Estep Score: -6021483.500000 Penalty: 5510.647949 Iteration 26Q: 3 clusters Score -6021484 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 66004 members Entering Unmasked Estep Score: -6021506.500000 Penalty: 5510.647949 Iteration 27Q: 3 clusters Score -6021506 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 66022 members Entering Unmasked Estep Score: -6021514.500000 Penalty: 5510.647949 Iteration 28Q: 3 clusters Score -6021514 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 66033 members Entering Unmasked Estep Score: -6021523.000000 Penalty: 5510.647949 Iteration 29Q: 3 clusters Score -6021523 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 66043 members Entering Unmasked Estep Score: -6021523.000000 Penalty: 5510.647949 Iteration 30Q: 3 clusters Score -6021523 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 66050 members Entering Unmasked Estep Score: -6021536.000000 Penalty: 5510.647949 Iteration 31Q: 3 clusters Score -6021536 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 66060 members Entering Unmasked Estep Score: -6021539.000000 Penalty: 5510.647949 Iteration 32Q: 3 clusters Score -6021539 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 66065 members Entering Unmasked Estep Score: -6021550.000000 Penalty: 5510.647949 Iteration 33Q: 3 clusters Score -6021550 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 66071 members Entering Unmasked Estep Score: -6021562.000000 Penalty: 5510.647949 Iteration 34Q: 3 clusters Score -6021562 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 66076 members Entering Unmasked Estep Score: -6021562.500000 Penalty: 5510.647949 Iteration 35Q: 3 clusters Score -6021562 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 66083 members Entering Unmasked Estep Score: -6021566.500000 Penalty: 5510.647949 Iteration 36Q: 3 clusters Score -6021566 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 66093 members Entering Unmasked Estep Score: -6021572.500000 Penalty: 5510.647949 Iteration 37Q: 3 clusters Score -6021572 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 66095 members Entering Unmasked Estep Score: -6021571.500000 Penalty: 5510.647949 Iteration 38Q: 3 clusters Score -6021572 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 66095 members Entering Unmasked Estep Score: -6021576.000000 Penalty: 5510.647949 Iteration 39Q: 3 clusters Score -6021576 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 66096 members Entering Unmasked Estep Score: -6021577.500000 Penalty: 5510.647949 Iteration 40F: 3 clusters Score -6021578 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 66096 members Entering Unmasked Estep Score: -6021575.500000 Penalty: 5510.647949 Iteration 41Q: 3 clusters Score -6021576 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 66100 members Entering Unmasked Estep Score: -6021581.500000 Penalty: 5510.647949 Iteration 42Q: 3 clusters Score -6021582 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 66101 members Entering Unmasked Estep Score: -6021581.000000 Penalty: 5510.647949 Iteration 43Q: 3 clusters Score -6021581 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 66102 members Entering Unmasked Estep Score: -6021578.000000 Penalty: 5510.647949 Iteration 44Q: 3 clusters Score -6021578 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 66103 members Entering Unmasked Estep Score: -6021578.500000 Penalty: 5510.647949 Iteration 45Q: 3 clusters Score -6021578 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 66104 members Entering Unmasked Estep Score: -6021580.000000 Penalty: 5510.647949 Iteration 46Q: 3 clusters Score -6021580 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 66107 members Entering Unmasked Estep Score: -6021579.000000 Penalty: 5510.647949 Iteration 47Q: 3 clusters Score -6021579 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 66113 members Entering Unmasked Estep Score: -6021588.000000 Penalty: 5510.647949 Iteration 48Q: 3 clusters Score -6021588 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 66114 members Entering Unmasked Estep Score: -6021592.500000 Penalty: 5510.647949 Iteration 49Q: 3 clusters Score -6021592 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 66118 members Entering Unmasked Estep Score: -6021597.000000 Penalty: 5510.647949 Iteration 50Q: 3 clusters Score -6021597 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 66120 members Entering Unmasked Estep Score: -6021590.500000 Penalty: 5510.647949 Iteration 51Q: 3 clusters Score -6021590 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 66119 members Entering Unmasked Estep Score: -6021593.000000 Penalty: 5510.647949 Iteration 52Q: 3 clusters Score -6021593 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 66119 members Entering Unmasked Estep Score: -6021593.000000 Penalty: 5510.647949 Iteration 53F: 3 clusters Score -6021593 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (315127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315127 members Entering Unmasked Estep Score: -28730982.000000 Penalty: 3139.861328 Iteration 0F: 2 clusters Score -2.873098e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157165 members Mstep: Class 2 contains 157962 members Entering Unmasked Estep Score: -28518658.000000 Penalty: 6279.722656 Iteration 0F: 3 clusters Score -2.851866e+07 nChanged 152604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150143 members Mstep: Class 2 contains 164984 members Entering Unmasked Estep Score: -28609176.000000 Penalty: 6279.722656 Iteration 1F: 3 clusters Score -2.860918e+07 nChanged 8344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145481 members Mstep: Class 2 contains 169646 members Entering Unmasked Estep Score: -28610984.000000 Penalty: 6279.722656 Iteration 2Q: 3 clusters Score -2.861098e+07 nChanged 9489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138334 members Mstep: Class 2 contains 176793 members Entering Unmasked Estep Score: -28613760.000000 Penalty: 6279.722656 Iteration 3Q: 3 clusters Score -2.861376e+07 nChanged 12353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127165 members Mstep: Class 2 contains 187962 members Entering Unmasked Estep Score: -28618912.000000 Penalty: 6279.722656 Iteration 4Q: 3 clusters Score -2.861891e+07 nChanged 17461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110310 members Mstep: Class 2 contains 204817 members Entering Unmasked Estep Score: -28628496.000000 Penalty: 6279.722656 Iteration 5F: 3 clusters Score -2.86285e+07 nChanged 23467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87045 members Mstep: Class 2 contains 228082 members Entering Unmasked Estep Score: -28645966.000000 Penalty: 6279.722656 Iteration 6F: 3 clusters Score -2.864597e+07 nChanged 27848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59251 members Mstep: Class 2 contains 255876 members Entering Unmasked Estep Score: -28671148.000000 Penalty: 6279.722656 Iteration 7F: 3 clusters Score -2.867115e+07 nChanged 26361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32894 members Mstep: Class 2 contains 282233 members Entering Unmasked Estep Score: -28696622.000000 Penalty: 6279.722656 Iteration 8F: 3 clusters Score -2.869662e+07 nChanged 18441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14453 members Mstep: Class 2 contains 300674 members Entering Unmasked Estep Score: -28714622.000000 Penalty: 6279.722656 Iteration 9F: 3 clusters Score -2.871462e+07 nChanged 9356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 310030 members Entering Unmasked Estep Score: -28723586.000000 Penalty: 6279.722656 Iteration 10Q: 3 clusters Score -2.872359e+07 nChanged 3503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 313533 members Entering Unmasked Estep Score: -28726786.000000 Penalty: 6279.722656 Iteration 11Q: 3 clusters Score -2.872679e+07 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 314513 members Entering Unmasked Estep Score: -28727792.000000 Penalty: 6279.722656 Iteration 12Q: 3 clusters Score -2.872779e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 314745 members Entering Unmasked Estep Score: -28728032.000000 Penalty: 6279.722656 Iteration 13Q: 3 clusters Score -2.872803e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 314817 members Entering Unmasked Estep Score: -28728142.000000 Penalty: 6279.722656 Iteration 14Q: 3 clusters Score -2.872814e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 314833 members Entering Unmasked Estep Score: -28728184.000000 Penalty: 6279.722656 Iteration 15Q: 3 clusters Score -2.872818e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 314842 members Entering Unmasked Estep Score: -28728196.000000 Penalty: 6279.722656 Iteration 16Q: 3 clusters Score -2.87282e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 314847 members Entering Unmasked Estep Score: -28728228.000000 Penalty: 6279.722656 Iteration 17Q: 3 clusters Score -2.872823e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 314849 members Entering Unmasked Estep Score: -28728256.000000 Penalty: 6279.722656 Iteration 18Q: 3 clusters Score -2.872826e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 314849 members Entering Unmasked Estep Score: -28728270.000000 Penalty: 6279.722656 Iteration 19Q: 3 clusters Score -2.872827e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 314855 members Entering Unmasked Estep Score: -28728252.000000 Penalty: 6279.722656 Iteration 20F: 3 clusters Score -2.872825e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 314857 members Entering Unmasked Estep Score: -28728260.000000 Penalty: 6279.722656 Iteration 21Q: 3 clusters Score -2.872826e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 314856 members Entering Unmasked Estep Score: -28728270.000000 Penalty: 6279.722656 Iteration 22Q: 3 clusters Score -2.872827e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 314856 members Entering Unmasked Estep Score: -28728270.000000 Penalty: 6279.722656 Iteration 23F: 3 clusters Score -2.872827e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (13741 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13741 members Entering Unmasked Estep Score: -1258456.000000 Penalty: 2362.978516 Iteration 0F: 2 clusters Score -1258456 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -1248430.375000 Penalty: 4725.957031 Iteration 0F: 3 clusters Score -1248430 nChanged 5858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -1251881.125000 Penalty: 4725.957031 Iteration 1F: 3 clusters Score -1251881 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 7065 members Entering Unmasked Estep Score: -1252608.375000 Penalty: 4725.957031 Iteration 2F: 3 clusters Score -1252608 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6808 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -1253454.750000 Penalty: 4725.957031 Iteration 3F: 3 clusters Score -1253455 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 6659 members Entering Unmasked Estep Score: -1254420.000000 Penalty: 4725.957031 Iteration 4F: 3 clusters Score -1254420 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7453 members Mstep: Class 2 contains 6288 members Entering Unmasked Estep Score: -1255233.000000 Penalty: 4725.957031 Iteration 5F: 3 clusters Score -1255233 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 5910 members Entering Unmasked Estep Score: -1255749.625000 Penalty: 4725.957031 Iteration 6F: 3 clusters Score -1255750 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8157 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -1256097.375000 Penalty: 4725.957031 Iteration 7Q: 3 clusters Score -1256097 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8436 members Mstep: Class 2 contains 5305 members Entering Unmasked Estep Score: -1256321.625000 Penalty: 4725.957031 Iteration 8Q: 3 clusters Score -1256322 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8690 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -1256452.625000 Penalty: 4725.957031 Iteration 9Q: 3 clusters Score -1256453 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8930 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -1256551.000000 Penalty: 4725.957031 Iteration 10Q: 3 clusters Score -1256551 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9119 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -1256613.625000 Penalty: 4725.957031 Iteration 11Q: 3 clusters Score -1256614 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9268 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -1256652.625000 Penalty: 4725.957031 Iteration 12Q: 3 clusters Score -1256653 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9408 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -1256688.500000 Penalty: 4725.957031 Iteration 13Q: 3 clusters Score -1256688 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9550 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -1256728.000000 Penalty: 4725.957031 Iteration 14Q: 3 clusters Score -1256728 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9686 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -1256765.500000 Penalty: 4725.957031 Iteration 15Q: 3 clusters Score -1256766 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9820 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -1256803.875000 Penalty: 4725.957031 Iteration 16Q: 3 clusters Score -1256804 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9959 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -1256836.875000 Penalty: 4725.957031 Iteration 17Q: 3 clusters Score -1256837 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10074 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -1256868.500000 Penalty: 4725.957031 Iteration 18Q: 3 clusters Score -1256868 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10183 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -1256893.375000 Penalty: 4725.957031 Iteration 19Q: 3 clusters Score -1256893 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10291 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -1256920.750000 Penalty: 4725.957031 Iteration 20F: 3 clusters Score -1256921 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10408 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -1256949.875000 Penalty: 4725.957031 Iteration 21Q: 3 clusters Score -1256950 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10517 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -1256979.750000 Penalty: 4725.957031 Iteration 22Q: 3 clusters Score -1256980 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10637 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -1257012.375000 Penalty: 4725.957031 Iteration 23Q: 3 clusters Score -1257012 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10746 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -1257042.250000 Penalty: 4725.957031 Iteration 24Q: 3 clusters Score -1257042 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10847 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -1257066.375000 Penalty: 4725.957031 Iteration 25Q: 3 clusters Score -1257066 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10941 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -1257091.500000 Penalty: 4725.957031 Iteration 26Q: 3 clusters Score -1257092 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11030 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -1257119.625000 Penalty: 4725.957031 Iteration 27Q: 3 clusters Score -1257120 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11142 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -1257149.875000 Penalty: 4725.957031 Iteration 28Q: 3 clusters Score -1257150 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11245 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -1257180.750000 Penalty: 4725.957031 Iteration 29Q: 3 clusters Score -1257181 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11354 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -1257216.500000 Penalty: 4725.957031 Iteration 30Q: 3 clusters Score -1257216 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11446 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -1257245.875000 Penalty: 4725.957031 Iteration 31Q: 3 clusters Score -1257246 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11548 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -1257281.000000 Penalty: 4725.957031 Iteration 32Q: 3 clusters Score -1257281 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11654 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -1257308.750000 Penalty: 4725.957031 Iteration 33Q: 3 clusters Score -1257309 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11744 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -1257335.250000 Penalty: 4725.957031 Iteration 34Q: 3 clusters Score -1257335 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11823 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -1257356.000000 Penalty: 4725.957031 Iteration 35Q: 3 clusters Score -1257356 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11888 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -1257368.375000 Penalty: 4725.957031 Iteration 36Q: 3 clusters Score -1257368 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11939 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -1257390.625000 Penalty: 4725.957031 Iteration 37Q: 3 clusters Score -1257391 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11987 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -1257404.375000 Penalty: 4725.957031 Iteration 38Q: 3 clusters Score -1257404 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12038 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -1257421.000000 Penalty: 4725.957031 Iteration 39Q: 3 clusters Score -1257421 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12086 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -1257432.750000 Penalty: 4725.957031 Iteration 40F: 3 clusters Score -1257433 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12130 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -1257452.250000 Penalty: 4725.957031 Iteration 41Q: 3 clusters Score -1257452 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12166 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -1257458.375000 Penalty: 4725.957031 Iteration 42Q: 3 clusters Score -1257458 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12201 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -1257465.875000 Penalty: 4725.957031 Iteration 43Q: 3 clusters Score -1257466 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12232 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -1257473.625000 Penalty: 4725.957031 Iteration 44Q: 3 clusters Score -1257474 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12253 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -1257478.125000 Penalty: 4725.957031 Iteration 45Q: 3 clusters Score -1257478 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12274 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -1257480.000000 Penalty: 4725.957031 Iteration 46Q: 3 clusters Score -1257480 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12290 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -1257488.500000 Penalty: 4725.957031 Iteration 47Q: 3 clusters Score -1257488 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12304 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -1257490.750000 Penalty: 4725.957031 Iteration 48Q: 3 clusters Score -1257491 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12316 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -1257494.875000 Penalty: 4725.957031 Iteration 49Q: 3 clusters Score -1257495 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12330 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -1257501.125000 Penalty: 4725.957031 Iteration 50Q: 3 clusters Score -1257501 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12340 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -1257506.125000 Penalty: 4725.957031 Iteration 51Q: 3 clusters Score -1257506 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12347 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -1257506.750000 Penalty: 4725.957031 Iteration 52Q: 3 clusters Score -1257507 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12356 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -1257510.125000 Penalty: 4725.957031 Iteration 53Q: 3 clusters Score -1257510 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12365 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -1257509.625000 Penalty: 4725.957031 Iteration 54Q: 3 clusters Score -1257510 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12375 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -1257515.000000 Penalty: 4725.957031 Iteration 55Q: 3 clusters Score -1257515 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12384 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -1257518.875000 Penalty: 4725.957031 Iteration 56Q: 3 clusters Score -1257519 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12393 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -1257521.000000 Penalty: 4725.957031 Iteration 57Q: 3 clusters Score -1257521 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12396 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -1257520.500000 Penalty: 4725.957031 Iteration 58Q: 3 clusters Score -1257520 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12399 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -1257521.750000 Penalty: 4725.957031 Iteration 59Q: 3 clusters Score -1257522 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12401 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -1257521.125000 Penalty: 4725.957031 Iteration 60F: 3 clusters Score -1257521 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12403 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -1257520.625000 Penalty: 4725.957031 Iteration 61Q: 3 clusters Score -1257521 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12404 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -1257519.375000 Penalty: 4725.957031 Iteration 62Q: 3 clusters Score -1257519 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12405 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -1257519.375000 Penalty: 4725.957031 Iteration 63Q: 3 clusters Score -1257519 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12407 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -1257520.250000 Penalty: 4725.957031 Iteration 64Q: 3 clusters Score -1257520 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12410 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -1257520.500000 Penalty: 4725.957031 Iteration 65Q: 3 clusters Score -1257520 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12413 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -1257521.250000 Penalty: 4725.957031 Iteration 66Q: 3 clusters Score -1257521 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12416 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -1257520.000000 Penalty: 4725.957031 Iteration 67Q: 3 clusters Score -1257520 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12416 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -1257520.000000 Penalty: 4725.957031 Iteration 68F: 3 clusters Score -1257520 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4940 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Entering Unmasked Estep Score: -408691.343750 Penalty: 2109.269775 Iteration 0F: 2 clusters Score -408691.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -404205.187500 Penalty: 4218.539551 Iteration 0F: 3 clusters Score -404205.2 nChanged 1903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -405292.687500 Penalty: 4218.539551 Iteration 1F: 3 clusters Score -405292.7 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -405545.250000 Penalty: 4218.539551 Iteration 2F: 3 clusters Score -405545.2 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -405735.125000 Penalty: 4218.539551 Iteration 3F: 3 clusters Score -405735.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -405894.031250 Penalty: 4218.539551 Iteration 4Q: 3 clusters Score -405894 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -406042.593750 Penalty: 4218.539551 Iteration 5Q: 3 clusters Score -406042.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -406156.593750 Penalty: 4218.539551 Iteration 6Q: 3 clusters Score -406156.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -406254.718750 Penalty: 4218.539551 Iteration 7Q: 3 clusters Score -406254.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -406343.906250 Penalty: 4218.539551 Iteration 8Q: 3 clusters Score -406343.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -406419.375000 Penalty: 4218.539551 Iteration 9Q: 3 clusters Score -406419.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -406489.500000 Penalty: 4218.539551 Iteration 10Q: 3 clusters Score -406489.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -406534.250000 Penalty: 4218.539551 Iteration 11Q: 3 clusters Score -406534.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -406572.125000 Penalty: 4218.539551 Iteration 12Q: 3 clusters Score -406572.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -406609.218750 Penalty: 4218.539551 Iteration 13Q: 3 clusters Score -406609.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -406639.062500 Penalty: 4218.539551 Iteration 14Q: 3 clusters Score -406639.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -406666.187500 Penalty: 4218.539551 Iteration 15Q: 3 clusters Score -406666.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -406693.062500 Penalty: 4218.539551 Iteration 16Q: 3 clusters Score -406693.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -406723.625000 Penalty: 4218.539551 Iteration 17Q: 3 clusters Score -406723.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -406752.250000 Penalty: 4218.539551 Iteration 18Q: 3 clusters Score -406752.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -406784.750000 Penalty: 4218.539551 Iteration 19Q: 3 clusters Score -406784.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -406806.000000 Penalty: 4218.539551 Iteration 20F: 3 clusters Score -406806 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -406828.125000 Penalty: 4218.539551 Iteration 21Q: 3 clusters Score -406828.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -406844.687500 Penalty: 4218.539551 Iteration 22Q: 3 clusters Score -406844.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -406865.000000 Penalty: 4218.539551 Iteration 23Q: 3 clusters Score -406865 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -406888.687500 Penalty: 4218.539551 Iteration 24Q: 3 clusters Score -406888.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -406907.593750 Penalty: 4218.539551 Iteration 25Q: 3 clusters Score -406907.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -406931.906250 Penalty: 4218.539551 Iteration 26Q: 3 clusters Score -406931.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -406959.218750 Penalty: 4218.539551 Iteration 27Q: 3 clusters Score -406959.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -406979.625000 Penalty: 4218.539551 Iteration 28Q: 3 clusters Score -406979.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -406993.312500 Penalty: 4218.539551 Iteration 29Q: 3 clusters Score -406993.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -407007.031250 Penalty: 4218.539551 Iteration 30Q: 3 clusters Score -407007 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -407017.062500 Penalty: 4218.539551 Iteration 31Q: 3 clusters Score -407017.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -407026.156250 Penalty: 4218.539551 Iteration 32Q: 3 clusters Score -407026.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -407033.687500 Penalty: 4218.539551 Iteration 33Q: 3 clusters Score -407033.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -407040.156250 Penalty: 4218.539551 Iteration 34Q: 3 clusters Score -407040.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -407046.281250 Penalty: 4218.539551 Iteration 35Q: 3 clusters Score -407046.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -407050.968750 Penalty: 4218.539551 Iteration 36Q: 3 clusters Score -407051 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -407054.843750 Penalty: 4218.539551 Iteration 37Q: 3 clusters Score -407054.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -407057.625000 Penalty: 4218.539551 Iteration 38Q: 3 clusters Score -407057.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -407062.218750 Penalty: 4218.539551 Iteration 39Q: 3 clusters Score -407062.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -407068.968750 Penalty: 4218.539551 Iteration 40F: 3 clusters Score -407069 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -407073.031250 Penalty: 4218.539551 Iteration 41Q: 3 clusters Score -407073 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -407076.500000 Penalty: 4218.539551 Iteration 42Q: 3 clusters Score -407076.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -407078.750000 Penalty: 4218.539551 Iteration 43Q: 3 clusters Score -407078.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -407080.656250 Penalty: 4218.539551 Iteration 44Q: 3 clusters Score -407080.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -407080.656250 Penalty: 4218.539551 Iteration 45F: 3 clusters Score -407080.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Entering Unmasked Estep Score: -115222.507812 Penalty: 1794.075928 Iteration 0F: 2 clusters Score -115222.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -113035.296875 Penalty: 3588.151855 Iteration 0F: 3 clusters Score -113035.3 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -113426.539062 Penalty: 3588.151855 Iteration 1F: 3 clusters Score -113426.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -113570.101562 Penalty: 3588.151855 Iteration 2F: 3 clusters Score -113570.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -113689.734375 Penalty: 3588.151855 Iteration 3Q: 3 clusters Score -113689.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -113787.390625 Penalty: 3588.151855 Iteration 4Q: 3 clusters Score -113787.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -113943.671875 Penalty: 3588.151855 Iteration 5Q: 3 clusters Score -113943.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -114235.335938 Penalty: 3588.151855 Iteration 6Q: 3 clusters Score -114235.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -114614.289062 Penalty: 3588.151855 Iteration 7F: 3 clusters Score -114614.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -114848.343750 Penalty: 3588.151855 Iteration 8F: 3 clusters Score -114848.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -115002.000000 Penalty: 3588.151855 Iteration 9Q: 3 clusters Score -115002 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -115180.421875 Penalty: 3588.151855 Iteration 10Q: 3 clusters Score -115180.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -115303.226562 Penalty: 3588.151855 Iteration 11Q: 3 clusters Score -115303.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -115380.156250 Penalty: 3588.151855 Iteration 12Q: 3 clusters Score -115380.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -115404.226562 Penalty: 3588.151855 Iteration 13Q: 3 clusters Score -115404.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -115411.554688 Penalty: 3588.151855 Iteration 14Q: 3 clusters Score -115411.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -115412.023438 Penalty: 3588.151855 Iteration 15Q: 3 clusters Score -115412 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -115413.109375 Penalty: 3588.151855 Iteration 16Q: 3 clusters Score -115413.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -115413.109375 Penalty: 3588.151855 Iteration 17F: 3 clusters Score -115413.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12362 members Mstep: Class 2 contains 15303 members Mstep: Class 3 contains 6192 members Mstep: Class 4 contains 10102 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261235 members Mstep: Class 7 contains 30508 members Mstep: Class 8 contains 7401 members Mstep: Class 9 contains 8834 members Mstep: Class 10 contains 66848 members Mstep: Class 11 contains 315127 members Mstep: Class 12 contains 13741 members Mstep: Class 13 contains 4940 members Mstep: Class 14 contains 860 members Mstep: Class 16 contains 526 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10701 members Mstep: Class 21 contains 7761 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep Score: -68895376.000000 Penalty: 63897.066406 Splitting cluster 16 changes total score from -68896640.000000 to -68895376.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (745 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Entering Unmasked Estep Score: -60110.593750 Penalty: 1640.119263 Iteration 0F: 2 clusters Score -60110.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -58369.507812 Penalty: 3280.238525 Iteration 0F: 3 clusters Score -58369.51 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -58616.445312 Penalty: 3280.238525 Iteration 1F: 3 clusters Score -58616.45 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -58680.160156 Penalty: 3280.238525 Iteration 2Q: 3 clusters Score -58680.16 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -58753.500000 Penalty: 3280.238525 Iteration 3Q: 3 clusters Score -58753.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -58835.500000 Penalty: 3280.238525 Iteration 4Q: 3 clusters Score -58835.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -58904.238281 Penalty: 3280.238525 Iteration 5Q: 3 clusters Score -58904.24 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -58954.851562 Penalty: 3280.238525 Iteration 6Q: 3 clusters Score -58954.85 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -58985.386719 Penalty: 3280.238525 Iteration 7Q: 3 clusters Score -58985.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -59011.296875 Penalty: 3280.238525 Iteration 8Q: 3 clusters Score -59011.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -59027.085938 Penalty: 3280.238525 Iteration 9Q: 3 clusters Score -59027.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -59037.730469 Penalty: 3280.238525 Iteration 10Q: 3 clusters Score -59037.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -59047.667969 Penalty: 3280.238525 Iteration 11Q: 3 clusters Score -59047.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -59055.843750 Penalty: 3280.238525 Iteration 12Q: 3 clusters Score -59055.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -59057.921875 Penalty: 3280.238525 Iteration 13Q: 3 clusters Score -59057.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -59060.144531 Penalty: 3280.238525 Iteration 14Q: 3 clusters Score -59060.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -59060.144531 Penalty: 3280.238525 Iteration 15F: 3 clusters Score -59060.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (10701 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10701 members Entering Unmasked Estep Score: -991922.062500 Penalty: 2300.966797 Iteration 0F: 2 clusters Score -991922.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 5444 members Entering Unmasked Estep Score: -983725.375000 Penalty: 4601.933594 Iteration 0F: 3 clusters Score -983725.4 nChanged 4553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -986219.687500 Penalty: 4601.933594 Iteration 1F: 3 clusters Score -986219.7 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -986719.500000 Penalty: 4601.933594 Iteration 2F: 3 clusters Score -986719.5 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 6053 members Entering Unmasked Estep Score: -987240.187500 Penalty: 4601.933594 Iteration 3F: 3 clusters Score -987240.2 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -987870.187500 Penalty: 4601.933594 Iteration 4F: 3 clusters Score -987870.2 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 6993 members Entering Unmasked Estep Score: -988568.625000 Penalty: 4601.933594 Iteration 5F: 3 clusters Score -988568.6 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 7588 members Entering Unmasked Estep Score: -989238.187500 Penalty: 4601.933594 Iteration 6F: 3 clusters Score -989238.2 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 8193 members Entering Unmasked Estep Score: -989861.812500 Penalty: 4601.933594 Iteration 7F: 3 clusters Score -989861.8 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 8685 members Entering Unmasked Estep Score: -990322.312500 Penalty: 4601.933594 Iteration 8F: 3 clusters Score -990322.3 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 9022 members Entering Unmasked Estep Score: -990612.125000 Penalty: 4601.933594 Iteration 9Q: 3 clusters Score -990612.1 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 9268 members Entering Unmasked Estep Score: -990789.250000 Penalty: 4601.933594 Iteration 10Q: 3 clusters Score -990789.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 9436 members Entering Unmasked Estep Score: -990911.625000 Penalty: 4601.933594 Iteration 11Q: 3 clusters Score -990911.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 9543 members Entering Unmasked Estep Score: -990979.250000 Penalty: 4601.933594 Iteration 12Q: 3 clusters Score -990979.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -991022.562500 Penalty: 4601.933594 Iteration 13Q: 3 clusters Score -991022.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 9688 members Entering Unmasked Estep Score: -991052.750000 Penalty: 4601.933594 Iteration 14Q: 3 clusters Score -991052.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 9736 members Entering Unmasked Estep Score: -991074.500000 Penalty: 4601.933594 Iteration 15Q: 3 clusters Score -991074.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 9781 members Entering Unmasked Estep Score: -991095.375000 Penalty: 4601.933594 Iteration 16Q: 3 clusters Score -991095.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 9818 members Entering Unmasked Estep Score: -991110.750000 Penalty: 4601.933594 Iteration 17Q: 3 clusters Score -991110.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 9851 members Entering Unmasked Estep Score: -991129.500000 Penalty: 4601.933594 Iteration 18Q: 3 clusters Score -991129.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 9876 members Entering Unmasked Estep Score: -991139.562500 Penalty: 4601.933594 Iteration 19Q: 3 clusters Score -991139.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 9893 members Entering Unmasked Estep Score: -991145.750000 Penalty: 4601.933594 Iteration 20F: 3 clusters Score -991145.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 9902 members Entering Unmasked Estep Score: -991150.500000 Penalty: 4601.933594 Iteration 21Q: 3 clusters Score -991150.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 9911 members Entering Unmasked Estep Score: -991154.812500 Penalty: 4601.933594 Iteration 22Q: 3 clusters Score -991154.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 9917 members Entering Unmasked Estep Score: -991157.062500 Penalty: 4601.933594 Iteration 23Q: 3 clusters Score -991157.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 9922 members Entering Unmasked Estep Score: -991159.250000 Penalty: 4601.933594 Iteration 24Q: 3 clusters Score -991159.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 9928 members Entering Unmasked Estep Score: -991162.625000 Penalty: 4601.933594 Iteration 25Q: 3 clusters Score -991162.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 9931 members Entering Unmasked Estep Score: -991163.687500 Penalty: 4601.933594 Iteration 26Q: 3 clusters Score -991163.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 9936 members Entering Unmasked Estep Score: -991169.250000 Penalty: 4601.933594 Iteration 27Q: 3 clusters Score -991169.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 9941 members Entering Unmasked Estep Score: -991170.062500 Penalty: 4601.933594 Iteration 28Q: 3 clusters Score -991170.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 9947 members Entering Unmasked Estep Score: -991173.500000 Penalty: 4601.933594 Iteration 29Q: 3 clusters Score -991173.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 9949 members Entering Unmasked Estep Score: -991175.875000 Penalty: 4601.933594 Iteration 30Q: 3 clusters Score -991175.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 9951 members Entering Unmasked Estep Score: -991177.312500 Penalty: 4601.933594 Iteration 31Q: 3 clusters Score -991177.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 9953 members Entering Unmasked Estep Score: -991175.687500 Penalty: 4601.933594 Iteration 32Q: 3 clusters Score -991175.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 9953 members Entering Unmasked Estep Score: -991175.687500 Penalty: 4601.933594 Iteration 33F: 3 clusters Score -991175.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7761 members Entering Unmasked Estep Score: -703138.562500 Penalty: 2221.302734 Iteration 0F: 2 clusters Score -703138.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -696900.062500 Penalty: 4442.605469 Iteration 0F: 3 clusters Score -696900.1 nChanged 3099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -698472.937500 Penalty: 4442.605469 Iteration 1F: 3 clusters Score -698472.9 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -698779.312500 Penalty: 4442.605469 Iteration 2F: 3 clusters Score -698779.3 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -699068.687500 Penalty: 4442.605469 Iteration 3F: 3 clusters Score -699068.7 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -699396.062500 Penalty: 4442.605469 Iteration 4F: 3 clusters Score -699396.1 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -699769.812500 Penalty: 4442.605469 Iteration 5F: 3 clusters Score -699769.8 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -700155.125000 Penalty: 4442.605469 Iteration 6F: 3 clusters Score -700155.1 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -700547.125000 Penalty: 4442.605469 Iteration 7F: 3 clusters Score -700547.1 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 5215 members Entering Unmasked Estep Score: -700895.875000 Penalty: 4442.605469 Iteration 8F: 3 clusters Score -700895.9 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 5427 members Entering Unmasked Estep Score: -701147.562500 Penalty: 4442.605469 Iteration 9Q: 3 clusters Score -701147.6 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 5566 members Entering Unmasked Estep Score: -701292.250000 Penalty: 4442.605469 Iteration 10Q: 3 clusters Score -701292.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 5684 members Entering Unmasked Estep Score: -701396.437500 Penalty: 4442.605469 Iteration 11Q: 3 clusters Score -701396.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -701470.562500 Penalty: 4442.605469 Iteration 12Q: 3 clusters Score -701470.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -701543.687500 Penalty: 4442.605469 Iteration 13Q: 3 clusters Score -701543.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -701601.687500 Penalty: 4442.605469 Iteration 14Q: 3 clusters Score -701601.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -701642.687500 Penalty: 4442.605469 Iteration 15Q: 3 clusters Score -701642.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -701680.187500 Penalty: 4442.605469 Iteration 16Q: 3 clusters Score -701680.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 6113 members Entering Unmasked Estep Score: -701718.750000 Penalty: 4442.605469 Iteration 17Q: 3 clusters Score -701718.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -701745.687500 Penalty: 4442.605469 Iteration 18Q: 3 clusters Score -701745.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -701774.000000 Penalty: 4442.605469 Iteration 19Q: 3 clusters Score -701774 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -701802.250000 Penalty: 4442.605469 Iteration 20F: 3 clusters Score -701802.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -701829.375000 Penalty: 4442.605469 Iteration 21Q: 3 clusters Score -701829.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 6302 members Entering Unmasked Estep Score: -701847.562500 Penalty: 4442.605469 Iteration 22Q: 3 clusters Score -701847.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 6323 members Entering Unmasked Estep Score: -701863.625000 Penalty: 4442.605469 Iteration 23Q: 3 clusters Score -701863.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 6344 members Entering Unmasked Estep Score: -701873.125000 Penalty: 4442.605469 Iteration 24Q: 3 clusters Score -701873.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 6361 members Entering Unmasked Estep Score: -701879.562500 Penalty: 4442.605469 Iteration 25Q: 3 clusters Score -701879.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 6379 members Entering Unmasked Estep Score: -701886.750000 Penalty: 4442.605469 Iteration 26Q: 3 clusters Score -701886.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 6391 members Entering Unmasked Estep Score: -701892.937500 Penalty: 4442.605469 Iteration 27Q: 3 clusters Score -701892.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 6403 members Entering Unmasked Estep Score: -701898.625000 Penalty: 4442.605469 Iteration 28Q: 3 clusters Score -701898.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 6411 members Entering Unmasked Estep Score: -701898.750000 Penalty: 4442.605469 Iteration 29Q: 3 clusters Score -701898.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -701901.062500 Penalty: 4442.605469 Iteration 30Q: 3 clusters Score -701901.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 6428 members Entering Unmasked Estep Score: -701903.187500 Penalty: 4442.605469 Iteration 31Q: 3 clusters Score -701903.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6432 members Entering Unmasked Estep Score: -701904.687500 Penalty: 4442.605469 Iteration 32Q: 3 clusters Score -701904.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 6435 members Entering Unmasked Estep Score: -701903.937500 Penalty: 4442.605469 Iteration 33Q: 3 clusters Score -701903.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -701907.187500 Penalty: 4442.605469 Iteration 34Q: 3 clusters Score -701907.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -701909.750000 Penalty: 4442.605469 Iteration 35Q: 3 clusters Score -701909.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 6446 members Entering Unmasked Estep Score: -701909.562500 Penalty: 4442.605469 Iteration 36Q: 3 clusters Score -701909.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -701910.562500 Penalty: 4442.605469 Iteration 37Q: 3 clusters Score -701910.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -701910.562500 Penalty: 4442.605469 Iteration 38F: 3 clusters Score -701910.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1317 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Entering Unmasked Estep Score: -108488.828125 Penalty: 1781.411743 Iteration 0F: 2 clusters Score -108488.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -106359.992188 Penalty: 3562.823486 Iteration 0F: 3 clusters Score -106360 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -106864.601562 Penalty: 3562.823486 Iteration 1F: 3 clusters Score -106864.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -107090.976562 Penalty: 3562.823486 Iteration 2F: 3 clusters Score -107091 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -107304.828125 Penalty: 3562.823486 Iteration 3F: 3 clusters Score -107304.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -107462.093750 Penalty: 3562.823486 Iteration 4F: 3 clusters Score -107462.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -107571.039062 Penalty: 3562.823486 Iteration 5Q: 3 clusters Score -107571 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -107624.703125 Penalty: 3562.823486 Iteration 6Q: 3 clusters Score -107624.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -107666.585938 Penalty: 3562.823486 Iteration 7Q: 3 clusters Score -107666.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -107697.187500 Penalty: 3562.823486 Iteration 8Q: 3 clusters Score -107697.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -107732.140625 Penalty: 3562.823486 Iteration 9Q: 3 clusters Score -107732.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -107772.703125 Penalty: 3562.823486 Iteration 10Q: 3 clusters Score -107772.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -107804.429688 Penalty: 3562.823486 Iteration 11Q: 3 clusters Score -107804.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -107822.437500 Penalty: 3562.823486 Iteration 12Q: 3 clusters Score -107822.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -107828.359375 Penalty: 3562.823486 Iteration 13Q: 3 clusters Score -107828.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -107835.992188 Penalty: 3562.823486 Iteration 14Q: 3 clusters Score -107836 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -107845.523438 Penalty: 3562.823486 Iteration 15Q: 3 clusters Score -107845.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -107852.820312 Penalty: 3562.823486 Iteration 16Q: 3 clusters Score -107852.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -107856.929688 Penalty: 3562.823486 Iteration 17Q: 3 clusters Score -107856.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -107858.234375 Penalty: 3562.823486 Iteration 18Q: 3 clusters Score -107858.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -107861.101562 Penalty: 3562.823486 Iteration 19Q: 3 clusters Score -107861.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -107861.101562 Penalty: 3562.823486 Iteration 20F: 3 clusters Score -107861.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12362 members Mstep: Class 2 contains 15303 members Mstep: Class 3 contains 6192 members Mstep: Class 4 contains 10102 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261235 members Mstep: Class 7 contains 30508 members Mstep: Class 8 contains 7401 members Mstep: Class 9 contains 8834 members Mstep: Class 10 contains 66848 members Mstep: Class 11 contains 315127 members Mstep: Class 12 contains 13741 members Mstep: Class 13 contains 4940 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10701 members Mstep: Class 21 contains 7761 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896752.000000 Penalty: 60534.062500 Iteration 119Q: 19 clusters Score -6.889675e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12362 members Mstep: Class 2 contains 15301 members Mstep: Class 3 contains 6192 members Mstep: Class 4 contains 10102 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261236 members Mstep: Class 7 contains 30508 members Mstep: Class 8 contains 7399 members Mstep: Class 9 contains 8825 members Mstep: Class 10 contains 66849 members Mstep: Class 11 contains 315118 members Mstep: Class 12 contains 13742 members Mstep: Class 13 contains 4959 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10701 members Mstep: Class 21 contains 7761 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896776.000000 Penalty: 60534.062500 Iteration 120F: 19 clusters Score -6.889678e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12362 members Mstep: Class 2 contains 15306 members Mstep: Class 3 contains 6191 members Mstep: Class 4 contains 10102 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261241 members Mstep: Class 7 contains 30507 members Mstep: Class 8 contains 7395 members Mstep: Class 9 contains 8816 members Mstep: Class 10 contains 66847 members Mstep: Class 11 contains 315109 members Mstep: Class 12 contains 13742 members Mstep: Class 13 contains 4975 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10700 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896720.000000 Penalty: 60534.062500 Iteration 121Q: 19 clusters Score -6.889672e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12357 members Mstep: Class 2 contains 15309 members Mstep: Class 3 contains 6191 members Mstep: Class 4 contains 10102 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261258 members Mstep: Class 7 contains 30504 members Mstep: Class 8 contains 7392 members Mstep: Class 9 contains 8801 members Mstep: Class 10 contains 66845 members Mstep: Class 11 contains 315100 members Mstep: Class 12 contains 13741 members Mstep: Class 13 contains 4992 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10701 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896728.000000 Penalty: 60534.062500 Iteration 122Q: 19 clusters Score -6.889673e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12355 members Mstep: Class 2 contains 15310 members Mstep: Class 3 contains 6191 members Mstep: Class 4 contains 10102 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261261 members Mstep: Class 7 contains 30506 members Mstep: Class 8 contains 7390 members Mstep: Class 9 contains 8797 members Mstep: Class 10 contains 66843 members Mstep: Class 11 contains 315086 members Mstep: Class 12 contains 13741 members Mstep: Class 13 contains 5008 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10702 members Mstep: Class 21 contains 7763 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896848.000000 Penalty: 60534.062500 Iteration 123Q: 19 clusters Score -6.889685e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12353 members Mstep: Class 2 contains 15312 members Mstep: Class 3 contains 6191 members Mstep: Class 4 contains 10102 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261267 members Mstep: Class 7 contains 30504 members Mstep: Class 8 contains 7388 members Mstep: Class 9 contains 8793 members Mstep: Class 10 contains 66840 members Mstep: Class 11 contains 315073 members Mstep: Class 12 contains 13741 members Mstep: Class 13 contains 5025 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10702 members Mstep: Class 21 contains 7764 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896776.000000 Penalty: 60534.062500 Iteration 124Q: 19 clusters Score -6.889678e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12352 members Mstep: Class 2 contains 15311 members Mstep: Class 3 contains 6191 members Mstep: Class 4 contains 10102 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261265 members Mstep: Class 7 contains 30505 members Mstep: Class 8 contains 7385 members Mstep: Class 9 contains 8790 members Mstep: Class 10 contains 66840 members Mstep: Class 11 contains 315066 members Mstep: Class 12 contains 13740 members Mstep: Class 13 contains 5041 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10703 members Mstep: Class 21 contains 7764 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896768.000000 Penalty: 60534.062500 Iteration 125Q: 19 clusters Score -6.889677e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12351 members Mstep: Class 2 contains 15312 members Mstep: Class 3 contains 6191 members Mstep: Class 4 contains 10100 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261269 members Mstep: Class 7 contains 30506 members Mstep: Class 8 contains 7385 members Mstep: Class 9 contains 8773 members Mstep: Class 10 contains 66842 members Mstep: Class 11 contains 315065 members Mstep: Class 12 contains 13740 members Mstep: Class 13 contains 5053 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10704 members Mstep: Class 21 contains 7764 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896760.000000 Penalty: 60534.062500 Iteration 126Q: 19 clusters Score -6.889676e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12351 members Mstep: Class 2 contains 15317 members Mstep: Class 3 contains 6191 members Mstep: Class 4 contains 10099 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261272 members Mstep: Class 7 contains 30505 members Mstep: Class 8 contains 7383 members Mstep: Class 9 contains 8757 members Mstep: Class 10 contains 66841 members Mstep: Class 11 contains 315063 members Mstep: Class 12 contains 13739 members Mstep: Class 13 contains 5070 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10703 members Mstep: Class 21 contains 7764 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896784.000000 Penalty: 60534.062500 Iteration 127Q: 19 clusters Score -6.889678e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12351 members Mstep: Class 2 contains 15319 members Mstep: Class 3 contains 6191 members Mstep: Class 4 contains 10098 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261282 members Mstep: Class 7 contains 30506 members Mstep: Class 8 contains 7382 members Mstep: Class 9 contains 8745 members Mstep: Class 10 contains 66840 members Mstep: Class 11 contains 315058 members Mstep: Class 12 contains 13737 members Mstep: Class 13 contains 5081 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10701 members Mstep: Class 21 contains 7764 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896848.000000 Penalty: 60534.062500 Iteration 128Q: 19 clusters Score -6.889685e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12352 members Mstep: Class 2 contains 15325 members Mstep: Class 3 contains 6190 members Mstep: Class 4 contains 10097 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261283 members Mstep: Class 7 contains 30505 members Mstep: Class 8 contains 7380 members Mstep: Class 9 contains 8726 members Mstep: Class 10 contains 66840 members Mstep: Class 11 contains 315058 members Mstep: Class 12 contains 13734 members Mstep: Class 13 contains 5097 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10704 members Mstep: Class 21 contains 7764 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896824.000000 Penalty: 60534.062500 Iteration 129Q: 19 clusters Score -6.889682e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12351 members Mstep: Class 2 contains 15326 members Mstep: Class 3 contains 6189 members Mstep: Class 4 contains 10096 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261285 members Mstep: Class 7 contains 30501 members Mstep: Class 8 contains 7380 members Mstep: Class 9 contains 8710 members Mstep: Class 10 contains 66836 members Mstep: Class 11 contains 315056 members Mstep: Class 12 contains 13731 members Mstep: Class 13 contains 5127 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10703 members Mstep: Class 21 contains 7764 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896920.000000 Penalty: 60534.062500 Iteration 130Q: 19 clusters Score -6.889692e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12350 members Mstep: Class 2 contains 15329 members Mstep: Class 3 contains 6187 members Mstep: Class 4 contains 10097 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261286 members Mstep: Class 7 contains 30501 members Mstep: Class 8 contains 7380 members Mstep: Class 9 contains 8690 members Mstep: Class 10 contains 66836 members Mstep: Class 11 contains 315049 members Mstep: Class 12 contains 13732 members Mstep: Class 13 contains 5152 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10703 members Mstep: Class 21 contains 7763 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896984.000000 Penalty: 60534.062500 Iteration 131Q: 19 clusters Score -6.889698e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12349 members Mstep: Class 2 contains 15333 members Mstep: Class 3 contains 6187 members Mstep: Class 4 contains 10098 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261301 members Mstep: Class 7 contains 30503 members Mstep: Class 8 contains 7380 members Mstep: Class 9 contains 8668 members Mstep: Class 10 contains 66838 members Mstep: Class 11 contains 315035 members Mstep: Class 12 contains 13729 members Mstep: Class 13 contains 5169 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10703 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896920.000000 Penalty: 60534.062500 Iteration 132Q: 19 clusters Score -6.889692e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12349 members Mstep: Class 2 contains 15340 members Mstep: Class 3 contains 6187 members Mstep: Class 4 contains 10098 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261307 members Mstep: Class 7 contains 30502 members Mstep: Class 8 contains 7380 members Mstep: Class 9 contains 8649 members Mstep: Class 10 contains 66837 members Mstep: Class 11 contains 315027 members Mstep: Class 12 contains 13730 members Mstep: Class 13 contains 5184 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10703 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896944.000000 Penalty: 60534.062500 Iteration 133Q: 19 clusters Score -6.889694e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12348 members Mstep: Class 2 contains 15339 members Mstep: Class 3 contains 6187 members Mstep: Class 4 contains 10098 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261321 members Mstep: Class 7 contains 30503 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8622 members Mstep: Class 10 contains 66837 members Mstep: Class 11 contains 315022 members Mstep: Class 12 contains 13729 members Mstep: Class 13 contains 5205 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10703 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896904.000000 Penalty: 60534.062500 Iteration 134Q: 19 clusters Score -6.88969e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12348 members Mstep: Class 2 contains 15344 members Mstep: Class 3 contains 6187 members Mstep: Class 4 contains 10096 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261328 members Mstep: Class 7 contains 30505 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8605 members Mstep: Class 10 contains 66837 members Mstep: Class 11 contains 315009 members Mstep: Class 12 contains 13728 members Mstep: Class 13 contains 5224 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10704 members Mstep: Class 21 contains 7761 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896928.000000 Penalty: 60534.062500 Iteration 135Q: 19 clusters Score -6.889693e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12346 members Mstep: Class 2 contains 15349 members Mstep: Class 3 contains 6187 members Mstep: Class 4 contains 10096 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261344 members Mstep: Class 7 contains 30508 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8574 members Mstep: Class 10 contains 66838 members Mstep: Class 11 contains 314993 members Mstep: Class 12 contains 13728 members Mstep: Class 13 contains 5248 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10704 members Mstep: Class 21 contains 7761 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896984.000000 Penalty: 60534.062500 Iteration 136Q: 19 clusters Score -6.889698e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12344 members Mstep: Class 2 contains 15348 members Mstep: Class 3 contains 6186 members Mstep: Class 4 contains 10098 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261352 members Mstep: Class 7 contains 30515 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8550 members Mstep: Class 10 contains 66837 members Mstep: Class 11 contains 314978 members Mstep: Class 12 contains 13728 members Mstep: Class 13 contains 5275 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10704 members Mstep: Class 21 contains 7761 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897048.000000 Penalty: 60534.062500 Iteration 137Q: 19 clusters Score -6.889705e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12341 members Mstep: Class 2 contains 15346 members Mstep: Class 3 contains 6186 members Mstep: Class 4 contains 10096 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261349 members Mstep: Class 7 contains 30517 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8544 members Mstep: Class 10 contains 66837 members Mstep: Class 11 contains 314967 members Mstep: Class 12 contains 13728 members Mstep: Class 13 contains 5300 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10704 members Mstep: Class 21 contains 7761 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897008.000000 Penalty: 60534.062500 Iteration 138Q: 19 clusters Score -6.889701e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12338 members Mstep: Class 2 contains 15348 members Mstep: Class 3 contains 6186 members Mstep: Class 4 contains 10096 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261354 members Mstep: Class 7 contains 30519 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8529 members Mstep: Class 10 contains 66835 members Mstep: Class 11 contains 314952 members Mstep: Class 12 contains 13728 members Mstep: Class 13 contains 5325 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10705 members Mstep: Class 21 contains 7761 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897008.000000 Penalty: 60534.062500 Iteration 139Q: 19 clusters Score -6.889701e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12334 members Mstep: Class 2 contains 15350 members Mstep: Class 3 contains 6186 members Mstep: Class 4 contains 10096 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261362 members Mstep: Class 7 contains 30517 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8516 members Mstep: Class 10 contains 66835 members Mstep: Class 11 contains 314946 members Mstep: Class 12 contains 13729 members Mstep: Class 13 contains 5339 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10705 members Mstep: Class 21 contains 7761 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896984.000000 Penalty: 60534.062500 Iteration 140F: 19 clusters Score -6.889698e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12330 members Mstep: Class 2 contains 15348 members Mstep: Class 3 contains 6185 members Mstep: Class 4 contains 10096 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261378 members Mstep: Class 7 contains 30514 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8505 members Mstep: Class 10 contains 66836 members Mstep: Class 11 contains 314938 members Mstep: Class 12 contains 13729 members Mstep: Class 13 contains 5350 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10705 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896984.000000 Penalty: 60534.062500 Iteration 141Q: 19 clusters Score -6.889698e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12329 members Mstep: Class 2 contains 15348 members Mstep: Class 3 contains 6185 members Mstep: Class 4 contains 10096 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261391 members Mstep: Class 7 contains 30514 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8491 members Mstep: Class 10 contains 66837 members Mstep: Class 11 contains 314929 members Mstep: Class 12 contains 13729 members Mstep: Class 13 contains 5359 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 746 members Mstep: Class 19 contains 10705 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897056.000000 Penalty: 60534.062500 Iteration 142Q: 19 clusters Score -6.889706e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12326 members Mstep: Class 2 contains 15346 members Mstep: Class 3 contains 6185 members Mstep: Class 4 contains 10096 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261415 members Mstep: Class 7 contains 30519 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8469 members Mstep: Class 10 contains 66838 members Mstep: Class 11 contains 314921 members Mstep: Class 12 contains 13729 members Mstep: Class 13 contains 5364 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10706 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897040.000000 Penalty: 60534.062500 Iteration 143Q: 19 clusters Score -6.889704e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12323 members Mstep: Class 2 contains 15349 members Mstep: Class 3 contains 6185 members Mstep: Class 4 contains 10096 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261430 members Mstep: Class 7 contains 30521 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8448 members Mstep: Class 10 contains 66838 members Mstep: Class 11 contains 314919 members Mstep: Class 12 contains 13728 members Mstep: Class 13 contains 5371 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10706 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897032.000000 Penalty: 60534.062500 Iteration 144Q: 19 clusters Score -6.889703e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12319 members Mstep: Class 2 contains 15353 members Mstep: Class 3 contains 6182 members Mstep: Class 4 contains 10095 members Mstep: Class 5 contains 379 members Mstep: Class 6 contains 261451 members Mstep: Class 7 contains 30525 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8423 members Mstep: Class 10 contains 66839 members Mstep: Class 11 contains 314915 members Mstep: Class 12 contains 13728 members Mstep: Class 13 contains 5378 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10706 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897008.000000 Penalty: 60534.062500 Iteration 145Q: 19 clusters Score -6.889701e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12314 members Mstep: Class 2 contains 15354 members Mstep: Class 3 contains 6180 members Mstep: Class 4 contains 10095 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261474 members Mstep: Class 7 contains 30525 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8392 members Mstep: Class 10 contains 66841 members Mstep: Class 11 contains 314913 members Mstep: Class 12 contains 13728 members Mstep: Class 13 contains 5389 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10707 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897000.000000 Penalty: 60534.062500 Iteration 146Q: 19 clusters Score -6.8897e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12310 members Mstep: Class 2 contains 15356 members Mstep: Class 3 contains 6177 members Mstep: Class 4 contains 10095 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261490 members Mstep: Class 7 contains 30524 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8380 members Mstep: Class 10 contains 66841 members Mstep: Class 11 contains 314909 members Mstep: Class 12 contains 13728 members Mstep: Class 13 contains 5394 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 745 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68896976.000000 Penalty: 60534.062500 Iteration 147Q: 19 clusters Score -6.889698e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12305 members Mstep: Class 2 contains 15360 members Mstep: Class 3 contains 6176 members Mstep: Class 4 contains 10095 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261511 members Mstep: Class 7 contains 30526 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8366 members Mstep: Class 10 contains 66846 members Mstep: Class 11 contains 314897 members Mstep: Class 12 contains 13726 members Mstep: Class 13 contains 5397 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897072.000000 Penalty: 60534.062500 Iteration 148Q: 19 clusters Score -6.889707e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12302 members Mstep: Class 2 contains 15359 members Mstep: Class 3 contains 6176 members Mstep: Class 4 contains 10095 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261529 members Mstep: Class 7 contains 30526 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8357 members Mstep: Class 10 contains 66851 members Mstep: Class 11 contains 314890 members Mstep: Class 12 contains 13725 members Mstep: Class 13 contains 5395 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897072.000000 Penalty: 60534.062500 Iteration 149Q: 19 clusters Score -6.889707e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12299 members Mstep: Class 2 contains 15356 members Mstep: Class 3 contains 6175 members Mstep: Class 4 contains 10095 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261545 members Mstep: Class 7 contains 30529 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8346 members Mstep: Class 10 contains 66851 members Mstep: Class 11 contains 314879 members Mstep: Class 12 contains 13724 members Mstep: Class 13 contains 5406 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897128.000000 Penalty: 60534.062500 Iteration 150Q: 19 clusters Score -6.889713e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12298 members Mstep: Class 2 contains 15354 members Mstep: Class 3 contains 6174 members Mstep: Class 4 contains 10093 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261557 members Mstep: Class 7 contains 30534 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8339 members Mstep: Class 10 contains 66851 members Mstep: Class 11 contains 314869 members Mstep: Class 12 contains 13722 members Mstep: Class 13 contains 5414 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897056.000000 Penalty: 60534.062500 Iteration 151Q: 19 clusters Score -6.889706e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12298 members Mstep: Class 2 contains 15352 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10091 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261565 members Mstep: Class 7 contains 30536 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8338 members Mstep: Class 10 contains 66852 members Mstep: Class 11 contains 314861 members Mstep: Class 12 contains 13721 members Mstep: Class 13 contains 5418 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897016.000000 Penalty: 60534.062500 Iteration 152Q: 19 clusters Score -6.889702e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12299 members Mstep: Class 2 contains 15353 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261568 members Mstep: Class 7 contains 30539 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8339 members Mstep: Class 10 contains 66854 members Mstep: Class 11 contains 314849 members Mstep: Class 12 contains 13721 members Mstep: Class 13 contains 5418 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897008.000000 Penalty: 60534.062500 Iteration 153Q: 19 clusters Score -6.889701e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12299 members Mstep: Class 2 contains 15353 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261571 members Mstep: Class 7 contains 30540 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8333 members Mstep: Class 10 contains 66856 members Mstep: Class 11 contains 314840 members Mstep: Class 12 contains 13721 members Mstep: Class 13 contains 5427 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897080.000000 Penalty: 60534.062500 Iteration 154Q: 19 clusters Score -6.889708e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12299 members Mstep: Class 2 contains 15353 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261577 members Mstep: Class 7 contains 30540 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8329 members Mstep: Class 10 contains 66857 members Mstep: Class 11 contains 314835 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5430 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897120.000000 Penalty: 60534.062500 Iteration 155Q: 19 clusters Score -6.889712e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12299 members Mstep: Class 2 contains 15353 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261582 members Mstep: Class 7 contains 30542 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8322 members Mstep: Class 10 contains 66857 members Mstep: Class 11 contains 314833 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5432 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897120.000000 Penalty: 60534.062500 Iteration 156Q: 19 clusters Score -6.889712e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12298 members Mstep: Class 2 contains 15353 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261587 members Mstep: Class 7 contains 30542 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8318 members Mstep: Class 10 contains 66857 members Mstep: Class 11 contains 314830 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5435 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897104.000000 Penalty: 60534.062500 Iteration 157Q: 19 clusters Score -6.88971e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12297 members Mstep: Class 2 contains 15353 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261588 members Mstep: Class 7 contains 30542 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8319 members Mstep: Class 10 contains 66857 members Mstep: Class 11 contains 314826 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5438 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897120.000000 Penalty: 60534.062500 Iteration 158Q: 19 clusters Score -6.889712e+07 nChanged 4 Entering ConstructFrom: Score: -68897120.000000 Penalty: 60534.062500 Entering ConstructFrom: Trying to split cluster 1 (12297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12297 members Entering Unmasked Estep Score: -1130751.000000 Penalty: 2335.443359 Iteration 0F: 2 clusters Score -1130751 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6174 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -1121657.250000 Penalty: 4670.886719 Iteration 0F: 3 clusters Score -1121657 nChanged 5269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -1124424.375000 Penalty: 4670.886719 Iteration 1F: 3 clusters Score -1124424 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 6279 members Entering Unmasked Estep Score: -1124683.625000 Penalty: 4670.886719 Iteration 2F: 3 clusters Score -1124684 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 6369 members Entering Unmasked Estep Score: -1124843.375000 Penalty: 4670.886719 Iteration 3Q: 3 clusters Score -1124843 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Mstep: Class 2 contains 6462 members Entering Unmasked Estep Score: -1124979.375000 Penalty: 4670.886719 Iteration 4Q: 3 clusters Score -1124979 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5712 members Mstep: Class 2 contains 6585 members Entering Unmasked Estep Score: -1125088.875000 Penalty: 4670.886719 Iteration 5Q: 3 clusters Score -1125089 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -1125194.750000 Penalty: 4670.886719 Iteration 6Q: 3 clusters Score -1125195 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -1125319.125000 Penalty: 4670.886719 Iteration 7Q: 3 clusters Score -1125319 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 7090 members Entering Unmasked Estep Score: -1125452.250000 Penalty: 4670.886719 Iteration 8Q: 3 clusters Score -1125452 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 7287 members Entering Unmasked Estep Score: -1125606.000000 Penalty: 4670.886719 Iteration 9Q: 3 clusters Score -1125606 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 7538 members Entering Unmasked Estep Score: -1125781.500000 Penalty: 4670.886719 Iteration 10Q: 3 clusters Score -1125782 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4479 members Mstep: Class 2 contains 7818 members Entering Unmasked Estep Score: -1125978.500000 Penalty: 4670.886719 Iteration 11Q: 3 clusters Score -1125978 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 8151 members Entering Unmasked Estep Score: -1126199.250000 Penalty: 4670.886719 Iteration 12Q: 3 clusters Score -1126199 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 8505 members Entering Unmasked Estep Score: -1126438.125000 Penalty: 4670.886719 Iteration 13Q: 3 clusters Score -1126438 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 8913 members Entering Unmasked Estep Score: -1126737.125000 Penalty: 4670.886719 Iteration 14Q: 3 clusters Score -1126737 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 9350 members Entering Unmasked Estep Score: -1127052.000000 Penalty: 4670.886719 Iteration 15Q: 3 clusters Score -1127052 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 9769 members Entering Unmasked Estep Score: -1127334.625000 Penalty: 4670.886719 Iteration 16Q: 3 clusters Score -1127335 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 10156 members Entering Unmasked Estep Score: -1127582.875000 Penalty: 4670.886719 Iteration 17Q: 3 clusters Score -1127583 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 10480 members Entering Unmasked Estep Score: -1127796.625000 Penalty: 4670.886719 Iteration 18Q: 3 clusters Score -1127797 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 10774 members Entering Unmasked Estep Score: -1128002.125000 Penalty: 4670.886719 Iteration 19Q: 3 clusters Score -1128002 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 11009 members Entering Unmasked Estep Score: -1128157.125000 Penalty: 4670.886719 Iteration 20F: 3 clusters Score -1128157 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 11188 members Entering Unmasked Estep Score: -1128291.250000 Penalty: 4670.886719 Iteration 21Q: 3 clusters Score -1128291 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 11343 members Entering Unmasked Estep Score: -1128411.625000 Penalty: 4670.886719 Iteration 22Q: 3 clusters Score -1128412 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 11454 members Entering Unmasked Estep Score: -1128483.625000 Penalty: 4670.886719 Iteration 23Q: 3 clusters Score -1128484 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 11534 members Entering Unmasked Estep Score: -1128534.625000 Penalty: 4670.886719 Iteration 24Q: 3 clusters Score -1128535 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 11594 members Entering Unmasked Estep Score: -1128574.375000 Penalty: 4670.886719 Iteration 25Q: 3 clusters Score -1128574 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 11640 members Entering Unmasked Estep Score: -1128617.875000 Penalty: 4670.886719 Iteration 26Q: 3 clusters Score -1128618 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 11682 members Entering Unmasked Estep Score: -1128656.500000 Penalty: 4670.886719 Iteration 27Q: 3 clusters Score -1128656 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 11723 members Entering Unmasked Estep Score: -1128693.500000 Penalty: 4670.886719 Iteration 28Q: 3 clusters Score -1128694 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 11761 members Entering Unmasked Estep Score: -1128739.625000 Penalty: 4670.886719 Iteration 29Q: 3 clusters Score -1128740 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 11795 members Entering Unmasked Estep Score: -1128764.750000 Penalty: 4670.886719 Iteration 30Q: 3 clusters Score -1128765 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 11808 members Entering Unmasked Estep Score: -1128778.000000 Penalty: 4670.886719 Iteration 31Q: 3 clusters Score -1128778 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -1128784.500000 Penalty: 4670.886719 Iteration 32Q: 3 clusters Score -1128784 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 11828 members Entering Unmasked Estep Score: -1128791.375000 Penalty: 4670.886719 Iteration 33Q: 3 clusters Score -1128791 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 11836 members Entering Unmasked Estep Score: -1128800.250000 Penalty: 4670.886719 Iteration 34Q: 3 clusters Score -1128800 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 11841 members Entering Unmasked Estep Score: -1128802.125000 Penalty: 4670.886719 Iteration 35Q: 3 clusters Score -1128802 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 11844 members Entering Unmasked Estep Score: -1128804.500000 Penalty: 4670.886719 Iteration 36Q: 3 clusters Score -1128804 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 11845 members Entering Unmasked Estep Score: -1128806.500000 Penalty: 4670.886719 Iteration 37Q: 3 clusters Score -1128806 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 11846 members Entering Unmasked Estep Score: -1128807.000000 Penalty: 4670.886719 Iteration 38Q: 3 clusters Score -1128807 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 11847 members Entering Unmasked Estep Score: -1128809.375000 Penalty: 4670.886719 Iteration 39Q: 3 clusters Score -1128809 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 11846 members Entering Unmasked Estep Score: -1128809.250000 Penalty: 4670.886719 Iteration 40F: 3 clusters Score -1128809 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (15353 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15353 members Entering Unmasked Estep Score: -1267720.125000 Penalty: 2390.488281 Iteration 0F: 2 clusters Score -1267720 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 7655 members Entering Unmasked Estep Score: -1256552.375000 Penalty: 4780.976562 Iteration 0F: 3 clusters Score -1256552 nChanged 6649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8069 members Mstep: Class 2 contains 7284 members Entering Unmasked Estep Score: -1260201.000000 Penalty: 4780.976562 Iteration 1F: 3 clusters Score -1260201 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8331 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -1260701.250000 Penalty: 4780.976562 Iteration 2F: 3 clusters Score -1260701 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8611 members Mstep: Class 2 contains 6742 members Entering Unmasked Estep Score: -1261212.750000 Penalty: 4780.976562 Iteration 3F: 3 clusters Score -1261213 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8910 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -1261769.625000 Penalty: 4780.976562 Iteration 4F: 3 clusters Score -1261770 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9237 members Mstep: Class 2 contains 6116 members Entering Unmasked Estep Score: -1262319.000000 Penalty: 4780.976562 Iteration 5F: 3 clusters Score -1262319 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9598 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -1262863.000000 Penalty: 4780.976562 Iteration 6F: 3 clusters Score -1262863 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9982 members Mstep: Class 2 contains 5371 members Entering Unmasked Estep Score: -1263381.625000 Penalty: 4780.976562 Iteration 7F: 3 clusters Score -1263382 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10360 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -1263857.875000 Penalty: 4780.976562 Iteration 8F: 3 clusters Score -1263858 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10693 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -1264249.125000 Penalty: 4780.976562 Iteration 9Q: 3 clusters Score -1264249 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10980 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -1264584.875000 Penalty: 4780.976562 Iteration 10Q: 3 clusters Score -1264585 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11221 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -1264872.000000 Penalty: 4780.976562 Iteration 11Q: 3 clusters Score -1264872 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11452 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -1265107.250000 Penalty: 4780.976562 Iteration 12Q: 3 clusters Score -1265107 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11644 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -1265276.750000 Penalty: 4780.976562 Iteration 13Q: 3 clusters Score -1265277 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11805 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -1265423.125000 Penalty: 4780.976562 Iteration 14Q: 3 clusters Score -1265423 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11935 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -1265536.000000 Penalty: 4780.976562 Iteration 15Q: 3 clusters Score -1265536 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12065 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -1265636.875000 Penalty: 4780.976562 Iteration 16Q: 3 clusters Score -1265637 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12176 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -1265690.500000 Penalty: 4780.976562 Iteration 17Q: 3 clusters Score -1265690 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12263 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -1265734.375000 Penalty: 4780.976562 Iteration 18Q: 3 clusters Score -1265734 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12328 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -1265758.500000 Penalty: 4780.976562 Iteration 19Q: 3 clusters Score -1265758 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12396 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -1265786.500000 Penalty: 4780.976562 Iteration 20F: 3 clusters Score -1265786 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12447 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -1265810.125000 Penalty: 4780.976562 Iteration 21Q: 3 clusters Score -1265810 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12501 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -1265828.500000 Penalty: 4780.976562 Iteration 22Q: 3 clusters Score -1265828 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12541 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -1265843.750000 Penalty: 4780.976562 Iteration 23Q: 3 clusters Score -1265844 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12576 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -1265858.750000 Penalty: 4780.976562 Iteration 24Q: 3 clusters Score -1265859 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12622 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -1265878.375000 Penalty: 4780.976562 Iteration 25Q: 3 clusters Score -1265878 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12668 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -1265893.500000 Penalty: 4780.976562 Iteration 26Q: 3 clusters Score -1265894 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12723 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -1265909.125000 Penalty: 4780.976562 Iteration 27Q: 3 clusters Score -1265909 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12768 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -1265931.875000 Penalty: 4780.976562 Iteration 28Q: 3 clusters Score -1265932 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12820 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -1265948.125000 Penalty: 4780.976562 Iteration 29Q: 3 clusters Score -1265948 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12863 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -1265957.750000 Penalty: 4780.976562 Iteration 30Q: 3 clusters Score -1265958 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12900 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -1265972.250000 Penalty: 4780.976562 Iteration 31Q: 3 clusters Score -1265972 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12935 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -1265987.000000 Penalty: 4780.976562 Iteration 32Q: 3 clusters Score -1265987 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12969 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -1266000.250000 Penalty: 4780.976562 Iteration 33Q: 3 clusters Score -1266000 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13011 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -1266019.750000 Penalty: 4780.976562 Iteration 34Q: 3 clusters Score -1266020 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13050 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -1266029.125000 Penalty: 4780.976562 Iteration 35Q: 3 clusters Score -1266029 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13081 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -1266040.375000 Penalty: 4780.976562 Iteration 36Q: 3 clusters Score -1266040 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13111 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -1266049.625000 Penalty: 4780.976562 Iteration 37Q: 3 clusters Score -1266050 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13136 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -1266058.125000 Penalty: 4780.976562 Iteration 38Q: 3 clusters Score -1266058 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13157 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -1266065.375000 Penalty: 4780.976562 Iteration 39Q: 3 clusters Score -1266065 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13184 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -1266073.875000 Penalty: 4780.976562 Iteration 40F: 3 clusters Score -1266074 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13215 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -1266083.625000 Penalty: 4780.976562 Iteration 41Q: 3 clusters Score -1266084 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13238 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -1266093.750000 Penalty: 4780.976562 Iteration 42Q: 3 clusters Score -1266094 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13259 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -1266099.250000 Penalty: 4780.976562 Iteration 43Q: 3 clusters Score -1266099 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13291 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -1266112.125000 Penalty: 4780.976562 Iteration 44Q: 3 clusters Score -1266112 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13332 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -1266122.375000 Penalty: 4780.976562 Iteration 45Q: 3 clusters Score -1266122 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13364 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -1266137.625000 Penalty: 4780.976562 Iteration 46Q: 3 clusters Score -1266138 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13394 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -1266145.625000 Penalty: 4780.976562 Iteration 47Q: 3 clusters Score -1266146 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13419 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -1266150.500000 Penalty: 4780.976562 Iteration 48Q: 3 clusters Score -1266150 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13447 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -1266161.875000 Penalty: 4780.976562 Iteration 49Q: 3 clusters Score -1266162 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13464 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -1266165.625000 Penalty: 4780.976562 Iteration 50Q: 3 clusters Score -1266166 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13484 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -1266171.125000 Penalty: 4780.976562 Iteration 51Q: 3 clusters Score -1266171 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13502 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -1266178.250000 Penalty: 4780.976562 Iteration 52Q: 3 clusters Score -1266178 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13517 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -1266184.000000 Penalty: 4780.976562 Iteration 53Q: 3 clusters Score -1266184 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13532 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -1266188.500000 Penalty: 4780.976562 Iteration 54Q: 3 clusters Score -1266188 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13548 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -1266190.500000 Penalty: 4780.976562 Iteration 55Q: 3 clusters Score -1266190 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13561 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -1266196.500000 Penalty: 4780.976562 Iteration 56Q: 3 clusters Score -1266196 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13574 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -1266200.000000 Penalty: 4780.976562 Iteration 57Q: 3 clusters Score -1266200 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13584 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -1266199.500000 Penalty: 4780.976562 Iteration 58Q: 3 clusters Score -1266200 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13593 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -1266204.875000 Penalty: 4780.976562 Iteration 59Q: 3 clusters Score -1266205 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13604 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -1266209.375000 Penalty: 4780.976562 Iteration 60F: 3 clusters Score -1266209 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13618 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -1266212.125000 Penalty: 4780.976562 Iteration 61Q: 3 clusters Score -1266212 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13633 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -1266218.375000 Penalty: 4780.976562 Iteration 62Q: 3 clusters Score -1266218 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13644 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -1266221.625000 Penalty: 4780.976562 Iteration 63Q: 3 clusters Score -1266222 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13655 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -1266222.625000 Penalty: 4780.976562 Iteration 64Q: 3 clusters Score -1266223 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13667 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -1266230.500000 Penalty: 4780.976562 Iteration 65Q: 3 clusters Score -1266230 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13678 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -1266232.125000 Penalty: 4780.976562 Iteration 66Q: 3 clusters Score -1266232 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13688 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -1266231.250000 Penalty: 4780.976562 Iteration 67Q: 3 clusters Score -1266231 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13692 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -1266233.250000 Penalty: 4780.976562 Iteration 68Q: 3 clusters Score -1266233 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13700 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -1266235.375000 Penalty: 4780.976562 Iteration 69Q: 3 clusters Score -1266235 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13707 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -1266240.625000 Penalty: 4780.976562 Iteration 70Q: 3 clusters Score -1266241 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13711 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -1266239.375000 Penalty: 4780.976562 Iteration 71Q: 3 clusters Score -1266239 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13716 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -1266241.500000 Penalty: 4780.976562 Iteration 72Q: 3 clusters Score -1266242 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13721 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -1266242.125000 Penalty: 4780.976562 Iteration 73Q: 3 clusters Score -1266242 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13725 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -1266243.750000 Penalty: 4780.976562 Iteration 74Q: 3 clusters Score -1266244 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13732 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -1266248.750000 Penalty: 4780.976562 Iteration 75Q: 3 clusters Score -1266249 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13744 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -1266249.625000 Penalty: 4780.976562 Iteration 76Q: 3 clusters Score -1266250 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13752 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -1266250.375000 Penalty: 4780.976562 Iteration 77Q: 3 clusters Score -1266250 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13759 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -1266252.750000 Penalty: 4780.976562 Iteration 78Q: 3 clusters Score -1266253 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13766 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -1266252.125000 Penalty: 4780.976562 Iteration 79Q: 3 clusters Score -1266252 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13773 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -1266252.500000 Penalty: 4780.976562 Iteration 80F: 3 clusters Score -1266252 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13777 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -1266255.625000 Penalty: 4780.976562 Iteration 81Q: 3 clusters Score -1266256 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13781 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -1266255.750000 Penalty: 4780.976562 Iteration 82Q: 3 clusters Score -1266256 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13787 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -1266256.375000 Penalty: 4780.976562 Iteration 83Q: 3 clusters Score -1266256 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13790 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -1266256.875000 Penalty: 4780.976562 Iteration 84Q: 3 clusters Score -1266257 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13793 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -1266260.000000 Penalty: 4780.976562 Iteration 85Q: 3 clusters Score -1266260 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13799 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -1266262.125000 Penalty: 4780.976562 Iteration 86Q: 3 clusters Score -1266262 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13805 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -1266265.500000 Penalty: 4780.976562 Iteration 87Q: 3 clusters Score -1266266 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13813 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -1266269.375000 Penalty: 4780.976562 Iteration 88Q: 3 clusters Score -1266269 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13821 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -1266272.875000 Penalty: 4780.976562 Iteration 89Q: 3 clusters Score -1266273 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13829 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -1266270.625000 Penalty: 4780.976562 Iteration 90Q: 3 clusters Score -1266271 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13837 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -1266273.875000 Penalty: 4780.976562 Iteration 91Q: 3 clusters Score -1266274 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13847 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -1266279.000000 Penalty: 4780.976562 Iteration 92Q: 3 clusters Score -1266279 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13857 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -1266284.500000 Penalty: 4780.976562 Iteration 93Q: 3 clusters Score -1266284 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13868 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -1266285.375000 Penalty: 4780.976562 Iteration 94Q: 3 clusters Score -1266285 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13881 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -1266290.125000 Penalty: 4780.976562 Iteration 95Q: 3 clusters Score -1266290 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13893 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -1266295.000000 Penalty: 4780.976562 Iteration 96Q: 3 clusters Score -1266295 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13900 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -1266296.500000 Penalty: 4780.976562 Iteration 97Q: 3 clusters Score -1266296 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13913 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -1266302.375000 Penalty: 4780.976562 Iteration 98Q: 3 clusters Score -1266302 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13926 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -1266304.500000 Penalty: 4780.976562 Iteration 99Q: 3 clusters Score -1266304 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13937 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -1266307.750000 Penalty: 4780.976562 Iteration 100F: 3 clusters Score -1266308 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13948 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -1266312.500000 Penalty: 4780.976562 Iteration 101Q: 3 clusters Score -1266312 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13959 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -1266317.125000 Penalty: 4780.976562 Iteration 102Q: 3 clusters Score -1266317 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13967 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -1266320.375000 Penalty: 4780.976562 Iteration 103Q: 3 clusters Score -1266320 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13981 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -1266325.875000 Penalty: 4780.976562 Iteration 104Q: 3 clusters Score -1266326 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13991 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -1266331.000000 Penalty: 4780.976562 Iteration 105Q: 3 clusters Score -1266331 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13998 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -1266333.625000 Penalty: 4780.976562 Iteration 106Q: 3 clusters Score -1266334 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14007 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -1266335.125000 Penalty: 4780.976562 Iteration 107Q: 3 clusters Score -1266335 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14013 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -1266338.625000 Penalty: 4780.976562 Iteration 108Q: 3 clusters Score -1266339 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14018 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -1266340.125000 Penalty: 4780.976562 Iteration 109Q: 3 clusters Score -1266340 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14022 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -1266339.875000 Penalty: 4780.976562 Iteration 110Q: 3 clusters Score -1266340 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14026 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -1266341.875000 Penalty: 4780.976562 Iteration 111Q: 3 clusters Score -1266342 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14028 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -1266343.000000 Penalty: 4780.976562 Iteration 112Q: 3 clusters Score -1266343 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14033 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -1266342.125000 Penalty: 4780.976562 Iteration 113Q: 3 clusters Score -1266342 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14034 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -1266340.750000 Penalty: 4780.976562 Iteration 114Q: 3 clusters Score -1266341 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14036 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -1266345.625000 Penalty: 4780.976562 Iteration 115Q: 3 clusters Score -1266346 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14041 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -1266348.750000 Penalty: 4780.976562 Iteration 116Q: 3 clusters Score -1266349 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14047 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -1266347.500000 Penalty: 4780.976562 Iteration 117Q: 3 clusters Score -1266348 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14057 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -1266353.875000 Penalty: 4780.976562 Iteration 118Q: 3 clusters Score -1266354 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14063 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -1266362.750000 Penalty: 4780.976562 Iteration 119Q: 3 clusters Score -1266363 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14070 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -1266365.625000 Penalty: 4780.976562 Iteration 120F: 3 clusters Score -1266366 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14074 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -1266364.875000 Penalty: 4780.976562 Iteration 121Q: 3 clusters Score -1266365 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14076 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -1266363.000000 Penalty: 4780.976562 Iteration 122Q: 3 clusters Score -1266363 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14077 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -1266366.000000 Penalty: 4780.976562 Iteration 123Q: 3 clusters Score -1266366 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14078 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -1266367.875000 Penalty: 4780.976562 Iteration 124Q: 3 clusters Score -1266368 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14079 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -1266366.750000 Penalty: 4780.976562 Iteration 125Q: 3 clusters Score -1266367 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14079 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -1266366.750000 Penalty: 4780.976562 Iteration 126F: 3 clusters Score -1266367 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -572299.937500 Penalty: 2164.529297 Iteration 0F: 2 clusters Score -572299.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -567058.875000 Penalty: 4329.058594 Iteration 0F: 3 clusters Score -567058.9 nChanged 2377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -568389.312500 Penalty: 4329.058594 Iteration 1F: 3 clusters Score -568389.3 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -568628.625000 Penalty: 4329.058594 Iteration 2F: 3 clusters Score -568628.6 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -568805.125000 Penalty: 4329.058594 Iteration 3F: 3 clusters Score -568805.1 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -568952.625000 Penalty: 4329.058594 Iteration 4Q: 3 clusters Score -568952.6 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -569060.625000 Penalty: 4329.058594 Iteration 5Q: 3 clusters Score -569060.6 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -569147.687500 Penalty: 4329.058594 Iteration 6Q: 3 clusters Score -569147.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -569222.000000 Penalty: 4329.058594 Iteration 7Q: 3 clusters Score -569222 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -569310.812500 Penalty: 4329.058594 Iteration 8Q: 3 clusters Score -569310.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -569379.000000 Penalty: 4329.058594 Iteration 9Q: 3 clusters Score -569379 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -569431.687500 Penalty: 4329.058594 Iteration 10Q: 3 clusters Score -569431.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -569484.062500 Penalty: 4329.058594 Iteration 11Q: 3 clusters Score -569484.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -569541.187500 Penalty: 4329.058594 Iteration 12Q: 3 clusters Score -569541.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -569595.812500 Penalty: 4329.058594 Iteration 13Q: 3 clusters Score -569595.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -569646.000000 Penalty: 4329.058594 Iteration 14Q: 3 clusters Score -569646 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -569695.750000 Penalty: 4329.058594 Iteration 15Q: 3 clusters Score -569695.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -569740.187500 Penalty: 4329.058594 Iteration 16Q: 3 clusters Score -569740.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -569793.812500 Penalty: 4329.058594 Iteration 17Q: 3 clusters Score -569793.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -569850.125000 Penalty: 4329.058594 Iteration 18Q: 3 clusters Score -569850.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -569897.500000 Penalty: 4329.058594 Iteration 19Q: 3 clusters Score -569897.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -569943.000000 Penalty: 4329.058594 Iteration 20F: 3 clusters Score -569943 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -569989.812500 Penalty: 4329.058594 Iteration 21Q: 3 clusters Score -569989.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -570046.312500 Penalty: 4329.058594 Iteration 22Q: 3 clusters Score -570046.3 nChanged 92 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: -570095.437500 Penalty: 4329.058594 Iteration 23Q: 3 clusters Score -570095.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -570145.875000 Penalty: 4329.058594 Iteration 24Q: 3 clusters Score -570145.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -570180.375000 Penalty: 4329.058594 Iteration 25Q: 3 clusters Score -570180.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -570217.625000 Penalty: 4329.058594 Iteration 26Q: 3 clusters Score -570217.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -570238.812500 Penalty: 4329.058594 Iteration 27Q: 3 clusters Score -570238.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -570261.125000 Penalty: 4329.058594 Iteration 28Q: 3 clusters Score -570261.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -570281.312500 Penalty: 4329.058594 Iteration 29Q: 3 clusters Score -570281.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -570294.500000 Penalty: 4329.058594 Iteration 30Q: 3 clusters Score -570294.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -570307.062500 Penalty: 4329.058594 Iteration 31Q: 3 clusters Score -570307.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -570318.250000 Penalty: 4329.058594 Iteration 32Q: 3 clusters Score -570318.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -570329.687500 Penalty: 4329.058594 Iteration 33Q: 3 clusters Score -570329.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -570337.312500 Penalty: 4329.058594 Iteration 34Q: 3 clusters Score -570337.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5242 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -570347.812500 Penalty: 4329.058594 Iteration 35Q: 3 clusters Score -570347.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -570359.312500 Penalty: 4329.058594 Iteration 36Q: 3 clusters Score -570359.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -570366.875000 Penalty: 4329.058594 Iteration 37Q: 3 clusters Score -570366.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -570375.062500 Penalty: 4329.058594 Iteration 38Q: 3 clusters Score -570375.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5299 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -570382.687500 Penalty: 4329.058594 Iteration 39Q: 3 clusters Score -570382.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -570390.875000 Penalty: 4329.058594 Iteration 40F: 3 clusters Score -570390.9 nChanged 14 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: -570399.687500 Penalty: 4329.058594 Iteration 41Q: 3 clusters Score -570399.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -570404.000000 Penalty: 4329.058594 Iteration 42Q: 3 clusters Score -570404 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5337 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -570406.500000 Penalty: 4329.058594 Iteration 43Q: 3 clusters Score -570406.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -570407.375000 Penalty: 4329.058594 Iteration 44Q: 3 clusters Score -570407.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -570408.062500 Penalty: 4329.058594 Iteration 45Q: 3 clusters Score -570408.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -570408.062500 Penalty: 4329.058594 Iteration 46F: 3 clusters Score -570408.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (10092 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10092 members Entering Unmasked Estep Score: -934818.125000 Penalty: 2286.435547 Iteration 0F: 2 clusters Score -934818.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -927104.125000 Penalty: 4572.871094 Iteration 0F: 3 clusters Score -927104.1 nChanged 4151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -929437.562500 Penalty: 4572.871094 Iteration 1F: 3 clusters Score -929437.6 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 5344 members Entering Unmasked Estep Score: -929844.375000 Penalty: 4572.871094 Iteration 2F: 3 clusters Score -929844.4 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -930150.562500 Penalty: 4572.871094 Iteration 3F: 3 clusters Score -930150.6 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -930389.000000 Penalty: 4572.871094 Iteration 4Q: 3 clusters Score -930389 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 5661 members Entering Unmasked Estep Score: -930597.250000 Penalty: 4572.871094 Iteration 5Q: 3 clusters Score -930597.2 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 5734 members Entering Unmasked Estep Score: -930777.750000 Penalty: 4572.871094 Iteration 6Q: 3 clusters Score -930777.8 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -930918.062500 Penalty: 4572.871094 Iteration 7Q: 3 clusters Score -930918.1 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -931019.875000 Penalty: 4572.871094 Iteration 8Q: 3 clusters Score -931019.9 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 5829 members Entering Unmasked Estep Score: -931097.937500 Penalty: 4572.871094 Iteration 9Q: 3 clusters Score -931097.9 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 5836 members Entering Unmasked Estep Score: -931163.812500 Penalty: 4572.871094 Iteration 10Q: 3 clusters Score -931163.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -931214.000000 Penalty: 4572.871094 Iteration 11Q: 3 clusters Score -931214 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 5811 members Entering Unmasked Estep Score: -931255.375000 Penalty: 4572.871094 Iteration 12Q: 3 clusters Score -931255.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -931288.250000 Penalty: 4572.871094 Iteration 13Q: 3 clusters Score -931288.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 5788 members Entering Unmasked Estep Score: -931321.812500 Penalty: 4572.871094 Iteration 14Q: 3 clusters Score -931321.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -931358.625000 Penalty: 4572.871094 Iteration 15Q: 3 clusters Score -931358.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 5786 members Entering Unmasked Estep Score: -931387.687500 Penalty: 4572.871094 Iteration 16Q: 3 clusters Score -931387.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 5804 members Entering Unmasked Estep Score: -931411.562500 Penalty: 4572.871094 Iteration 17Q: 3 clusters Score -931411.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 5808 members Entering Unmasked Estep Score: -931434.187500 Penalty: 4572.871094 Iteration 18Q: 3 clusters Score -931434.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -931455.000000 Penalty: 4572.871094 Iteration 19Q: 3 clusters Score -931455 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 5803 members Entering Unmasked Estep Score: -931477.062500 Penalty: 4572.871094 Iteration 20F: 3 clusters Score -931477.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -931491.687500 Penalty: 4572.871094 Iteration 21Q: 3 clusters Score -931491.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -931503.687500 Penalty: 4572.871094 Iteration 22Q: 3 clusters Score -931503.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -931518.687500 Penalty: 4572.871094 Iteration 23Q: 3 clusters Score -931518.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4298 members Mstep: Class 2 contains 5794 members Entering Unmasked Estep Score: -931531.125000 Penalty: 4572.871094 Iteration 24Q: 3 clusters Score -931531.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 5799 members Entering Unmasked Estep Score: -931543.937500 Penalty: 4572.871094 Iteration 25Q: 3 clusters Score -931543.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 5812 members Entering Unmasked Estep Score: -931556.250000 Penalty: 4572.871094 Iteration 26Q: 3 clusters Score -931556.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -931573.062500 Penalty: 4572.871094 Iteration 27Q: 3 clusters Score -931573.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -931586.062500 Penalty: 4572.871094 Iteration 28Q: 3 clusters Score -931586.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -931598.937500 Penalty: 4572.871094 Iteration 29Q: 3 clusters Score -931598.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -931615.625000 Penalty: 4572.871094 Iteration 30Q: 3 clusters Score -931615.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -931627.312500 Penalty: 4572.871094 Iteration 31Q: 3 clusters Score -931627.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -931636.437500 Penalty: 4572.871094 Iteration 32Q: 3 clusters Score -931636.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -931645.562500 Penalty: 4572.871094 Iteration 33Q: 3 clusters Score -931645.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -931654.625000 Penalty: 4572.871094 Iteration 34Q: 3 clusters Score -931654.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 5899 members Entering Unmasked Estep Score: -931663.562500 Penalty: 4572.871094 Iteration 35Q: 3 clusters Score -931663.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 5904 members Entering Unmasked Estep Score: -931670.312500 Penalty: 4572.871094 Iteration 36Q: 3 clusters Score -931670.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -931674.062500 Penalty: 4572.871094 Iteration 37Q: 3 clusters Score -931674.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -931677.500000 Penalty: 4572.871094 Iteration 38Q: 3 clusters Score -931677.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -931683.375000 Penalty: 4572.871094 Iteration 39Q: 3 clusters Score -931683.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 5917 members Entering Unmasked Estep Score: -931687.562500 Penalty: 4572.871094 Iteration 40F: 3 clusters Score -931687.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -931689.250000 Penalty: 4572.871094 Iteration 41Q: 3 clusters Score -931689.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -931692.937500 Penalty: 4572.871094 Iteration 42Q: 3 clusters Score -931692.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -931695.562500 Penalty: 4572.871094 Iteration 43Q: 3 clusters Score -931695.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 5935 members Entering Unmasked Estep Score: -931697.750000 Penalty: 4572.871094 Iteration 44Q: 3 clusters Score -931697.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -931699.500000 Penalty: 4572.871094 Iteration 45Q: 3 clusters Score -931699.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -931702.500000 Penalty: 4572.871094 Iteration 46Q: 3 clusters Score -931702.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -931707.250000 Penalty: 4572.871094 Iteration 47Q: 3 clusters Score -931707.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -931708.375000 Penalty: 4572.871094 Iteration 48Q: 3 clusters Score -931708.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 5959 members Entering Unmasked Estep Score: -931715.000000 Penalty: 4572.871094 Iteration 49Q: 3 clusters Score -931715 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 5967 members Entering Unmasked Estep Score: -931722.312500 Penalty: 4572.871094 Iteration 50Q: 3 clusters Score -931722.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 5983 members Entering Unmasked Estep Score: -931731.312500 Penalty: 4572.871094 Iteration 51Q: 3 clusters Score -931731.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -931735.812500 Penalty: 4572.871094 Iteration 52Q: 3 clusters Score -931735.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -931745.062500 Penalty: 4572.871094 Iteration 53Q: 3 clusters Score -931745.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 6009 members Entering Unmasked Estep Score: -931757.500000 Penalty: 4572.871094 Iteration 54Q: 3 clusters Score -931757.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -931763.750000 Penalty: 4572.871094 Iteration 55Q: 3 clusters Score -931763.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -931776.500000 Penalty: 4572.871094 Iteration 56Q: 3 clusters Score -931776.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 6046 members Entering Unmasked Estep Score: -931783.562500 Penalty: 4572.871094 Iteration 57Q: 3 clusters Score -931783.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 6054 members Entering Unmasked Estep Score: -931793.000000 Penalty: 4572.871094 Iteration 58Q: 3 clusters Score -931793 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -931798.000000 Penalty: 4572.871094 Iteration 59Q: 3 clusters Score -931798 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -931804.812500 Penalty: 4572.871094 Iteration 60F: 3 clusters Score -931804.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 6073 members Entering Unmasked Estep Score: -931809.000000 Penalty: 4572.871094 Iteration 61Q: 3 clusters Score -931809 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -931814.500000 Penalty: 4572.871094 Iteration 62Q: 3 clusters Score -931814.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 6095 members Entering Unmasked Estep Score: -931821.250000 Penalty: 4572.871094 Iteration 63Q: 3 clusters Score -931821.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -931824.750000 Penalty: 4572.871094 Iteration 64Q: 3 clusters Score -931824.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -931832.875000 Penalty: 4572.871094 Iteration 65Q: 3 clusters Score -931832.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 6161 members Entering Unmasked Estep Score: -931841.125000 Penalty: 4572.871094 Iteration 66Q: 3 clusters Score -931841.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 6175 members Entering Unmasked Estep Score: -931847.312500 Penalty: 4572.871094 Iteration 67Q: 3 clusters Score -931847.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -931850.312500 Penalty: 4572.871094 Iteration 68Q: 3 clusters Score -931850.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -931857.625000 Penalty: 4572.871094 Iteration 69Q: 3 clusters Score -931857.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 6208 members Entering Unmasked Estep Score: -931862.937500 Penalty: 4572.871094 Iteration 70Q: 3 clusters Score -931862.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -931870.562500 Penalty: 4572.871094 Iteration 71Q: 3 clusters Score -931870.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -931876.125000 Penalty: 4572.871094 Iteration 72Q: 3 clusters Score -931876.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -931882.125000 Penalty: 4572.871094 Iteration 73Q: 3 clusters Score -931882.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 6288 members Entering Unmasked Estep Score: -931891.375000 Penalty: 4572.871094 Iteration 74Q: 3 clusters Score -931891.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -931896.375000 Penalty: 4572.871094 Iteration 75Q: 3 clusters Score -931896.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 6326 members Entering Unmasked Estep Score: -931900.687500 Penalty: 4572.871094 Iteration 76Q: 3 clusters Score -931900.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -931904.000000 Penalty: 4572.871094 Iteration 77Q: 3 clusters Score -931904 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 6358 members Entering Unmasked Estep Score: -931914.312500 Penalty: 4572.871094 Iteration 78Q: 3 clusters Score -931914.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 6379 members Entering Unmasked Estep Score: -931921.312500 Penalty: 4572.871094 Iteration 79Q: 3 clusters Score -931921.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -931924.125000 Penalty: 4572.871094 Iteration 80F: 3 clusters Score -931924.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 6415 members Entering Unmasked Estep Score: -931933.000000 Penalty: 4572.871094 Iteration 81Q: 3 clusters Score -931933 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -931941.000000 Penalty: 4572.871094 Iteration 82Q: 3 clusters Score -931941 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -931946.437500 Penalty: 4572.871094 Iteration 83Q: 3 clusters Score -931946.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -931952.062500 Penalty: 4572.871094 Iteration 84Q: 3 clusters Score -931952.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -931959.125000 Penalty: 4572.871094 Iteration 85Q: 3 clusters Score -931959.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -931966.750000 Penalty: 4572.871094 Iteration 86Q: 3 clusters Score -931966.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 6536 members Entering Unmasked Estep Score: -931973.750000 Penalty: 4572.871094 Iteration 87Q: 3 clusters Score -931973.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 6554 members Entering Unmasked Estep Score: -931980.312500 Penalty: 4572.871094 Iteration 88Q: 3 clusters Score -931980.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 6566 members Entering Unmasked Estep Score: -931981.312500 Penalty: 4572.871094 Iteration 89Q: 3 clusters Score -931981.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -931984.937500 Penalty: 4572.871094 Iteration 90Q: 3 clusters Score -931984.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 6594 members Entering Unmasked Estep Score: -931987.687500 Penalty: 4572.871094 Iteration 91Q: 3 clusters Score -931987.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 6610 members Entering Unmasked Estep Score: -931992.687500 Penalty: 4572.871094 Iteration 92Q: 3 clusters Score -931992.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 6630 members Entering Unmasked Estep Score: -931999.250000 Penalty: 4572.871094 Iteration 93Q: 3 clusters Score -931999.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -932003.500000 Penalty: 4572.871094 Iteration 94Q: 3 clusters Score -932003.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 6677 members Entering Unmasked Estep Score: -932008.000000 Penalty: 4572.871094 Iteration 95Q: 3 clusters Score -932008 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -932015.625000 Penalty: 4572.871094 Iteration 96Q: 3 clusters Score -932015.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -932023.750000 Penalty: 4572.871094 Iteration 97Q: 3 clusters Score -932023.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -932029.437500 Penalty: 4572.871094 Iteration 98Q: 3 clusters Score -932029.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 6774 members Entering Unmasked Estep Score: -932040.687500 Penalty: 4572.871094 Iteration 99Q: 3 clusters Score -932040.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 6811 members Entering Unmasked Estep Score: -932051.000000 Penalty: 4572.871094 Iteration 100F: 3 clusters Score -932051 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 6847 members Entering Unmasked Estep Score: -932057.562500 Penalty: 4572.871094 Iteration 101Q: 3 clusters Score -932057.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 6870 members Entering Unmasked Estep Score: -932061.125000 Penalty: 4572.871094 Iteration 102Q: 3 clusters Score -932061.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -932067.312500 Penalty: 4572.871094 Iteration 103Q: 3 clusters Score -932067.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -932076.437500 Penalty: 4572.871094 Iteration 104Q: 3 clusters Score -932076.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 6945 members Entering Unmasked Estep Score: -932077.500000 Penalty: 4572.871094 Iteration 105Q: 3 clusters Score -932077.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 6971 members Entering Unmasked Estep Score: -932084.250000 Penalty: 4572.871094 Iteration 106Q: 3 clusters Score -932084.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 6985 members Entering Unmasked Estep Score: -932090.000000 Penalty: 4572.871094 Iteration 107Q: 3 clusters Score -932090 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -932093.000000 Penalty: 4572.871094 Iteration 108Q: 3 clusters Score -932093 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -932100.812500 Penalty: 4572.871094 Iteration 109Q: 3 clusters Score -932100.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 7046 members Entering Unmasked Estep Score: -932104.812500 Penalty: 4572.871094 Iteration 110Q: 3 clusters Score -932104.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 7064 members Entering Unmasked Estep Score: -932109.375000 Penalty: 4572.871094 Iteration 111Q: 3 clusters Score -932109.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -932111.000000 Penalty: 4572.871094 Iteration 112Q: 3 clusters Score -932111 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -932113.812500 Penalty: 4572.871094 Iteration 113Q: 3 clusters Score -932113.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 7108 members Entering Unmasked Estep Score: -932119.000000 Penalty: 4572.871094 Iteration 114Q: 3 clusters Score -932119 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 7126 members Entering Unmasked Estep Score: -932124.875000 Penalty: 4572.871094 Iteration 115Q: 3 clusters Score -932124.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 7141 members Entering Unmasked Estep Score: -932128.937500 Penalty: 4572.871094 Iteration 116Q: 3 clusters Score -932128.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 7157 members Entering Unmasked Estep Score: -932134.500000 Penalty: 4572.871094 Iteration 117Q: 3 clusters Score -932134.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 7183 members Entering Unmasked Estep Score: -932138.562500 Penalty: 4572.871094 Iteration 118Q: 3 clusters Score -932138.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 7198 members Entering Unmasked Estep Score: -932140.875000 Penalty: 4572.871094 Iteration 119Q: 3 clusters Score -932140.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 7222 members Entering Unmasked Estep Score: -932147.875000 Penalty: 4572.871094 Iteration 120F: 3 clusters Score -932147.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 7239 members Entering Unmasked Estep Score: -932152.750000 Penalty: 4572.871094 Iteration 121Q: 3 clusters Score -932152.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 7260 members Entering Unmasked Estep Score: -932160.875000 Penalty: 4572.871094 Iteration 122Q: 3 clusters Score -932160.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 7274 members Entering Unmasked Estep Score: -932166.062500 Penalty: 4572.871094 Iteration 123Q: 3 clusters Score -932166.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 7293 members Entering Unmasked Estep Score: -932169.062500 Penalty: 4572.871094 Iteration 124Q: 3 clusters Score -932169.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 7304 members Entering Unmasked Estep Score: -932170.875000 Penalty: 4572.871094 Iteration 125Q: 3 clusters Score -932170.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 7319 members Entering Unmasked Estep Score: -932175.687500 Penalty: 4572.871094 Iteration 126Q: 3 clusters Score -932175.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 7342 members Entering Unmasked Estep Score: -932184.812500 Penalty: 4572.871094 Iteration 127Q: 3 clusters Score -932184.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 7364 members Entering Unmasked Estep Score: -932188.062500 Penalty: 4572.871094 Iteration 128Q: 3 clusters Score -932188.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 7388 members Entering Unmasked Estep Score: -932195.625000 Penalty: 4572.871094 Iteration 129Q: 3 clusters Score -932195.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -932201.937500 Penalty: 4572.871094 Iteration 130Q: 3 clusters Score -932201.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 7442 members Entering Unmasked Estep Score: -932209.812500 Penalty: 4572.871094 Iteration 131Q: 3 clusters Score -932209.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 7467 members Entering Unmasked Estep Score: -932214.500000 Penalty: 4572.871094 Iteration 132Q: 3 clusters Score -932214.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 7504 members Entering Unmasked Estep Score: -932223.750000 Penalty: 4572.871094 Iteration 133Q: 3 clusters Score -932223.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 7539 members Entering Unmasked Estep Score: -932233.687500 Penalty: 4572.871094 Iteration 134Q: 3 clusters Score -932233.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 7579 members Entering Unmasked Estep Score: -932246.312500 Penalty: 4572.871094 Iteration 135Q: 3 clusters Score -932246.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -932256.375000 Penalty: 4572.871094 Iteration 136Q: 3 clusters Score -932256.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 7660 members Entering Unmasked Estep Score: -932268.812500 Penalty: 4572.871094 Iteration 137Q: 3 clusters Score -932268.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 7697 members Entering Unmasked Estep Score: -932280.187500 Penalty: 4572.871094 Iteration 138Q: 3 clusters Score -932280.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -932291.187500 Penalty: 4572.871094 Iteration 139Q: 3 clusters Score -932291.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -932308.437500 Penalty: 4572.871094 Iteration 140F: 3 clusters Score -932308.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 7815 members Entering Unmasked Estep Score: -932320.062500 Penalty: 4572.871094 Iteration 141Q: 3 clusters Score -932320.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 7871 members Entering Unmasked Estep Score: -932339.187500 Penalty: 4572.871094 Iteration 142Q: 3 clusters Score -932339.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 7918 members Entering Unmasked Estep Score: -932351.937500 Penalty: 4572.871094 Iteration 143Q: 3 clusters Score -932351.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 7972 members Entering Unmasked Estep Score: -932368.687500 Penalty: 4572.871094 Iteration 144Q: 3 clusters Score -932368.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 8023 members Entering Unmasked Estep Score: -932387.000000 Penalty: 4572.871094 Iteration 145Q: 3 clusters Score -932387 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 8067 members Entering Unmasked Estep Score: -932403.125000 Penalty: 4572.871094 Iteration 146Q: 3 clusters Score -932403.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 8108 members Entering Unmasked Estep Score: -932411.625000 Penalty: 4572.871094 Iteration 147Q: 3 clusters Score -932411.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 8151 members Entering Unmasked Estep Score: -932428.187500 Penalty: 4572.871094 Iteration 148Q: 3 clusters Score -932428.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 8187 members Entering Unmasked Estep Score: -932441.812500 Penalty: 4572.871094 Iteration 149Q: 3 clusters Score -932441.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 8213 members Entering Unmasked Estep Score: -932449.125000 Penalty: 4572.871094 Iteration 150Q: 3 clusters Score -932449.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 8235 members Entering Unmasked Estep Score: -932455.625000 Penalty: 4572.871094 Iteration 151Q: 3 clusters Score -932455.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 8256 members Entering Unmasked Estep Score: -932462.562500 Penalty: 4572.871094 Iteration 152Q: 3 clusters Score -932462.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 8277 members Entering Unmasked Estep Score: -932467.625000 Penalty: 4572.871094 Iteration 153Q: 3 clusters Score -932467.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 8303 members Entering Unmasked Estep Score: -932476.187500 Penalty: 4572.871094 Iteration 154Q: 3 clusters Score -932476.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 8331 members Entering Unmasked Estep Score: -932484.750000 Penalty: 4572.871094 Iteration 155Q: 3 clusters Score -932484.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 8353 members Entering Unmasked Estep Score: -932494.062500 Penalty: 4572.871094 Iteration 156Q: 3 clusters Score -932494.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 8377 members Entering Unmasked Estep Score: -932502.125000 Penalty: 4572.871094 Iteration 157Q: 3 clusters Score -932502.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 8399 members Entering Unmasked Estep Score: -932508.875000 Penalty: 4572.871094 Iteration 158Q: 3 clusters Score -932508.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 8418 members Entering Unmasked Estep Score: -932514.125000 Penalty: 4572.871094 Iteration 159Q: 3 clusters Score -932514.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 8442 members Entering Unmasked Estep Score: -932522.750000 Penalty: 4572.871094 Iteration 160F: 3 clusters Score -932522.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 8471 members Entering Unmasked Estep Score: -932531.625000 Penalty: 4572.871094 Iteration 161Q: 3 clusters Score -932531.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -932535.750000 Penalty: 4572.871094 Iteration 162Q: 3 clusters Score -932535.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 8521 members Entering Unmasked Estep Score: -932544.812500 Penalty: 4572.871094 Iteration 163Q: 3 clusters Score -932544.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 8551 members Entering Unmasked Estep Score: -932556.312500 Penalty: 4572.871094 Iteration 164Q: 3 clusters Score -932556.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 8584 members Entering Unmasked Estep Score: -932567.875000 Penalty: 4572.871094 Iteration 165Q: 3 clusters Score -932567.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 8620 members Entering Unmasked Estep Score: -932585.625000 Penalty: 4572.871094 Iteration 166Q: 3 clusters Score -932585.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 8652 members Entering Unmasked Estep Score: -932599.562500 Penalty: 4572.871094 Iteration 167Q: 3 clusters Score -932599.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 8688 members Entering Unmasked Estep Score: -932619.500000 Penalty: 4572.871094 Iteration 168Q: 3 clusters Score -932619.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 8727 members Entering Unmasked Estep Score: -932638.062500 Penalty: 4572.871094 Iteration 169Q: 3 clusters Score -932638.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 8759 members Entering Unmasked Estep Score: -932649.812500 Penalty: 4572.871094 Iteration 170Q: 3 clusters Score -932649.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 8791 members Entering Unmasked Estep Score: -932661.000000 Penalty: 4572.871094 Iteration 171Q: 3 clusters Score -932661 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 8809 members Entering Unmasked Estep Score: -932670.125000 Penalty: 4572.871094 Iteration 172Q: 3 clusters Score -932670.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 8830 members Entering Unmasked Estep Score: -932682.812500 Penalty: 4572.871094 Iteration 173Q: 3 clusters Score -932682.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 8844 members Entering Unmasked Estep Score: -932691.250000 Penalty: 4572.871094 Iteration 174Q: 3 clusters Score -932691.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 8862 members Entering Unmasked Estep Score: -932701.437500 Penalty: 4572.871094 Iteration 175Q: 3 clusters Score -932701.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 8875 members Entering Unmasked Estep Score: -932704.750000 Penalty: 4572.871094 Iteration 176Q: 3 clusters Score -932704.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 8887 members Entering Unmasked Estep Score: -932709.375000 Penalty: 4572.871094 Iteration 177Q: 3 clusters Score -932709.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 8896 members Entering Unmasked Estep Score: -932710.875000 Penalty: 4572.871094 Iteration 178Q: 3 clusters Score -932710.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 8902 members Entering Unmasked Estep Score: -932713.062500 Penalty: 4572.871094 Iteration 179Q: 3 clusters Score -932713.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 8905 members Entering Unmasked Estep Score: -932713.375000 Penalty: 4572.871094 Iteration 180F: 3 clusters Score -932713.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 8909 members Entering Unmasked Estep Score: -932716.000000 Penalty: 4572.871094 Iteration 181Q: 3 clusters Score -932716 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 8912 members Entering Unmasked Estep Score: -932716.000000 Penalty: 4572.871094 Iteration 182Q: 3 clusters Score -932716 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 8913 members Entering Unmasked Estep Score: -932717.687500 Penalty: 4572.871094 Iteration 183Q: 3 clusters Score -932717.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 8914 members Entering Unmasked Estep Score: -932718.062500 Penalty: 4572.871094 Iteration 184Q: 3 clusters Score -932718.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 8915 members Entering Unmasked Estep Score: -932718.750000 Penalty: 4572.871094 Iteration 185Q: 3 clusters Score -932718.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 8917 members Entering Unmasked Estep Score: -932719.875000 Penalty: 4572.871094 Iteration 186Q: 3 clusters Score -932719.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 8922 members Entering Unmasked Estep Score: -932721.562500 Penalty: 4572.871094 Iteration 187Q: 3 clusters Score -932721.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 8931 members Entering Unmasked Estep Score: -932727.062500 Penalty: 4572.871094 Iteration 188Q: 3 clusters Score -932727.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 8940 members Entering Unmasked Estep Score: -932727.000000 Penalty: 4572.871094 Iteration 189Q: 3 clusters Score -932727 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 8946 members Entering Unmasked Estep Score: -932729.750000 Penalty: 4572.871094 Iteration 190Q: 3 clusters Score -932729.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 8949 members Entering Unmasked Estep Score: -932729.937500 Penalty: 4572.871094 Iteration 191Q: 3 clusters Score -932729.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 8953 members Entering Unmasked Estep Score: -932731.000000 Penalty: 4572.871094 Iteration 192Q: 3 clusters Score -932731 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -932732.062500 Penalty: 4572.871094 Iteration 193Q: 3 clusters Score -932732.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 8962 members Entering Unmasked Estep Score: -932735.437500 Penalty: 4572.871094 Iteration 194Q: 3 clusters Score -932735.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 8965 members Entering Unmasked Estep Score: -932736.375000 Penalty: 4572.871094 Iteration 195Q: 3 clusters Score -932736.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 8969 members Entering Unmasked Estep Score: -932736.562500 Penalty: 4572.871094 Iteration 196Q: 3 clusters Score -932736.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 8972 members Entering Unmasked Estep Score: -932737.687500 Penalty: 4572.871094 Iteration 197Q: 3 clusters Score -932737.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 8973 members Entering Unmasked Estep Score: -932738.062500 Penalty: 4572.871094 Iteration 198Q: 3 clusters Score -932738.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 8975 members Entering Unmasked Estep Score: -932740.375000 Penalty: 4572.871094 Iteration 199Q: 3 clusters Score -932740.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 8978 members Entering Unmasked Estep Score: -932741.812500 Penalty: 4572.871094 Iteration 200F: 3 clusters Score -932741.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 8981 members Entering Unmasked Estep Score: -932742.750000 Penalty: 4572.871094 Iteration 201Q: 3 clusters Score -932742.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 8982 members Entering Unmasked Estep Score: -932742.625000 Penalty: 4572.871094 Iteration 202Q: 3 clusters Score -932742.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 8982 members Entering Unmasked Estep Score: -932742.625000 Penalty: 4572.871094 Iteration 203F: 3 clusters Score -932742.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (381 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Entering Unmasked Estep Score: -24418.906250 Penalty: 1473.814331 Iteration 0F: 2 clusters Score -24418.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -23153.138672 Penalty: 2947.628662 Iteration 0F: 3 clusters Score -23153.14 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -23339.775391 Penalty: 2947.628662 Iteration 1F: 3 clusters Score -23339.78 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -23394.886719 Penalty: 2947.628662 Iteration 2F: 3 clusters Score -23394.89 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -23445.910156 Penalty: 2947.628662 Iteration 3Q: 3 clusters Score -23445.91 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -23545.494141 Penalty: 2947.628662 Iteration 4Q: 3 clusters Score -23545.49 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -23619.845703 Penalty: 2947.628662 Iteration 5Q: 3 clusters Score -23619.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -23683.791016 Penalty: 2947.628662 Iteration 6Q: 3 clusters Score -23683.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -23720.812500 Penalty: 2947.628662 Iteration 7Q: 3 clusters Score -23720.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -23728.521484 Penalty: 2947.628662 Iteration 8Q: 3 clusters Score -23728.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -23761.671875 Penalty: 2947.628662 Iteration 9Q: 3 clusters Score -23761.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -23848.669922 Penalty: 2947.628662 Iteration 10Q: 3 clusters Score -23848.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -23873.681641 Penalty: 2947.628662 Iteration 11Q: 3 clusters Score -23873.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -23929.052734 Penalty: 2947.628662 Iteration 12Q: 3 clusters Score -23929.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -23948.179688 Penalty: 2947.628662 Iteration 13Q: 3 clusters Score -23948.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -23957.769531 Penalty: 2947.628662 Iteration 14Q: 3 clusters Score -23957.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -23961.937500 Penalty: 2947.628662 Iteration 15Q: 3 clusters Score -23961.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -23974.427734 Penalty: 2947.628662 Iteration 16F: 3 clusters Score -23974.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -24082.242188 Penalty: 2947.628662 Iteration 17Q: 3 clusters Score -24082.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -24204.759766 Penalty: 2947.628662 Iteration 18Q: 3 clusters Score -24204.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -24216.839844 Penalty: 2947.628662 Iteration 19Q: 3 clusters Score -24216.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -24220.472656 Penalty: 2947.628662 Iteration 20F: 3 clusters Score -24220.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -24227.318359 Penalty: 2947.628662 Iteration 21Q: 3 clusters Score -24227.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -24227.318359 Penalty: 2947.628662 Iteration 22F: 3 clusters Score -24227.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (261592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261592 members Entering Unmasked Estep Score: -23725524.000000 Penalty: 3093.686279 Iteration 0F: 2 clusters Score -2.372552e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130766 members Mstep: Class 2 contains 130826 members Entering Unmasked Estep Score: -23549696.000000 Penalty: 6187.372559 Iteration 0F: 3 clusters Score -2.35497e+07 nChanged 126677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130159 members Mstep: Class 2 contains 131433 members Entering Unmasked Estep Score: -23625390.000000 Penalty: 6187.372559 Iteration 1F: 3 clusters Score -2.362539e+07 nChanged 6788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129949 members Mstep: Class 2 contains 131643 members Entering Unmasked Estep Score: -23626724.000000 Penalty: 6187.372559 Iteration 2Q: 3 clusters Score -2.362672e+07 nChanged 7400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129621 members Mstep: Class 2 contains 131971 members Entering Unmasked Estep Score: -23628126.000000 Penalty: 6187.372559 Iteration 3Q: 3 clusters Score -2.362813e+07 nChanged 8220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129219 members Mstep: Class 2 contains 132373 members Entering Unmasked Estep Score: -23630232.000000 Penalty: 6187.372559 Iteration 4Q: 3 clusters Score -2.363023e+07 nChanged 9450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128461 members Mstep: Class 2 contains 133131 members Entering Unmasked Estep Score: -23633142.000000 Penalty: 6187.372559 Iteration 5Q: 3 clusters Score -2.363314e+07 nChanged 10743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127126 members Mstep: Class 2 contains 134466 members Entering Unmasked Estep Score: -23637218.000000 Penalty: 6187.372559 Iteration 6Q: 3 clusters Score -2.363722e+07 nChanged 12335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125027 members Mstep: Class 2 contains 136565 members Entering Unmasked Estep Score: -23642694.000000 Penalty: 6187.372559 Iteration 7Q: 3 clusters Score -2.364269e+07 nChanged 13833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121968 members Mstep: Class 2 contains 139624 members Entering Unmasked Estep Score: -23650302.000000 Penalty: 6187.372559 Iteration 8F: 3 clusters Score -2.36503e+07 nChanged 15213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118191 members Mstep: Class 2 contains 143401 members Entering Unmasked Estep Score: -23659544.000000 Penalty: 6187.372559 Iteration 9F: 3 clusters Score -2.365954e+07 nChanged 15607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114556 members Mstep: Class 2 contains 147036 members Entering Unmasked Estep Score: -23669184.000000 Penalty: 6187.372559 Iteration 10F: 3 clusters Score -2.366918e+07 nChanged 14113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111789 members Mstep: Class 2 contains 149803 members Entering Unmasked Estep Score: -23677890.000000 Penalty: 6187.372559 Iteration 11F: 3 clusters Score -2.367789e+07 nChanged 11425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109972 members Mstep: Class 2 contains 151620 members Entering Unmasked Estep Score: -23683372.000000 Penalty: 6187.372559 Iteration 12Q: 3 clusters Score -2.368337e+07 nChanged 8372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108338 members Mstep: Class 2 contains 153254 members Entering Unmasked Estep Score: -23686312.000000 Penalty: 6187.372559 Iteration 13Q: 3 clusters Score -2.368631e+07 nChanged 5626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106618 members Mstep: Class 2 contains 154974 members Entering Unmasked Estep Score: -23687756.000000 Penalty: 6187.372559 Iteration 14Q: 3 clusters Score -2.368776e+07 nChanged 3934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104690 members Mstep: Class 2 contains 156902 members Entering Unmasked Estep Score: -23688576.000000 Penalty: 6187.372559 Iteration 15Q: 3 clusters Score -2.368858e+07 nChanged 3025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102585 members Mstep: Class 2 contains 159007 members Entering Unmasked Estep Score: -23689154.000000 Penalty: 6187.372559 Iteration 16Q: 3 clusters Score -2.368915e+07 nChanged 2690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100387 members Mstep: Class 2 contains 161205 members Entering Unmasked Estep Score: -23689644.000000 Penalty: 6187.372559 Iteration 17Q: 3 clusters Score -2.368964e+07 nChanged 2574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98107 members Mstep: Class 2 contains 163485 members Entering Unmasked Estep Score: -23690156.000000 Penalty: 6187.372559 Iteration 18Q: 3 clusters Score -2.369016e+07 nChanged 2631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95664 members Mstep: Class 2 contains 165928 members Entering Unmasked Estep Score: -23690696.000000 Penalty: 6187.372559 Iteration 19Q: 3 clusters Score -2.36907e+07 nChanged 2643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93161 members Mstep: Class 2 contains 168431 members Entering Unmasked Estep Score: -23691122.000000 Penalty: 6187.372559 Iteration 20F: 3 clusters Score -2.369112e+07 nChanged 2731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90528 members Mstep: Class 2 contains 171064 members Entering Unmasked Estep Score: -23691484.000000 Penalty: 6187.372559 Iteration 21Q: 3 clusters Score -2.369148e+07 nChanged 2743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87861 members Mstep: Class 2 contains 173731 members Entering Unmasked Estep Score: -23692064.000000 Penalty: 6187.372559 Iteration 22Q: 3 clusters Score -2.369206e+07 nChanged 2789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85096 members Mstep: Class 2 contains 176496 members Entering Unmasked Estep Score: -23692686.000000 Penalty: 6187.372559 Iteration 23Q: 3 clusters Score -2.369269e+07 nChanged 2895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82211 members Mstep: Class 2 contains 179381 members Entering Unmasked Estep Score: -23693374.000000 Penalty: 6187.372559 Iteration 24Q: 3 clusters Score -2.369337e+07 nChanged 2977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79236 members Mstep: Class 2 contains 182356 members Entering Unmasked Estep Score: -23694128.000000 Penalty: 6187.372559 Iteration 25Q: 3 clusters Score -2.369413e+07 nChanged 3111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76133 members Mstep: Class 2 contains 185459 members Entering Unmasked Estep Score: -23694672.000000 Penalty: 6187.372559 Iteration 26Q: 3 clusters Score -2.369467e+07 nChanged 3236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72899 members Mstep: Class 2 contains 188693 members Entering Unmasked Estep Score: -23695528.000000 Penalty: 6187.372559 Iteration 27Q: 3 clusters Score -2.369553e+07 nChanged 3366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69539 members Mstep: Class 2 contains 192053 members Entering Unmasked Estep Score: -23696454.000000 Penalty: 6187.372559 Iteration 28Q: 3 clusters Score -2.369645e+07 nChanged 3506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66039 members Mstep: Class 2 contains 195553 members Entering Unmasked Estep Score: -23697142.000000 Penalty: 6187.372559 Iteration 29Q: 3 clusters Score -2.369714e+07 nChanged 3590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62451 members Mstep: Class 2 contains 199141 members Entering Unmasked Estep Score: -23698248.000000 Penalty: 6187.372559 Iteration 30Q: 3 clusters Score -2.369825e+07 nChanged 3705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58748 members Mstep: Class 2 contains 202844 members Entering Unmasked Estep Score: -23699456.000000 Penalty: 6187.372559 Iteration 31Q: 3 clusters Score -2.369946e+07 nChanged 3748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55002 members Mstep: Class 2 contains 206590 members Entering Unmasked Estep Score: -23700598.000000 Penalty: 6187.372559 Iteration 32Q: 3 clusters Score -2.37006e+07 nChanged 3803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51199 members Mstep: Class 2 contains 210393 members Entering Unmasked Estep Score: -23702004.000000 Penalty: 6187.372559 Iteration 33Q: 3 clusters Score -2.3702e+07 nChanged 3756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47447 members Mstep: Class 2 contains 214145 members Entering Unmasked Estep Score: -23703488.000000 Penalty: 6187.372559 Iteration 34Q: 3 clusters Score -2.370349e+07 nChanged 3860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43599 members Mstep: Class 2 contains 217993 members Entering Unmasked Estep Score: -23705020.000000 Penalty: 6187.372559 Iteration 35Q: 3 clusters Score -2.370502e+07 nChanged 3829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39784 members Mstep: Class 2 contains 221808 members Entering Unmasked Estep Score: -23706382.000000 Penalty: 6187.372559 Iteration 36Q: 3 clusters Score -2.370638e+07 nChanged 3665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36141 members Mstep: Class 2 contains 225451 members Entering Unmasked Estep Score: -23708128.000000 Penalty: 6187.372559 Iteration 37Q: 3 clusters Score -2.370813e+07 nChanged 3476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32697 members Mstep: Class 2 contains 228895 members Entering Unmasked Estep Score: -23709458.000000 Penalty: 6187.372559 Iteration 38Q: 3 clusters Score -2.370946e+07 nChanged 3168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29555 members Mstep: Class 2 contains 232037 members Entering Unmasked Estep Score: -23710738.000000 Penalty: 6187.372559 Iteration 39Q: 3 clusters Score -2.371074e+07 nChanged 2907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26666 members Mstep: Class 2 contains 234926 members Entering Unmasked Estep Score: -23712266.000000 Penalty: 6187.372559 Iteration 40F: 3 clusters Score -2.371227e+07 nChanged 2742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23946 members Mstep: Class 2 contains 237646 members Entering Unmasked Estep Score: -23713244.000000 Penalty: 6187.372559 Iteration 41Q: 3 clusters Score -2.371324e+07 nChanged 2563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21397 members Mstep: Class 2 contains 240195 members Entering Unmasked Estep Score: -23714362.000000 Penalty: 6187.372559 Iteration 42Q: 3 clusters Score -2.371436e+07 nChanged 2265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19138 members Mstep: Class 2 contains 242454 members Entering Unmasked Estep Score: -23715532.000000 Penalty: 6187.372559 Iteration 43Q: 3 clusters Score -2.371553e+07 nChanged 2069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17069 members Mstep: Class 2 contains 244523 members Entering Unmasked Estep Score: -23716460.000000 Penalty: 6187.372559 Iteration 44Q: 3 clusters Score -2.371646e+07 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15206 members Mstep: Class 2 contains 246386 members Entering Unmasked Estep Score: -23717412.000000 Penalty: 6187.372559 Iteration 45Q: 3 clusters Score -2.371741e+07 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13559 members Mstep: Class 2 contains 248033 members Entering Unmasked Estep Score: -23718048.000000 Penalty: 6187.372559 Iteration 46Q: 3 clusters Score -2.371805e+07 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12072 members Mstep: Class 2 contains 249520 members Entering Unmasked Estep Score: -23718696.000000 Penalty: 6187.372559 Iteration 47Q: 3 clusters Score -2.37187e+07 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10768 members Mstep: Class 2 contains 250824 members Entering Unmasked Estep Score: -23719348.000000 Penalty: 6187.372559 Iteration 48Q: 3 clusters Score -2.371935e+07 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9616 members Mstep: Class 2 contains 251976 members Entering Unmasked Estep Score: -23719916.000000 Penalty: 6187.372559 Iteration 49Q: 3 clusters Score -2.371992e+07 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8548 members Mstep: Class 2 contains 253044 members Entering Unmasked Estep Score: -23720480.000000 Penalty: 6187.372559 Iteration 50Q: 3 clusters Score -2.372048e+07 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7606 members Mstep: Class 2 contains 253986 members Entering Unmasked Estep Score: -23720794.000000 Penalty: 6187.372559 Iteration 51Q: 3 clusters Score -2.372079e+07 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6786 members Mstep: Class 2 contains 254806 members Entering Unmasked Estep Score: -23721178.000000 Penalty: 6187.372559 Iteration 52Q: 3 clusters Score -2.372118e+07 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6118 members Mstep: Class 2 contains 255474 members Entering Unmasked Estep Score: -23721472.000000 Penalty: 6187.372559 Iteration 53Q: 3 clusters Score -2.372147e+07 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 256079 members Entering Unmasked Estep Score: -23721708.000000 Penalty: 6187.372559 Iteration 54Q: 3 clusters Score -2.372171e+07 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 256578 members Entering Unmasked Estep Score: -23721896.000000 Penalty: 6187.372559 Iteration 55Q: 3 clusters Score -2.37219e+07 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 257010 members Entering Unmasked Estep Score: -23722038.000000 Penalty: 6187.372559 Iteration 56Q: 3 clusters Score -2.372204e+07 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 257375 members Entering Unmasked Estep Score: -23722208.000000 Penalty: 6187.372559 Iteration 57Q: 3 clusters Score -2.372221e+07 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 257705 members Entering Unmasked Estep Score: -23722370.000000 Penalty: 6187.372559 Iteration 58Q: 3 clusters Score -2.372237e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 257990 members Entering Unmasked Estep Score: -23722370.000000 Penalty: 6187.372559 Iteration 59Q: 3 clusters Score -2.372237e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 258221 members Entering Unmasked Estep Score: -23722430.000000 Penalty: 6187.372559 Iteration 60F: 3 clusters Score -2.372243e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 258419 members Entering Unmasked Estep Score: -23722476.000000 Penalty: 6187.372559 Iteration 61Q: 3 clusters Score -2.372248e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 258587 members Entering Unmasked Estep Score: -23722570.000000 Penalty: 6187.372559 Iteration 62Q: 3 clusters Score -2.372257e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 258758 members Entering Unmasked Estep Score: -23722614.000000 Penalty: 6187.372559 Iteration 63Q: 3 clusters Score -2.372261e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 258908 members Entering Unmasked Estep Score: -23722614.000000 Penalty: 6187.372559 Iteration 64Q: 3 clusters Score -2.372261e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 259040 members Entering Unmasked Estep Score: -23722700.000000 Penalty: 6187.372559 Iteration 65Q: 3 clusters Score -2.37227e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 259146 members Entering Unmasked Estep Score: -23722738.000000 Penalty: 6187.372559 Iteration 66Q: 3 clusters Score -2.372274e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 259230 members Entering Unmasked Estep Score: -23722722.000000 Penalty: 6187.372559 Iteration 67Q: 3 clusters Score -2.372272e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 259298 members Entering Unmasked Estep Score: -23722746.000000 Penalty: 6187.372559 Iteration 68Q: 3 clusters Score -2.372275e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 259362 members Entering Unmasked Estep Score: -23722794.000000 Penalty: 6187.372559 Iteration 69Q: 3 clusters Score -2.372279e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 259425 members Entering Unmasked Estep Score: -23722888.000000 Penalty: 6187.372559 Iteration 70Q: 3 clusters Score -2.372289e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 259497 members Entering Unmasked Estep Score: -23722818.000000 Penalty: 6187.372559 Iteration 71Q: 3 clusters Score -2.372282e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 259556 members Entering Unmasked Estep Score: -23722838.000000 Penalty: 6187.372559 Iteration 72Q: 3 clusters Score -2.372284e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 259615 members Entering Unmasked Estep Score: -23722840.000000 Penalty: 6187.372559 Iteration 73Q: 3 clusters Score -2.372284e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 259668 members Entering Unmasked Estep Score: -23722882.000000 Penalty: 6187.372559 Iteration 74Q: 3 clusters Score -2.372288e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 259719 members Entering Unmasked Estep Score: -23722858.000000 Penalty: 6187.372559 Iteration 75Q: 3 clusters Score -2.372286e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 259766 members Entering Unmasked Estep Score: -23722912.000000 Penalty: 6187.372559 Iteration 76Q: 3 clusters Score -2.372291e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 259797 members Entering Unmasked Estep Score: -23722912.000000 Penalty: 6187.372559 Iteration 77Q: 3 clusters Score -2.372291e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 259826 members Entering Unmasked Estep Score: -23722910.000000 Penalty: 6187.372559 Iteration 78Q: 3 clusters Score -2.372291e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 259846 members Entering Unmasked Estep Score: -23722890.000000 Penalty: 6187.372559 Iteration 79Q: 3 clusters Score -2.372289e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 259857 members Entering Unmasked Estep Score: -23722906.000000 Penalty: 6187.372559 Iteration 80F: 3 clusters Score -2.372291e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 259870 members Entering Unmasked Estep Score: -23722910.000000 Penalty: 6187.372559 Iteration 81Q: 3 clusters Score -2.372291e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 259878 members Entering Unmasked Estep Score: -23722948.000000 Penalty: 6187.372559 Iteration 82Q: 3 clusters Score -2.372295e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 259892 members Entering Unmasked Estep Score: -23722930.000000 Penalty: 6187.372559 Iteration 83Q: 3 clusters Score -2.372293e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 259901 members Entering Unmasked Estep Score: -23722920.000000 Penalty: 6187.372559 Iteration 84Q: 3 clusters Score -2.372292e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 259907 members Entering Unmasked Estep Score: -23722934.000000 Penalty: 6187.372559 Iteration 85Q: 3 clusters Score -2.372293e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 259913 members Entering Unmasked Estep Score: -23722930.000000 Penalty: 6187.372559 Iteration 86Q: 3 clusters Score -2.372293e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 259918 members Entering Unmasked Estep Score: -23722936.000000 Penalty: 6187.372559 Iteration 87Q: 3 clusters Score -2.372294e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 259922 members Entering Unmasked Estep Score: -23722962.000000 Penalty: 6187.372559 Iteration 88Q: 3 clusters Score -2.372296e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 259928 members Entering Unmasked Estep Score: -23722968.000000 Penalty: 6187.372559 Iteration 89Q: 3 clusters Score -2.372297e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 259933 members Entering Unmasked Estep Score: -23722984.000000 Penalty: 6187.372559 Iteration 90Q: 3 clusters Score -2.372298e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 259935 members Entering Unmasked Estep Score: -23722974.000000 Penalty: 6187.372559 Iteration 91Q: 3 clusters Score -2.372297e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 259940 members Entering Unmasked Estep Score: -23722984.000000 Penalty: 6187.372559 Iteration 92Q: 3 clusters Score -2.372298e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 259944 members Entering Unmasked Estep Score: -23722974.000000 Penalty: 6187.372559 Iteration 93Q: 3 clusters Score -2.372297e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 259951 members Entering Unmasked Estep Score: -23722964.000000 Penalty: 6187.372559 Iteration 94Q: 3 clusters Score -2.372296e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 259955 members Entering Unmasked Estep Score: -23722962.000000 Penalty: 6187.372559 Iteration 95Q: 3 clusters Score -2.372296e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 259963 members Entering Unmasked Estep Score: -23722968.000000 Penalty: 6187.372559 Iteration 96Q: 3 clusters Score -2.372297e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 259968 members Entering Unmasked Estep Score: -23722964.000000 Penalty: 6187.372559 Iteration 97Q: 3 clusters Score -2.372296e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 259975 members Entering Unmasked Estep Score: -23722986.000000 Penalty: 6187.372559 Iteration 98Q: 3 clusters Score -2.372299e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 259977 members Entering Unmasked Estep Score: -23722994.000000 Penalty: 6187.372559 Iteration 99Q: 3 clusters Score -2.372299e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 259979 members Entering Unmasked Estep Score: -23722988.000000 Penalty: 6187.372559 Iteration 100F: 3 clusters Score -2.372299e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 259980 members Entering Unmasked Estep Score: -23723016.000000 Penalty: 6187.372559 Iteration 101Q: 3 clusters Score -2.372302e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 259980 members Entering Unmasked Estep Score: -23723016.000000 Penalty: 6187.372559 Iteration 102F: 3 clusters Score -2.372302e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (30542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30542 members Entering Unmasked Estep Score: -2689208.000000 Penalty: 2561.061035 Iteration 0F: 2 clusters Score -2689208 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15278 members Mstep: Class 2 contains 15264 members Entering Unmasked Estep Score: -2668394.750000 Penalty: 5122.122070 Iteration 0F: 3 clusters Score -2668395 nChanged 13722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15464 members Mstep: Class 2 contains 15078 members Entering Unmasked Estep Score: -2676448.750000 Penalty: 5122.122070 Iteration 1F: 3 clusters Score -2676449 nChanged 1793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15767 members Mstep: Class 2 contains 14775 members Entering Unmasked Estep Score: -2677795.500000 Penalty: 5122.122070 Iteration 2F: 3 clusters Score -2677796 nChanged 2257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16614 members Mstep: Class 2 contains 13928 members Entering Unmasked Estep Score: -2679499.250000 Penalty: 5122.122070 Iteration 3F: 3 clusters Score -2679499 nChanged 2584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18028 members Mstep: Class 2 contains 12514 members Entering Unmasked Estep Score: -2681411.250000 Penalty: 5122.122070 Iteration 4F: 3 clusters Score -2681411 nChanged 2577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19781 members Mstep: Class 2 contains 10761 members Entering Unmasked Estep Score: -2683316.750000 Penalty: 5122.122070 Iteration 5F: 3 clusters Score -2683317 nChanged 2311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21560 members Mstep: Class 2 contains 8982 members Entering Unmasked Estep Score: -2685038.500000 Penalty: 5122.122070 Iteration 6F: 3 clusters Score -2685038 nChanged 1858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23114 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -2686338.500000 Penalty: 5122.122070 Iteration 7F: 3 clusters Score -2686338 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24245 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -2687141.000000 Penalty: 5122.122070 Iteration 8Q: 3 clusters Score -2687141 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25075 members Mstep: Class 2 contains 5467 members Entering Unmasked Estep Score: -2687686.750000 Penalty: 5122.122070 Iteration 9Q: 3 clusters Score -2687687 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25779 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -2688099.250000 Penalty: 5122.122070 Iteration 10Q: 3 clusters Score -2688099 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26323 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -2688387.750000 Penalty: 5122.122070 Iteration 11Q: 3 clusters Score -2688388 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26788 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -2688648.250000 Penalty: 5122.122070 Iteration 12Q: 3 clusters Score -2688648 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27193 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -2688866.250000 Penalty: 5122.122070 Iteration 13Q: 3 clusters Score -2688866 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27538 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -2689065.750000 Penalty: 5122.122070 Iteration 14Q: 3 clusters Score -2689066 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27851 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -2689261.750000 Penalty: 5122.122070 Iteration 15Q: 3 clusters Score -2689262 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28084 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -2689430.000000 Penalty: 5122.122070 Iteration 16Q: 3 clusters Score -2689430 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28266 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -2689531.750000 Penalty: 5122.122070 Iteration 17Q: 3 clusters Score -2689532 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28399 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -2689609.500000 Penalty: 5122.122070 Iteration 18Q: 3 clusters Score -2689610 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28508 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -2689656.000000 Penalty: 5122.122070 Iteration 19Q: 3 clusters Score -2689656 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28592 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -2689671.500000 Penalty: 5122.122070 Iteration 20F: 3 clusters Score -2689672 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28656 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -2689692.250000 Penalty: 5122.122070 Iteration 21Q: 3 clusters Score -2689692 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28696 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -2689709.750000 Penalty: 5122.122070 Iteration 22Q: 3 clusters Score -2689710 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28734 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -2689718.500000 Penalty: 5122.122070 Iteration 23Q: 3 clusters Score -2689718 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28760 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -2689727.500000 Penalty: 5122.122070 Iteration 24Q: 3 clusters Score -2689728 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28780 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -2689731.500000 Penalty: 5122.122070 Iteration 25Q: 3 clusters Score -2689732 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28797 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -2689735.500000 Penalty: 5122.122070 Iteration 26Q: 3 clusters Score -2689736 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28807 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -2689733.250000 Penalty: 5122.122070 Iteration 27Q: 3 clusters Score -2689733 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28810 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -2689732.500000 Penalty: 5122.122070 Iteration 28Q: 3 clusters Score -2689732 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28816 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -2689735.750000 Penalty: 5122.122070 Iteration 29Q: 3 clusters Score -2689736 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28821 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -2689737.500000 Penalty: 5122.122070 Iteration 30Q: 3 clusters Score -2689738 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28827 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -2689741.750000 Penalty: 5122.122070 Iteration 31Q: 3 clusters Score -2689742 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28833 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -2689742.500000 Penalty: 5122.122070 Iteration 32Q: 3 clusters Score -2689742 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28839 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -2689740.250000 Penalty: 5122.122070 Iteration 33Q: 3 clusters Score -2689740 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28846 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -2689742.750000 Penalty: 5122.122070 Iteration 34Q: 3 clusters Score -2689743 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28851 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -2689741.750000 Penalty: 5122.122070 Iteration 35Q: 3 clusters Score -2689742 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28855 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -2689740.250000 Penalty: 5122.122070 Iteration 36Q: 3 clusters Score -2689740 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28856 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -2689738.750000 Penalty: 5122.122070 Iteration 37Q: 3 clusters Score -2689739 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28856 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -2689738.750000 Penalty: 5122.122070 Iteration 38F: 3 clusters Score -2689739 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12297 members Mstep: Class 2 contains 15353 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261592 members Mstep: Class 7 contains 28856 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8319 members Mstep: Class 10 contains 66857 members Mstep: Class 11 contains 314823 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5437 members Mstep: Class 14 contains 1686 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep Score: -68896952.000000 Penalty: 63897.066406 Splitting cluster 7 changes total score from -68897120.000000 to -68896952.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (7379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7379 members Entering Unmasked Estep Score: -682549.687500 Penalty: 2208.785400 Iteration 0F: 2 clusters Score -682549.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -676506.125000 Penalty: 4417.570801 Iteration 0F: 3 clusters Score -676506.1 nChanged 2956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -678030.312500 Penalty: 4417.570801 Iteration 1F: 3 clusters Score -678030.3 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -678259.500000 Penalty: 4417.570801 Iteration 2F: 3 clusters Score -678259.5 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -678403.375000 Penalty: 4417.570801 Iteration 3Q: 3 clusters Score -678403.4 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -678513.562500 Penalty: 4417.570801 Iteration 4Q: 3 clusters Score -678513.6 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -678601.062500 Penalty: 4417.570801 Iteration 5Q: 3 clusters Score -678601.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -678670.812500 Penalty: 4417.570801 Iteration 6Q: 3 clusters Score -678670.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -678727.062500 Penalty: 4417.570801 Iteration 7Q: 3 clusters Score -678727.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -678766.562500 Penalty: 4417.570801 Iteration 8Q: 3 clusters Score -678766.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -678795.750000 Penalty: 4417.570801 Iteration 9Q: 3 clusters Score -678795.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -678818.875000 Penalty: 4417.570801 Iteration 10Q: 3 clusters Score -678818.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -678850.500000 Penalty: 4417.570801 Iteration 11Q: 3 clusters Score -678850.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -678882.125000 Penalty: 4417.570801 Iteration 12Q: 3 clusters Score -678882.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -678914.250000 Penalty: 4417.570801 Iteration 13Q: 3 clusters Score -678914.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -678943.375000 Penalty: 4417.570801 Iteration 14Q: 3 clusters Score -678943.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -678969.562500 Penalty: 4417.570801 Iteration 15Q: 3 clusters Score -678969.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -678998.062500 Penalty: 4417.570801 Iteration 16Q: 3 clusters Score -678998.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -679025.687500 Penalty: 4417.570801 Iteration 17Q: 3 clusters Score -679025.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -679054.437500 Penalty: 4417.570801 Iteration 18Q: 3 clusters Score -679054.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -679091.000000 Penalty: 4417.570801 Iteration 19Q: 3 clusters Score -679091 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -679131.625000 Penalty: 4417.570801 Iteration 20F: 3 clusters Score -679131.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -679187.562500 Penalty: 4417.570801 Iteration 21Q: 3 clusters Score -679187.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -679257.937500 Penalty: 4417.570801 Iteration 22Q: 3 clusters Score -679257.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -679337.625000 Penalty: 4417.570801 Iteration 23Q: 3 clusters Score -679337.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -679433.562500 Penalty: 4417.570801 Iteration 24Q: 3 clusters Score -679433.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -679570.375000 Penalty: 4417.570801 Iteration 25Q: 3 clusters Score -679570.4 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -679739.187500 Penalty: 4417.570801 Iteration 26Q: 3 clusters Score -679739.2 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -679915.687500 Penalty: 4417.570801 Iteration 27Q: 3 clusters Score -679915.7 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -680093.375000 Penalty: 4417.570801 Iteration 28Q: 3 clusters Score -680093.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 6295 members Entering Unmasked Estep Score: -680269.437500 Penalty: 4417.570801 Iteration 29Q: 3 clusters Score -680269.4 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 6435 members Entering Unmasked Estep Score: -680433.812500 Penalty: 4417.570801 Iteration 30Q: 3 clusters Score -680433.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 6539 members Entering Unmasked Estep Score: -680563.562500 Penalty: 4417.570801 Iteration 31Q: 3 clusters Score -680563.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 6616 members Entering Unmasked Estep Score: -680663.875000 Penalty: 4417.570801 Iteration 32Q: 3 clusters Score -680663.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 6653 members Entering Unmasked Estep Score: -680728.562500 Penalty: 4417.570801 Iteration 33Q: 3 clusters Score -680728.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 6683 members Entering Unmasked Estep Score: -680768.750000 Penalty: 4417.570801 Iteration 34Q: 3 clusters Score -680768.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 6709 members Entering Unmasked Estep Score: -680802.062500 Penalty: 4417.570801 Iteration 35Q: 3 clusters Score -680802.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -680821.875000 Penalty: 4417.570801 Iteration 36Q: 3 clusters Score -680821.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 6742 members Entering Unmasked Estep Score: -680831.375000 Penalty: 4417.570801 Iteration 37Q: 3 clusters Score -680831.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 6756 members Entering Unmasked Estep Score: -680848.750000 Penalty: 4417.570801 Iteration 38Q: 3 clusters Score -680848.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -680868.875000 Penalty: 4417.570801 Iteration 39Q: 3 clusters Score -680868.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 6783 members Entering Unmasked Estep Score: -680889.125000 Penalty: 4417.570801 Iteration 40F: 3 clusters Score -680889.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -680896.562500 Penalty: 4417.570801 Iteration 41Q: 3 clusters Score -680896.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -680898.625000 Penalty: 4417.570801 Iteration 42Q: 3 clusters Score -680898.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -680901.750000 Penalty: 4417.570801 Iteration 43Q: 3 clusters Score -680901.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 6799 members Entering Unmasked Estep Score: -680904.375000 Penalty: 4417.570801 Iteration 44Q: 3 clusters Score -680904.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 6799 members Entering Unmasked Estep Score: -680906.187500 Penalty: 4417.570801 Iteration 45Q: 3 clusters Score -680906.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -680907.812500 Penalty: 4417.570801 Iteration 46Q: 3 clusters Score -680907.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 6800 members Entering Unmasked Estep Score: -680907.625000 Penalty: 4417.570801 Iteration 47Q: 3 clusters Score -680907.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -680907.625000 Penalty: 4417.570801 Iteration 48Q: 3 clusters Score -680907.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 6802 members Entering Unmasked Estep Score: -680908.937500 Penalty: 4417.570801 Iteration 49Q: 3 clusters Score -680908.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 6804 members Entering Unmasked Estep Score: -680909.875000 Penalty: 4417.570801 Iteration 50Q: 3 clusters Score -680909.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -680912.562500 Penalty: 4417.570801 Iteration 51Q: 3 clusters Score -680912.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 6806 members Entering Unmasked Estep Score: -680917.437500 Penalty: 4417.570801 Iteration 52Q: 3 clusters Score -680917.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 6807 members Entering Unmasked Estep Score: -680919.125000 Penalty: 4417.570801 Iteration 53Q: 3 clusters Score -680919.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 6809 members Entering Unmasked Estep Score: -680921.187500 Penalty: 4417.570801 Iteration 54Q: 3 clusters Score -680921.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 6810 members Entering Unmasked Estep Score: -680920.875000 Penalty: 4417.570801 Iteration 55Q: 3 clusters Score -680920.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 6810 members Entering Unmasked Estep Score: -680920.875000 Penalty: 4417.570801 Iteration 56F: 3 clusters Score -680920.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8319 members Entering Unmasked Estep Score: -749434.875000 Penalty: 2238.521729 Iteration 0F: 2 clusters Score -749434.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -742934.062500 Penalty: 4477.043457 Iteration 0F: 3 clusters Score -742934.1 nChanged 3366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -744682.437500 Penalty: 4477.043457 Iteration 1F: 3 clusters Score -744682.4 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -744949.875000 Penalty: 4477.043457 Iteration 2F: 3 clusters Score -744949.9 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -745139.562500 Penalty: 4477.043457 Iteration 3Q: 3 clusters Score -745139.6 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -745283.562500 Penalty: 4477.043457 Iteration 4Q: 3 clusters Score -745283.6 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -745399.937500 Penalty: 4477.043457 Iteration 5Q: 3 clusters Score -745399.9 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -745503.437500 Penalty: 4477.043457 Iteration 6Q: 3 clusters Score -745503.4 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -745603.562500 Penalty: 4477.043457 Iteration 7Q: 3 clusters Score -745603.6 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -745718.562500 Penalty: 4477.043457 Iteration 8Q: 3 clusters Score -745718.6 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -745836.437500 Penalty: 4477.043457 Iteration 9Q: 3 clusters Score -745836.4 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -745958.812500 Penalty: 4477.043457 Iteration 10Q: 3 clusters Score -745958.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -746077.812500 Penalty: 4477.043457 Iteration 11Q: 3 clusters Score -746077.8 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -746209.187500 Penalty: 4477.043457 Iteration 12Q: 3 clusters Score -746209.2 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -746345.875000 Penalty: 4477.043457 Iteration 13Q: 3 clusters Score -746345.9 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -746512.312500 Penalty: 4477.043457 Iteration 14Q: 3 clusters Score -746512.3 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -746692.625000 Penalty: 4477.043457 Iteration 15Q: 3 clusters Score -746692.6 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7014 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -746847.687500 Penalty: 4477.043457 Iteration 16Q: 3 clusters Score -746847.7 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7197 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -746979.937500 Penalty: 4477.043457 Iteration 17Q: 3 clusters Score -746979.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -747090.125000 Penalty: 4477.043457 Iteration 18Q: 3 clusters Score -747090.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7479 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -747176.500000 Penalty: 4477.043457 Iteration 19Q: 3 clusters Score -747176.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7574 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -747252.625000 Penalty: 4477.043457 Iteration 20F: 3 clusters Score -747252.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7648 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -747307.562500 Penalty: 4477.043457 Iteration 21Q: 3 clusters Score -747307.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -747350.000000 Penalty: 4477.043457 Iteration 22Q: 3 clusters Score -747350 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7752 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -747387.125000 Penalty: 4477.043457 Iteration 23Q: 3 clusters Score -747387.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -747410.687500 Penalty: 4477.043457 Iteration 24Q: 3 clusters Score -747410.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7812 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -747428.562500 Penalty: 4477.043457 Iteration 25Q: 3 clusters Score -747428.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -747448.062500 Penalty: 4477.043457 Iteration 26Q: 3 clusters Score -747448.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -747460.687500 Penalty: 4477.043457 Iteration 27Q: 3 clusters Score -747460.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7864 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -747473.625000 Penalty: 4477.043457 Iteration 28Q: 3 clusters Score -747473.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7875 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -747481.625000 Penalty: 4477.043457 Iteration 29Q: 3 clusters Score -747481.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7885 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -747493.375000 Penalty: 4477.043457 Iteration 30Q: 3 clusters Score -747493.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7891 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -747498.562500 Penalty: 4477.043457 Iteration 31Q: 3 clusters Score -747498.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7897 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -747503.375000 Penalty: 4477.043457 Iteration 32Q: 3 clusters Score -747503.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7902 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -747505.875000 Penalty: 4477.043457 Iteration 33Q: 3 clusters Score -747505.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7904 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -747506.750000 Penalty: 4477.043457 Iteration 34Q: 3 clusters Score -747506.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7904 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -747509.562500 Penalty: 4477.043457 Iteration 35Q: 3 clusters Score -747509.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7906 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -747511.312500 Penalty: 4477.043457 Iteration 36Q: 3 clusters Score -747511.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7908 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -747511.125000 Penalty: 4477.043457 Iteration 37Q: 3 clusters Score -747511.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7909 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -747513.000000 Penalty: 4477.043457 Iteration 38Q: 3 clusters Score -747513 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7910 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -747514.500000 Penalty: 4477.043457 Iteration 39Q: 3 clusters Score -747514.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7910 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -747514.500000 Penalty: 4477.043457 Iteration 40F: 3 clusters Score -747514.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (66857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66857 members Entering Unmasked Estep Score: -6024685.000000 Penalty: 2755.357178 Iteration 0F: 2 clusters Score -6024685 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33208 members Mstep: Class 2 contains 33649 members Entering Unmasked Estep Score: -5979835.000000 Penalty: 5510.714355 Iteration 0F: 3 clusters Score -5979835 nChanged 31295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30935 members Mstep: Class 2 contains 35922 members Entering Unmasked Estep Score: -5997415.000000 Penalty: 5510.714355 Iteration 1F: 3 clusters Score -5997415 nChanged 2838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29445 members Mstep: Class 2 contains 37412 members Entering Unmasked Estep Score: -5998348.500000 Penalty: 5510.714355 Iteration 2Q: 3 clusters Score -5998348 nChanged 3035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27292 members Mstep: Class 2 contains 39565 members Entering Unmasked Estep Score: -5999562.000000 Penalty: 5510.714355 Iteration 3Q: 3 clusters Score -5999562 nChanged 3708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24046 members Mstep: Class 2 contains 42811 members Entering Unmasked Estep Score: -6001566.500000 Penalty: 5510.714355 Iteration 4F: 3 clusters Score -6001566 nChanged 4655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19639 members Mstep: Class 2 contains 47218 members Entering Unmasked Estep Score: -6004766.000000 Penalty: 5510.714355 Iteration 5F: 3 clusters Score -6004766 nChanged 5581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14194 members Mstep: Class 2 contains 52663 members Entering Unmasked Estep Score: -6009486.000000 Penalty: 5510.714355 Iteration 6F: 3 clusters Score -6009486 nChanged 5400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8850 members Mstep: Class 2 contains 58007 members Entering Unmasked Estep Score: -6014457.000000 Penalty: 5510.714355 Iteration 7F: 3 clusters Score -6014457 nChanged 4013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 61980 members Entering Unmasked Estep Score: -6018224.500000 Penalty: 5510.714355 Iteration 8F: 3 clusters Score -6018224 nChanged 2341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 64315 members Entering Unmasked Estep Score: -6020360.000000 Penalty: 5510.714355 Iteration 9Q: 3 clusters Score -6020360 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 65463 members Entering Unmasked Estep Score: -6021347.500000 Penalty: 5510.714355 Iteration 10Q: 3 clusters Score -6021348 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 65943 members Entering Unmasked Estep Score: -6021783.500000 Penalty: 5510.714355 Iteration 11Q: 3 clusters Score -6021784 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 66150 members Entering Unmasked Estep Score: -6022016.000000 Penalty: 5510.714355 Iteration 12Q: 3 clusters Score -6022016 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 66261 members Entering Unmasked Estep Score: -6022120.500000 Penalty: 5510.714355 Iteration 13Q: 3 clusters Score -6022120 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 66343 members Entering Unmasked Estep Score: -6022205.500000 Penalty: 5510.714355 Iteration 14Q: 3 clusters Score -6022206 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 66388 members Entering Unmasked Estep Score: -6022249.000000 Penalty: 5510.714355 Iteration 15Q: 3 clusters Score -6022249 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 66419 members Entering Unmasked Estep Score: -6022284.500000 Penalty: 5510.714355 Iteration 16Q: 3 clusters Score -6022284 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 66444 members Entering Unmasked Estep Score: -6022305.500000 Penalty: 5510.714355 Iteration 17Q: 3 clusters Score -6022306 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 66455 members Entering Unmasked Estep Score: -6022313.000000 Penalty: 5510.714355 Iteration 18Q: 3 clusters Score -6022313 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 66455 members Entering Unmasked Estep Score: -6022323.000000 Penalty: 5510.714355 Iteration 19Q: 3 clusters Score -6022323 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 66461 members Entering Unmasked Estep Score: -6022321.000000 Penalty: 5510.714355 Iteration 20F: 3 clusters Score -6022321 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 66466 members Entering Unmasked Estep Score: -6022329.000000 Penalty: 5510.714355 Iteration 21Q: 3 clusters Score -6022329 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 66470 members Entering Unmasked Estep Score: -6022336.500000 Penalty: 5510.714355 Iteration 22Q: 3 clusters Score -6022336 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 66471 members Entering Unmasked Estep Score: -6022334.500000 Penalty: 5510.714355 Iteration 23Q: 3 clusters Score -6022334 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 66470 members Entering Unmasked Estep Score: -6022335.500000 Penalty: 5510.714355 Iteration 24Q: 3 clusters Score -6022336 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 66471 members Entering Unmasked Estep Score: -6022344.000000 Penalty: 5510.714355 Iteration 25Q: 3 clusters Score -6022344 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 66471 members Entering Unmasked Estep Score: -6022344.000000 Penalty: 5510.714355 Iteration 26Q: 3 clusters Score -6022344 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 66471 members Entering Unmasked Estep Score: -6022344.000000 Penalty: 5510.714355 Iteration 27F: 3 clusters Score -6022344 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (314823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314823 members Entering Unmasked Estep Score: -28704468.000000 Penalty: 3139.622070 Iteration 0F: 2 clusters Score -2.870447e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157849 members Mstep: Class 2 contains 156974 members Entering Unmasked Estep Score: -28492546.000000 Penalty: 6279.244141 Iteration 0F: 3 clusters Score -2.849255e+07 nChanged 152511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165590 members Mstep: Class 2 contains 149233 members Entering Unmasked Estep Score: -28584350.000000 Penalty: 6279.244141 Iteration 1F: 3 clusters Score -2.858435e+07 nChanged 8591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170185 members Mstep: Class 2 contains 144638 members Entering Unmasked Estep Score: -28586738.000000 Penalty: 6279.244141 Iteration 2Q: 3 clusters Score -2.858674e+07 nChanged 10024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177163 members Mstep: Class 2 contains 137660 members Entering Unmasked Estep Score: -28590306.000000 Penalty: 6279.244141 Iteration 3Q: 3 clusters Score -2.859031e+07 nChanged 12368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187355 members Mstep: Class 2 contains 127468 members Entering Unmasked Estep Score: -28596020.000000 Penalty: 6279.244141 Iteration 4Q: 3 clusters Score -2.859602e+07 nChanged 15685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201882 members Mstep: Class 2 contains 112941 members Entering Unmasked Estep Score: -28605536.000000 Penalty: 6279.244141 Iteration 5Q: 3 clusters Score -2.860554e+07 nChanged 19829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221187 members Mstep: Class 2 contains 93636 members Entering Unmasked Estep Score: -28620082.000000 Penalty: 6279.244141 Iteration 6F: 3 clusters Score -2.862008e+07 nChanged 23359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244442 members Mstep: Class 2 contains 70381 members Entering Unmasked Estep Score: -28638962.000000 Penalty: 6279.244141 Iteration 7F: 3 clusters Score -2.863896e+07 nChanged 24466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268898 members Mstep: Class 2 contains 45925 members Entering Unmasked Estep Score: -28660772.000000 Penalty: 6279.244141 Iteration 8F: 3 clusters Score -2.866077e+07 nChanged 20989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289887 members Mstep: Class 2 contains 24936 members Entering Unmasked Estep Score: -28680060.000000 Penalty: 6279.244141 Iteration 9F: 3 clusters Score -2.868006e+07 nChanged 13419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303306 members Mstep: Class 2 contains 11517 members Entering Unmasked Estep Score: -28692076.000000 Penalty: 6279.244141 Iteration 10Q: 3 clusters Score -2.869208e+07 nChanged 6743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310047 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -28697988.000000 Penalty: 6279.244141 Iteration 11Q: 3 clusters Score -2.869799e+07 nChanged 2731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312774 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -28700232.000000 Penalty: 6279.244141 Iteration 12Q: 3 clusters Score -2.870023e+07 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313763 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -28701050.000000 Penalty: 6279.244141 Iteration 13Q: 3 clusters Score -2.870105e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314072 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -28701316.000000 Penalty: 6279.244141 Iteration 14Q: 3 clusters Score -2.870132e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314206 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -28701470.000000 Penalty: 6279.244141 Iteration 15Q: 3 clusters Score -2.870147e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314263 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -28701566.000000 Penalty: 6279.244141 Iteration 16Q: 3 clusters Score -2.870157e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314303 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -28701594.000000 Penalty: 6279.244141 Iteration 17Q: 3 clusters Score -2.870159e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314334 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -28701644.000000 Penalty: 6279.244141 Iteration 18Q: 3 clusters Score -2.870164e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314353 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -28701634.000000 Penalty: 6279.244141 Iteration 19Q: 3 clusters Score -2.870163e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314359 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -28701664.000000 Penalty: 6279.244141 Iteration 20F: 3 clusters Score -2.870166e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314361 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -28701666.000000 Penalty: 6279.244141 Iteration 21Q: 3 clusters Score -2.870167e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314365 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -28701680.000000 Penalty: 6279.244141 Iteration 22Q: 3 clusters Score -2.870168e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314370 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -28701682.000000 Penalty: 6279.244141 Iteration 23Q: 3 clusters Score -2.870168e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314372 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -28701700.000000 Penalty: 6279.244141 Iteration 24Q: 3 clusters Score -2.87017e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314373 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -28701694.000000 Penalty: 6279.244141 Iteration 25Q: 3 clusters Score -2.870169e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314378 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -28701716.000000 Penalty: 6279.244141 Iteration 26Q: 3 clusters Score -2.870172e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314385 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -28701706.000000 Penalty: 6279.244141 Iteration 27Q: 3 clusters Score -2.870171e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314390 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -28701714.000000 Penalty: 6279.244141 Iteration 28Q: 3 clusters Score -2.870171e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314395 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -28701726.000000 Penalty: 6279.244141 Iteration 29Q: 3 clusters Score -2.870173e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314399 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -28701734.000000 Penalty: 6279.244141 Iteration 30Q: 3 clusters Score -2.870173e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314398 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -28701760.000000 Penalty: 6279.244141 Iteration 31Q: 3 clusters Score -2.870176e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314400 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -28701746.000000 Penalty: 6279.244141 Iteration 32Q: 3 clusters Score -2.870175e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314401 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -28701754.000000 Penalty: 6279.244141 Iteration 33Q: 3 clusters Score -2.870175e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314403 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -28701758.000000 Penalty: 6279.244141 Iteration 34Q: 3 clusters Score -2.870176e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314405 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -28701748.000000 Penalty: 6279.244141 Iteration 35Q: 3 clusters Score -2.870175e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314406 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -28701762.000000 Penalty: 6279.244141 Iteration 36Q: 3 clusters Score -2.870176e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314406 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -28701770.000000 Penalty: 6279.244141 Iteration 37Q: 3 clusters Score -2.870177e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314408 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -28701764.000000 Penalty: 6279.244141 Iteration 38Q: 3 clusters Score -2.870176e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314410 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -28701754.000000 Penalty: 6279.244141 Iteration 39Q: 3 clusters Score -2.870175e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314409 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -28701750.000000 Penalty: 6279.244141 Iteration 40F: 3 clusters Score -2.870175e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (13720 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13720 members Entering Unmasked Estep Score: -1256587.375000 Penalty: 2362.599121 Iteration 0F: 2 clusters Score -1256587 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -1246625.750000 Penalty: 4725.198242 Iteration 0F: 3 clusters Score -1246626 nChanged 5823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6688 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -1249741.500000 Penalty: 4725.198242 Iteration 1F: 3 clusters Score -1249742 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 7126 members Entering Unmasked Estep Score: -1250092.125000 Penalty: 4725.198242 Iteration 2F: 3 clusters Score -1250092 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6508 members Mstep: Class 2 contains 7212 members Entering Unmasked Estep Score: -1250353.625000 Penalty: 4725.198242 Iteration 3Q: 3 clusters Score -1250354 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 7288 members Entering Unmasked Estep Score: -1250518.375000 Penalty: 4725.198242 Iteration 4Q: 3 clusters Score -1250518 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 7388 members Entering Unmasked Estep Score: -1250638.500000 Penalty: 4725.198242 Iteration 5Q: 3 clusters Score -1250638 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 7520 members Entering Unmasked Estep Score: -1250736.750000 Penalty: 4725.198242 Iteration 6Q: 3 clusters Score -1250737 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6035 members Mstep: Class 2 contains 7685 members Entering Unmasked Estep Score: -1250836.750000 Penalty: 4725.198242 Iteration 7Q: 3 clusters Score -1250837 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -1250921.500000 Penalty: 4725.198242 Iteration 8Q: 3 clusters Score -1250922 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 8082 members Entering Unmasked Estep Score: -1251006.500000 Penalty: 4725.198242 Iteration 9Q: 3 clusters Score -1251006 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 8339 members Entering Unmasked Estep Score: -1251100.375000 Penalty: 4725.198242 Iteration 10Q: 3 clusters Score -1251100 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 8656 members Entering Unmasked Estep Score: -1251218.750000 Penalty: 4725.198242 Iteration 11Q: 3 clusters Score -1251219 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 9026 members Entering Unmasked Estep Score: -1251369.125000 Penalty: 4725.198242 Iteration 12Q: 3 clusters Score -1251369 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 9479 members Entering Unmasked Estep Score: -1251596.875000 Penalty: 4725.198242 Iteration 13Q: 3 clusters Score -1251597 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 10043 members Entering Unmasked Estep Score: -1251948.125000 Penalty: 4725.198242 Iteration 14Q: 3 clusters Score -1251948 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 10718 members Entering Unmasked Estep Score: -1252476.000000 Penalty: 4725.198242 Iteration 15F: 3 clusters Score -1252476 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 11436 members Entering Unmasked Estep Score: -1253157.125000 Penalty: 4725.198242 Iteration 16F: 3 clusters Score -1253157 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 12096 members Entering Unmasked Estep Score: -1253909.125000 Penalty: 4725.198242 Iteration 17F: 3 clusters Score -1253909 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 12546 members Entering Unmasked Estep Score: -1254548.250000 Penalty: 4725.198242 Iteration 18Q: 3 clusters Score -1254548 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 12790 members Entering Unmasked Estep Score: -1255046.000000 Penalty: 4725.198242 Iteration 19Q: 3 clusters Score -1255046 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 12878 members Entering Unmasked Estep Score: -1255378.125000 Penalty: 4725.198242 Iteration 20F: 3 clusters Score -1255378 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 12905 members Entering Unmasked Estep Score: -1255541.875000 Penalty: 4725.198242 Iteration 21Q: 3 clusters Score -1255542 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 12920 members Entering Unmasked Estep Score: -1255623.750000 Penalty: 4725.198242 Iteration 22Q: 3 clusters Score -1255624 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 12922 members Entering Unmasked Estep Score: -1255648.500000 Penalty: 4725.198242 Iteration 23Q: 3 clusters Score -1255648 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 12913 members Entering Unmasked Estep Score: -1255665.125000 Penalty: 4725.198242 Iteration 24Q: 3 clusters Score -1255665 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 12915 members Entering Unmasked Estep Score: -1255676.125000 Penalty: 4725.198242 Iteration 25Q: 3 clusters Score -1255676 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 12910 members Entering Unmasked Estep Score: -1255680.250000 Penalty: 4725.198242 Iteration 26Q: 3 clusters Score -1255680 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 12908 members Entering Unmasked Estep Score: -1255683.000000 Penalty: 4725.198242 Iteration 27Q: 3 clusters Score -1255683 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 12907 members Entering Unmasked Estep Score: -1255681.625000 Penalty: 4725.198242 Iteration 28Q: 3 clusters Score -1255682 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 12908 members Entering Unmasked Estep Score: -1255686.875000 Penalty: 4725.198242 Iteration 29Q: 3 clusters Score -1255687 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 12906 members Entering Unmasked Estep Score: -1255686.625000 Penalty: 4725.198242 Iteration 30Q: 3 clusters Score -1255687 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 12907 members Entering Unmasked Estep Score: -1255687.250000 Penalty: 4725.198242 Iteration 31Q: 3 clusters Score -1255687 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 12906 members Entering Unmasked Estep Score: -1255687.250000 Penalty: 4725.198242 Iteration 32Q: 3 clusters Score -1255687 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 12906 members Entering Unmasked Estep Score: -1255687.250000 Penalty: 4725.198242 Iteration 33F: 3 clusters Score -1255687 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (5437 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Entering Unmasked Estep Score: -451636.218750 Penalty: 2133.043701 Iteration 0F: 2 clusters Score -451636.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -446825.593750 Penalty: 4266.087402 Iteration 0F: 3 clusters Score -446825.6 nChanged 2124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -448079.875000 Penalty: 4266.087402 Iteration 1F: 3 clusters Score -448079.9 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -448331.062500 Penalty: 4266.087402 Iteration 2F: 3 clusters Score -448331.1 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -448501.187500 Penalty: 4266.087402 Iteration 3F: 3 clusters Score -448501.2 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -448607.218750 Penalty: 4266.087402 Iteration 4Q: 3 clusters Score -448607.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -448695.000000 Penalty: 4266.087402 Iteration 5Q: 3 clusters Score -448695 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -448787.250000 Penalty: 4266.087402 Iteration 6Q: 3 clusters Score -448787.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -448886.562500 Penalty: 4266.087402 Iteration 7Q: 3 clusters Score -448886.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -448977.468750 Penalty: 4266.087402 Iteration 8Q: 3 clusters Score -448977.5 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -449076.187500 Penalty: 4266.087402 Iteration 9Q: 3 clusters Score -449076.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -449185.875000 Penalty: 4266.087402 Iteration 10Q: 3 clusters Score -449185.9 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -449300.875000 Penalty: 4266.087402 Iteration 11Q: 3 clusters Score -449300.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -449429.093750 Penalty: 4266.087402 Iteration 12Q: 3 clusters Score -449429.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -449548.906250 Penalty: 4266.087402 Iteration 13Q: 3 clusters Score -449548.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -449660.875000 Penalty: 4266.087402 Iteration 14Q: 3 clusters Score -449660.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -449751.437500 Penalty: 4266.087402 Iteration 15Q: 3 clusters Score -449751.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -449811.687500 Penalty: 4266.087402 Iteration 16Q: 3 clusters Score -449811.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -449868.593750 Penalty: 4266.087402 Iteration 17Q: 3 clusters Score -449868.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -449908.562500 Penalty: 4266.087402 Iteration 18Q: 3 clusters Score -449908.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -449940.156250 Penalty: 4266.087402 Iteration 19Q: 3 clusters Score -449940.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -449966.062500 Penalty: 4266.087402 Iteration 20F: 3 clusters Score -449966.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -449992.187500 Penalty: 4266.087402 Iteration 21Q: 3 clusters Score -449992.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -450009.906250 Penalty: 4266.087402 Iteration 22Q: 3 clusters Score -450009.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -450023.437500 Penalty: 4266.087402 Iteration 23Q: 3 clusters Score -450023.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -450039.906250 Penalty: 4266.087402 Iteration 24Q: 3 clusters Score -450039.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -450052.343750 Penalty: 4266.087402 Iteration 25Q: 3 clusters Score -450052.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -450057.250000 Penalty: 4266.087402 Iteration 26Q: 3 clusters Score -450057.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -450060.843750 Penalty: 4266.087402 Iteration 27Q: 3 clusters Score -450060.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -450067.312500 Penalty: 4266.087402 Iteration 28Q: 3 clusters Score -450067.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -450074.437500 Penalty: 4266.087402 Iteration 29Q: 3 clusters Score -450074.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -450076.906250 Penalty: 4266.087402 Iteration 30Q: 3 clusters Score -450076.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -450081.343750 Penalty: 4266.087402 Iteration 31Q: 3 clusters Score -450081.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -450083.812500 Penalty: 4266.087402 Iteration 32Q: 3 clusters Score -450083.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -450086.343750 Penalty: 4266.087402 Iteration 33Q: 3 clusters Score -450086.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -450087.156250 Penalty: 4266.087402 Iteration 34Q: 3 clusters Score -450087.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -450087.375000 Penalty: 4266.087402 Iteration 35Q: 3 clusters Score -450087.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -450089.718750 Penalty: 4266.087402 Iteration 36Q: 3 clusters Score -450089.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -450093.062500 Penalty: 4266.087402 Iteration 37Q: 3 clusters Score -450093.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -450097.093750 Penalty: 4266.087402 Iteration 38Q: 3 clusters Score -450097.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -450097.093750 Penalty: 4266.087402 Iteration 39Q: 3 clusters Score -450097.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -450098.250000 Penalty: 4266.087402 Iteration 40F: 3 clusters Score -450098.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -450099.468750 Penalty: 4266.087402 Iteration 41Q: 3 clusters Score -450099.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -450098.937500 Penalty: 4266.087402 Iteration 42Q: 3 clusters Score -450098.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -450098.937500 Penalty: 4266.087402 Iteration 43F: 3 clusters Score -450098.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Entering Unmasked Estep Score: -115222.507812 Penalty: 1794.075928 Iteration 0F: 2 clusters Score -115222.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -112982.257812 Penalty: 3588.151855 Iteration 0F: 3 clusters Score -112982.3 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -113382.250000 Penalty: 3588.151855 Iteration 1F: 3 clusters Score -113382.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -113536.203125 Penalty: 3588.151855 Iteration 2F: 3 clusters Score -113536.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -113655.984375 Penalty: 3588.151855 Iteration 3Q: 3 clusters Score -113656 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -113789.195312 Penalty: 3588.151855 Iteration 4Q: 3 clusters Score -113789.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -114041.234375 Penalty: 3588.151855 Iteration 5F: 3 clusters Score -114041.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -114437.312500 Penalty: 3588.151855 Iteration 6F: 3 clusters Score -114437.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -114963.390625 Penalty: 3588.151855 Iteration 7F: 3 clusters Score -114963.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -115192.570312 Penalty: 3588.151855 Iteration 8F: 3 clusters Score -115192.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -115321.757812 Penalty: 3588.151855 Iteration 9Q: 3 clusters Score -115321.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -115389.242188 Penalty: 3588.151855 Iteration 10Q: 3 clusters Score -115389.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -115419.460938 Penalty: 3588.151855 Iteration 11Q: 3 clusters Score -115419.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -115427.414062 Penalty: 3588.151855 Iteration 12Q: 3 clusters Score -115427.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -115431.414062 Penalty: 3588.151855 Iteration 13Q: 3 clusters Score -115431.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -115433.414062 Penalty: 3588.151855 Iteration 14Q: 3 clusters Score -115433.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -115436.203125 Penalty: 3588.151855 Iteration 15Q: 3 clusters Score -115436.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -115436.203125 Penalty: 3588.151855 Iteration 16F: 3 clusters Score -115436.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12297 members Mstep: Class 2 contains 15353 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261592 members Mstep: Class 7 contains 30542 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8319 members Mstep: Class 10 contains 66857 members Mstep: Class 11 contains 314823 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5437 members Mstep: Class 14 contains 487 members Mstep: Class 16 contains 899 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep Score: -68895784.000000 Penalty: 63897.066406 Splitting cluster 16 changes total score from -68897120.000000 to -68895784.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (744 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Entering Unmasked Estep Score: -60035.789062 Penalty: 1639.786133 Iteration 0F: 2 clusters Score -60035.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -58313.125000 Penalty: 3279.572266 Iteration 0F: 3 clusters Score -58313.12 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -58576.320312 Penalty: 3279.572266 Iteration 1F: 3 clusters Score -58576.32 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -58664.593750 Penalty: 3279.572266 Iteration 2F: 3 clusters Score -58664.59 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -58693.902344 Penalty: 3279.572266 Iteration 3Q: 3 clusters Score -58693.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -58707.785156 Penalty: 3279.572266 Iteration 4Q: 3 clusters Score -58707.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -58716.644531 Penalty: 3279.572266 Iteration 5Q: 3 clusters Score -58716.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -58719.859375 Penalty: 3279.572266 Iteration 6Q: 3 clusters Score -58719.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -58721.515625 Penalty: 3279.572266 Iteration 7Q: 3 clusters Score -58721.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -58722.703125 Penalty: 3279.572266 Iteration 8Q: 3 clusters Score -58722.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -58722.703125 Penalty: 3279.572266 Iteration 9F: 3 clusters Score -58722.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (10708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10708 members Entering Unmasked Estep Score: -992501.625000 Penalty: 2301.129150 Iteration 0F: 2 clusters Score -992501.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -984404.250000 Penalty: 4602.258301 Iteration 0F: 3 clusters Score -984404.2 nChanged 4496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5708 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -986939.125000 Penalty: 4602.258301 Iteration 1F: 3 clusters Score -986939.1 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -987499.625000 Penalty: 4602.258301 Iteration 2F: 3 clusters Score -987499.6 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6465 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -988162.562500 Penalty: 4602.258301 Iteration 3F: 3 clusters Score -988162.6 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7032 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -988993.187500 Penalty: 4602.258301 Iteration 4F: 3 clusters Score -988993.2 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7723 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -989810.750000 Penalty: 4602.258301 Iteration 5F: 3 clusters Score -989810.8 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8331 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -990438.375000 Penalty: 4602.258301 Iteration 6F: 3 clusters Score -990438.4 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8806 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -990880.375000 Penalty: 4602.258301 Iteration 7Q: 3 clusters Score -990880.4 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9157 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -991184.125000 Penalty: 4602.258301 Iteration 8Q: 3 clusters Score -991184.1 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9405 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -991392.687500 Penalty: 4602.258301 Iteration 9Q: 3 clusters Score -991392.7 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9558 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -991517.000000 Penalty: 4602.258301 Iteration 10Q: 3 clusters Score -991517 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9658 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -991586.625000 Penalty: 4602.258301 Iteration 11Q: 3 clusters Score -991586.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -991632.437500 Penalty: 4602.258301 Iteration 12Q: 3 clusters Score -991632.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9777 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -991655.062500 Penalty: 4602.258301 Iteration 13Q: 3 clusters Score -991655.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9806 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -991673.437500 Penalty: 4602.258301 Iteration 14Q: 3 clusters Score -991673.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9846 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -991696.312500 Penalty: 4602.258301 Iteration 15Q: 3 clusters Score -991696.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9869 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -991703.687500 Penalty: 4602.258301 Iteration 16Q: 3 clusters Score -991703.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9894 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -991715.687500 Penalty: 4602.258301 Iteration 17Q: 3 clusters Score -991715.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9914 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -991728.500000 Penalty: 4602.258301 Iteration 18Q: 3 clusters Score -991728.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9930 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -991737.750000 Penalty: 4602.258301 Iteration 19Q: 3 clusters Score -991737.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9940 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -991741.750000 Penalty: 4602.258301 Iteration 20F: 3 clusters Score -991741.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9949 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -991745.812500 Penalty: 4602.258301 Iteration 21Q: 3 clusters Score -991745.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9955 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -991748.250000 Penalty: 4602.258301 Iteration 22Q: 3 clusters Score -991748.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9960 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -991750.000000 Penalty: 4602.258301 Iteration 23Q: 3 clusters Score -991750 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9963 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -991750.875000 Penalty: 4602.258301 Iteration 24Q: 3 clusters Score -991750.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9965 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -991752.125000 Penalty: 4602.258301 Iteration 25Q: 3 clusters Score -991752.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9965 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -991752.125000 Penalty: 4602.258301 Iteration 26F: 3 clusters Score -991752.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7762 members Entering Unmasked Estep Score: -703270.250000 Penalty: 2221.334717 Iteration 0F: 2 clusters Score -703270.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -696974.500000 Penalty: 4442.669434 Iteration 0F: 3 clusters Score -696974.5 nChanged 3183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -698732.812500 Penalty: 4442.669434 Iteration 1F: 3 clusters Score -698732.8 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -699184.562500 Penalty: 4442.669434 Iteration 2F: 3 clusters Score -699184.6 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -699691.250000 Penalty: 4442.669434 Iteration 3F: 3 clusters Score -699691.2 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -700185.937500 Penalty: 4442.669434 Iteration 4F: 3 clusters Score -700185.9 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -700598.000000 Penalty: 4442.669434 Iteration 5F: 3 clusters Score -700598 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -700947.750000 Penalty: 4442.669434 Iteration 6F: 3 clusters Score -700947.8 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -701207.750000 Penalty: 4442.669434 Iteration 7Q: 3 clusters Score -701207.8 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -701391.375000 Penalty: 4442.669434 Iteration 8Q: 3 clusters Score -701391.4 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -701521.187500 Penalty: 4442.669434 Iteration 9Q: 3 clusters Score -701521.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -701612.625000 Penalty: 4442.669434 Iteration 10Q: 3 clusters Score -701612.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 5685 members Entering Unmasked Estep Score: -701682.125000 Penalty: 4442.669434 Iteration 11Q: 3 clusters Score -701682.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 5756 members Entering Unmasked Estep Score: -701729.250000 Penalty: 4442.669434 Iteration 12Q: 3 clusters Score -701729.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 5827 members Entering Unmasked Estep Score: -701770.312500 Penalty: 4442.669434 Iteration 13Q: 3 clusters Score -701770.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -701805.437500 Penalty: 4442.669434 Iteration 14Q: 3 clusters Score -701805.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -701832.187500 Penalty: 4442.669434 Iteration 15Q: 3 clusters Score -701832.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -701851.750000 Penalty: 4442.669434 Iteration 16Q: 3 clusters Score -701851.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 6021 members Entering Unmasked Estep Score: -701871.187500 Penalty: 4442.669434 Iteration 17Q: 3 clusters Score -701871.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 6052 members Entering Unmasked Estep Score: -701890.562500 Penalty: 4442.669434 Iteration 18Q: 3 clusters Score -701890.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 6080 members Entering Unmasked Estep Score: -701908.375000 Penalty: 4442.669434 Iteration 19Q: 3 clusters Score -701908.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 6112 members Entering Unmasked Estep Score: -701928.000000 Penalty: 4442.669434 Iteration 20F: 3 clusters Score -701928 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -701943.625000 Penalty: 4442.669434 Iteration 21Q: 3 clusters Score -701943.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -701956.312500 Penalty: 4442.669434 Iteration 22Q: 3 clusters Score -701956.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 6204 members Entering Unmasked Estep Score: -701972.375000 Penalty: 4442.669434 Iteration 23Q: 3 clusters Score -701972.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -701980.250000 Penalty: 4442.669434 Iteration 24Q: 3 clusters Score -701980.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -701984.125000 Penalty: 4442.669434 Iteration 25Q: 3 clusters Score -701984.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 6252 members Entering Unmasked Estep Score: -701988.437500 Penalty: 4442.669434 Iteration 26Q: 3 clusters Score -701988.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -701992.625000 Penalty: 4442.669434 Iteration 27Q: 3 clusters Score -701992.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -701995.250000 Penalty: 4442.669434 Iteration 28Q: 3 clusters Score -701995.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 6285 members Entering Unmasked Estep Score: -702000.625000 Penalty: 4442.669434 Iteration 29Q: 3 clusters Score -702000.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 6290 members Entering Unmasked Estep Score: -702001.500000 Penalty: 4442.669434 Iteration 30Q: 3 clusters Score -702001.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 6295 members Entering Unmasked Estep Score: -702002.187500 Penalty: 4442.669434 Iteration 31Q: 3 clusters Score -702002.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 6303 members Entering Unmasked Estep Score: -702005.375000 Penalty: 4442.669434 Iteration 32Q: 3 clusters Score -702005.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 6308 members Entering Unmasked Estep Score: -702007.000000 Penalty: 4442.669434 Iteration 33Q: 3 clusters Score -702007 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -702006.812500 Penalty: 4442.669434 Iteration 34Q: 3 clusters Score -702006.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 6317 members Entering Unmasked Estep Score: -702009.375000 Penalty: 4442.669434 Iteration 35Q: 3 clusters Score -702009.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 6319 members Entering Unmasked Estep Score: -702008.562500 Penalty: 4442.669434 Iteration 36Q: 3 clusters Score -702008.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -702008.187500 Penalty: 4442.669434 Iteration 37Q: 3 clusters Score -702008.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -702008.187500 Penalty: 4442.669434 Iteration 38F: 3 clusters Score -702008.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1317 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Entering Unmasked Estep Score: -108488.828125 Penalty: 1781.411743 Iteration 0F: 2 clusters Score -108488.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -106376.765625 Penalty: 3562.823486 Iteration 0F: 3 clusters Score -106376.8 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -106782.453125 Penalty: 3562.823486 Iteration 1F: 3 clusters Score -106782.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -106900.984375 Penalty: 3562.823486 Iteration 2F: 3 clusters Score -106901 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -106996.578125 Penalty: 3562.823486 Iteration 3Q: 3 clusters Score -106996.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -107069.820312 Penalty: 3562.823486 Iteration 4Q: 3 clusters Score -107069.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -107155.328125 Penalty: 3562.823486 Iteration 5Q: 3 clusters Score -107155.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -107231.296875 Penalty: 3562.823486 Iteration 6Q: 3 clusters Score -107231.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -107301.703125 Penalty: 3562.823486 Iteration 7Q: 3 clusters Score -107301.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -107378.312500 Penalty: 3562.823486 Iteration 8Q: 3 clusters Score -107378.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -107471.851562 Penalty: 3562.823486 Iteration 9Q: 3 clusters Score -107471.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -107534.000000 Penalty: 3562.823486 Iteration 10Q: 3 clusters Score -107534 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -107569.109375 Penalty: 3562.823486 Iteration 11Q: 3 clusters Score -107569.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -107625.351562 Penalty: 3562.823486 Iteration 12Q: 3 clusters Score -107625.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -107685.687500 Penalty: 3562.823486 Iteration 13Q: 3 clusters Score -107685.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -107759.617188 Penalty: 3562.823486 Iteration 14Q: 3 clusters Score -107759.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -107830.632812 Penalty: 3562.823486 Iteration 15Q: 3 clusters Score -107830.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -107886.921875 Penalty: 3562.823486 Iteration 16Q: 3 clusters Score -107886.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -107923.195312 Penalty: 3562.823486 Iteration 17Q: 3 clusters Score -107923.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -107967.609375 Penalty: 3562.823486 Iteration 18Q: 3 clusters Score -107967.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -108004.875000 Penalty: 3562.823486 Iteration 19Q: 3 clusters Score -108004.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -108031.765625 Penalty: 3562.823486 Iteration 20F: 3 clusters Score -108031.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -108056.890625 Penalty: 3562.823486 Iteration 21Q: 3 clusters Score -108056.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -108075.796875 Penalty: 3562.823486 Iteration 22Q: 3 clusters Score -108075.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -108096.312500 Penalty: 3562.823486 Iteration 23Q: 3 clusters Score -108096.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -108126.398438 Penalty: 3562.823486 Iteration 24Q: 3 clusters Score -108126.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -108160.234375 Penalty: 3562.823486 Iteration 25Q: 3 clusters Score -108160.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -108189.484375 Penalty: 3562.823486 Iteration 26Q: 3 clusters Score -108189.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -108222.492188 Penalty: 3562.823486 Iteration 27Q: 3 clusters Score -108222.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -108251.132812 Penalty: 3562.823486 Iteration 28Q: 3 clusters Score -108251.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -108269.343750 Penalty: 3562.823486 Iteration 29Q: 3 clusters Score -108269.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -108278.843750 Penalty: 3562.823486 Iteration 30Q: 3 clusters Score -108278.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -108283.265625 Penalty: 3562.823486 Iteration 31Q: 3 clusters Score -108283.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -108291.890625 Penalty: 3562.823486 Iteration 32Q: 3 clusters Score -108291.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -108295.203125 Penalty: 3562.823486 Iteration 33Q: 3 clusters Score -108295.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -108295.867188 Penalty: 3562.823486 Iteration 34Q: 3 clusters Score -108295.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -108295.867188 Penalty: 3562.823486 Iteration 35F: 3 clusters Score -108295.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12297 members Mstep: Class 2 contains 15353 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261592 members Mstep: Class 7 contains 30542 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8319 members Mstep: Class 10 contains 66857 members Mstep: Class 11 contains 314823 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5437 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897136.000000 Penalty: 60534.062500 Iteration 159Q: 19 clusters Score -6.889714e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12297 members Mstep: Class 2 contains 15353 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261593 members Mstep: Class 7 contains 30543 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8319 members Mstep: Class 10 contains 66857 members Mstep: Class 11 contains 314820 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5438 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897144.000000 Penalty: 60534.062500 Iteration 160F: 19 clusters Score -6.889714e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12297 members Mstep: Class 2 contains 15354 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261592 members Mstep: Class 7 contains 30543 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8319 members Mstep: Class 10 contains 66857 members Mstep: Class 11 contains 314819 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5439 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897144.000000 Penalty: 60534.062500 Iteration 161Q: 19 clusters Score -6.889714e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12297 members Mstep: Class 2 contains 15353 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261593 members Mstep: Class 7 contains 30543 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8319 members Mstep: Class 10 contains 66858 members Mstep: Class 11 contains 314817 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5440 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897176.000000 Penalty: 60534.062500 Iteration 162Q: 19 clusters Score -6.889718e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12297 members Mstep: Class 2 contains 15353 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261593 members Mstep: Class 7 contains 30543 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8319 members Mstep: Class 10 contains 66858 members Mstep: Class 11 contains 314815 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5442 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897176.000000 Penalty: 60534.062500 Iteration 163Q: 19 clusters Score -6.889718e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12297 members Mstep: Class 2 contains 15353 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261595 members Mstep: Class 7 contains 30543 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8319 members Mstep: Class 10 contains 66859 members Mstep: Class 11 contains 314812 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5442 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897160.000000 Penalty: 60534.062500 Iteration 164Q: 19 clusters Score -6.889716e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12297 members Mstep: Class 2 contains 15352 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261594 members Mstep: Class 7 contains 30544 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8319 members Mstep: Class 10 contains 66860 members Mstep: Class 11 contains 314812 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5442 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897168.000000 Penalty: 60534.062500 Iteration 165Q: 19 clusters Score -6.889717e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12297 members Mstep: Class 2 contains 15351 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261595 members Mstep: Class 7 contains 30544 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8319 members Mstep: Class 10 contains 66861 members Mstep: Class 11 contains 314812 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5441 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897152.000000 Penalty: 60534.062500 Iteration 166Q: 19 clusters Score -6.889715e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12296 members Mstep: Class 2 contains 15351 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261596 members Mstep: Class 7 contains 30544 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8319 members Mstep: Class 10 contains 66861 members Mstep: Class 11 contains 314811 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5442 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897144.000000 Penalty: 60534.062500 Iteration 167Q: 19 clusters Score -6.889714e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12296 members Mstep: Class 2 contains 15351 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261597 members Mstep: Class 7 contains 30544 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8319 members Mstep: Class 10 contains 66861 members Mstep: Class 11 contains 314809 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5443 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897144.000000 Penalty: 60534.062500 Iteration 168Q: 19 clusters Score -6.889714e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12296 members Mstep: Class 2 contains 15351 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261596 members Mstep: Class 7 contains 30544 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8319 members Mstep: Class 10 contains 66861 members Mstep: Class 11 contains 314809 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5444 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897144.000000 Penalty: 60534.062500 Iteration 169Q: 19 clusters Score -6.889714e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12296 members Mstep: Class 2 contains 15351 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261597 members Mstep: Class 7 contains 30544 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8319 members Mstep: Class 10 contains 66861 members Mstep: Class 11 contains 314808 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5444 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897168.000000 Penalty: 60534.062500 Iteration 170Q: 19 clusters Score -6.889717e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12296 members Mstep: Class 2 contains 15351 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261597 members Mstep: Class 7 contains 30544 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8319 members Mstep: Class 10 contains 66861 members Mstep: Class 11 contains 314808 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5444 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -68897168.000000 Penalty: 60534.062500 Iteration 171F: 19 clusters Score -6.889717e+07 nChanged 0 Entering ConstructFrom: Score: -68897168.000000 Penalty: 60534.062500 Entering ConstructFrom: Trying to split cluster 1 (12296 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12296 members Entering Unmasked Estep Score: -1130664.000000 Penalty: 2335.423340 Iteration 0F: 2 clusters Score -1130664 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -1121523.750000 Penalty: 4670.846680 Iteration 0F: 3 clusters Score -1121524 nChanged 5193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 5879 members Entering Unmasked Estep Score: -1124265.500000 Penalty: 4670.846680 Iteration 1F: 3 clusters Score -1124266 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -1124621.625000 Penalty: 4670.846680 Iteration 2F: 3 clusters Score -1124622 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -1124926.125000 Penalty: 4670.846680 Iteration 3F: 3 clusters Score -1124926 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7020 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -1125225.875000 Penalty: 4670.846680 Iteration 4F: 3 clusters Score -1125226 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7320 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -1125516.875000 Penalty: 4670.846680 Iteration 5Q: 3 clusters Score -1125517 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7635 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -1125790.875000 Penalty: 4670.846680 Iteration 6Q: 3 clusters Score -1125791 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8003 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -1126107.500000 Penalty: 4670.846680 Iteration 7Q: 3 clusters Score -1126108 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8423 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -1126446.000000 Penalty: 4670.846680 Iteration 8Q: 3 clusters Score -1126446 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8862 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -1126756.250000 Penalty: 4670.846680 Iteration 9Q: 3 clusters Score -1126756 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -1127041.000000 Penalty: 4670.846680 Iteration 10Q: 3 clusters Score -1127041 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9680 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -1127319.375000 Penalty: 4670.846680 Iteration 11Q: 3 clusters Score -1127319 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10013 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -1127527.250000 Penalty: 4670.846680 Iteration 12Q: 3 clusters Score -1127527 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10301 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -1127699.750000 Penalty: 4670.846680 Iteration 13Q: 3 clusters Score -1127700 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10574 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -1127868.500000 Penalty: 4670.846680 Iteration 14Q: 3 clusters Score -1127868 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10787 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -1127995.500000 Penalty: 4670.846680 Iteration 15Q: 3 clusters Score -1127996 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10972 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -1128101.875000 Penalty: 4670.846680 Iteration 16Q: 3 clusters Score -1128102 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11126 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -1128202.125000 Penalty: 4670.846680 Iteration 17Q: 3 clusters Score -1128202 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11258 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -1128288.000000 Penalty: 4670.846680 Iteration 18Q: 3 clusters Score -1128288 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11381 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -1128372.625000 Penalty: 4670.846680 Iteration 19Q: 3 clusters Score -1128373 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11479 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -1128441.750000 Penalty: 4670.846680 Iteration 20F: 3 clusters Score -1128442 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11550 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -1128488.375000 Penalty: 4670.846680 Iteration 21Q: 3 clusters Score -1128488 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11605 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -1128533.375000 Penalty: 4670.846680 Iteration 22Q: 3 clusters Score -1128533 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11656 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -1128576.625000 Penalty: 4670.846680 Iteration 23Q: 3 clusters Score -1128577 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11704 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -1128620.125000 Penalty: 4670.846680 Iteration 24Q: 3 clusters Score -1128620 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11737 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -1128645.625000 Penalty: 4670.846680 Iteration 25Q: 3 clusters Score -1128646 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11757 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1128659.875000 Penalty: 4670.846680 Iteration 26Q: 3 clusters Score -1128660 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11770 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -1128669.250000 Penalty: 4670.846680 Iteration 27Q: 3 clusters Score -1128669 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11776 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -1128679.875000 Penalty: 4670.846680 Iteration 28Q: 3 clusters Score -1128680 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11787 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1128693.875000 Penalty: 4670.846680 Iteration 29Q: 3 clusters Score -1128694 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11801 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -1128706.375000 Penalty: 4670.846680 Iteration 30Q: 3 clusters Score -1128706 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11803 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -1128710.125000 Penalty: 4670.846680 Iteration 31Q: 3 clusters Score -1128710 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11803 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -1128717.125000 Penalty: 4670.846680 Iteration 32Q: 3 clusters Score -1128717 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11808 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -1128721.250000 Penalty: 4670.846680 Iteration 33Q: 3 clusters Score -1128721 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11814 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -1128724.000000 Penalty: 4670.846680 Iteration 34Q: 3 clusters Score -1128724 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11820 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -1128731.375000 Penalty: 4670.846680 Iteration 35Q: 3 clusters Score -1128731 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11826 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -1128735.875000 Penalty: 4670.846680 Iteration 36Q: 3 clusters Score -1128736 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11830 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -1128738.500000 Penalty: 4670.846680 Iteration 37Q: 3 clusters Score -1128738 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11834 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -1128741.375000 Penalty: 4670.846680 Iteration 38Q: 3 clusters Score -1128741 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11836 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -1128746.375000 Penalty: 4670.846680 Iteration 39Q: 3 clusters Score -1128746 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11838 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -1128748.500000 Penalty: 4670.846680 Iteration 40F: 3 clusters Score -1128748 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11840 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -1128748.875000 Penalty: 4670.846680 Iteration 41Q: 3 clusters Score -1128749 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11839 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -1128748.750000 Penalty: 4670.846680 Iteration 42Q: 3 clusters Score -1128749 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11840 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -1128749.250000 Penalty: 4670.846680 Iteration 43Q: 3 clusters Score -1128749 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11841 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -1128749.000000 Penalty: 4670.846680 Iteration 44Q: 3 clusters Score -1128749 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11842 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -1128749.125000 Penalty: 4670.846680 Iteration 45Q: 3 clusters Score -1128749 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11843 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -1128749.875000 Penalty: 4670.846680 Iteration 46Q: 3 clusters Score -1128750 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11845 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -1128750.625000 Penalty: 4670.846680 Iteration 47Q: 3 clusters Score -1128751 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11847 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -1128753.625000 Penalty: 4670.846680 Iteration 48Q: 3 clusters Score -1128754 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11847 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -1128756.375000 Penalty: 4670.846680 Iteration 49Q: 3 clusters Score -1128756 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11847 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -1128759.875000 Penalty: 4670.846680 Iteration 50Q: 3 clusters Score -1128760 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11847 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -1128759.875000 Penalty: 4670.846680 Iteration 51F: 3 clusters Score -1128760 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (15351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15351 members Entering Unmasked Estep Score: -1267546.625000 Penalty: 2390.456055 Iteration 0F: 2 clusters Score -1267547 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7623 members Mstep: Class 2 contains 7728 members Entering Unmasked Estep Score: -1256458.625000 Penalty: 4780.912109 Iteration 0F: 3 clusters Score -1256459 nChanged 6672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7453 members Mstep: Class 2 contains 7898 members Entering Unmasked Estep Score: -1260167.500000 Penalty: 4780.912109 Iteration 1F: 3 clusters Score -1260168 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7401 members Mstep: Class 2 contains 7950 members Entering Unmasked Estep Score: -1260607.375000 Penalty: 4780.912109 Iteration 2F: 3 clusters Score -1260607 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7341 members Mstep: Class 2 contains 8010 members Entering Unmasked Estep Score: -1261029.000000 Penalty: 4780.912109 Iteration 3F: 3 clusters Score -1261029 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 8094 members Entering Unmasked Estep Score: -1261536.125000 Penalty: 4780.912109 Iteration 4F: 3 clusters Score -1261536 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 8252 members Entering Unmasked Estep Score: -1262044.125000 Penalty: 4780.912109 Iteration 5F: 3 clusters Score -1262044 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6922 members Mstep: Class 2 contains 8429 members Entering Unmasked Estep Score: -1262514.875000 Penalty: 4780.912109 Iteration 6F: 3 clusters Score -1262515 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6677 members Mstep: Class 2 contains 8674 members Entering Unmasked Estep Score: -1262902.500000 Penalty: 4780.912109 Iteration 7Q: 3 clusters Score -1262902 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 8945 members Entering Unmasked Estep Score: -1263254.000000 Penalty: 4780.912109 Iteration 8Q: 3 clusters Score -1263254 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 9277 members Entering Unmasked Estep Score: -1263568.125000 Penalty: 4780.912109 Iteration 9Q: 3 clusters Score -1263568 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5752 members Mstep: Class 2 contains 9599 members Entering Unmasked Estep Score: -1263846.125000 Penalty: 4780.912109 Iteration 10Q: 3 clusters Score -1263846 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 9922 members Entering Unmasked Estep Score: -1264121.125000 Penalty: 4780.912109 Iteration 11Q: 3 clusters Score -1264121 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 10252 members Entering Unmasked Estep Score: -1264418.875000 Penalty: 4780.912109 Iteration 12Q: 3 clusters Score -1264419 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 10607 members Entering Unmasked Estep Score: -1264716.750000 Penalty: 4780.912109 Iteration 13Q: 3 clusters Score -1264717 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 10923 members Entering Unmasked Estep Score: -1264982.125000 Penalty: 4780.912109 Iteration 14Q: 3 clusters Score -1264982 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 11203 members Entering Unmasked Estep Score: -1265155.875000 Penalty: 4780.912109 Iteration 15Q: 3 clusters Score -1265156 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 11442 members Entering Unmasked Estep Score: -1265274.125000 Penalty: 4780.912109 Iteration 16Q: 3 clusters Score -1265274 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 11659 members Entering Unmasked Estep Score: -1265393.875000 Penalty: 4780.912109 Iteration 17Q: 3 clusters Score -1265394 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 11856 members Entering Unmasked Estep Score: -1265484.125000 Penalty: 4780.912109 Iteration 18Q: 3 clusters Score -1265484 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 12031 members Entering Unmasked Estep Score: -1265565.625000 Penalty: 4780.912109 Iteration 19Q: 3 clusters Score -1265566 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 12191 members Entering Unmasked Estep Score: -1265637.375000 Penalty: 4780.912109 Iteration 20F: 3 clusters Score -1265637 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 12329 members Entering Unmasked Estep Score: -1265698.250000 Penalty: 4780.912109 Iteration 21Q: 3 clusters Score -1265698 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 12449 members Entering Unmasked Estep Score: -1265756.500000 Penalty: 4780.912109 Iteration 22Q: 3 clusters Score -1265756 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 12564 members Entering Unmasked Estep Score: -1265811.500000 Penalty: 4780.912109 Iteration 23Q: 3 clusters Score -1265812 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 12680 members Entering Unmasked Estep Score: -1265867.375000 Penalty: 4780.912109 Iteration 24Q: 3 clusters Score -1265867 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 12784 members Entering Unmasked Estep Score: -1265917.125000 Penalty: 4780.912109 Iteration 25Q: 3 clusters Score -1265917 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 12887 members Entering Unmasked Estep Score: -1265965.000000 Penalty: 4780.912109 Iteration 26Q: 3 clusters Score -1265965 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 12976 members Entering Unmasked Estep Score: -1265995.625000 Penalty: 4780.912109 Iteration 27Q: 3 clusters Score -1265996 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 13052 members Entering Unmasked Estep Score: -1266033.375000 Penalty: 4780.912109 Iteration 28Q: 3 clusters Score -1266033 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 13115 members Entering Unmasked Estep Score: -1266060.875000 Penalty: 4780.912109 Iteration 29Q: 3 clusters Score -1266061 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 13167 members Entering Unmasked Estep Score: -1266086.250000 Penalty: 4780.912109 Iteration 30Q: 3 clusters Score -1266086 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 13217 members Entering Unmasked Estep Score: -1266106.875000 Penalty: 4780.912109 Iteration 31Q: 3 clusters Score -1266107 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 13251 members Entering Unmasked Estep Score: -1266119.875000 Penalty: 4780.912109 Iteration 32Q: 3 clusters Score -1266120 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 13282 members Entering Unmasked Estep Score: -1266128.125000 Penalty: 4780.912109 Iteration 33Q: 3 clusters Score -1266128 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 13307 members Entering Unmasked Estep Score: -1266137.875000 Penalty: 4780.912109 Iteration 34Q: 3 clusters Score -1266138 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 13334 members Entering Unmasked Estep Score: -1266148.125000 Penalty: 4780.912109 Iteration 35Q: 3 clusters Score -1266148 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 13353 members Entering Unmasked Estep Score: -1266156.250000 Penalty: 4780.912109 Iteration 36Q: 3 clusters Score -1266156 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 13378 members Entering Unmasked Estep Score: -1266164.875000 Penalty: 4780.912109 Iteration 37Q: 3 clusters Score -1266165 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 13407 members Entering Unmasked Estep Score: -1266175.250000 Penalty: 4780.912109 Iteration 38Q: 3 clusters Score -1266175 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 13431 members Entering Unmasked Estep Score: -1266185.750000 Penalty: 4780.912109 Iteration 39Q: 3 clusters Score -1266186 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 13449 members Entering Unmasked Estep Score: -1266194.125000 Penalty: 4780.912109 Iteration 40F: 3 clusters Score -1266194 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 13475 members Entering Unmasked Estep Score: -1266218.750000 Penalty: 4780.912109 Iteration 41Q: 3 clusters Score -1266219 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 13505 members Entering Unmasked Estep Score: -1266235.500000 Penalty: 4780.912109 Iteration 42Q: 3 clusters Score -1266236 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 13523 members Entering Unmasked Estep Score: -1266259.500000 Penalty: 4780.912109 Iteration 43Q: 3 clusters Score -1266260 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 13550 members Entering Unmasked Estep Score: -1266284.500000 Penalty: 4780.912109 Iteration 44Q: 3 clusters Score -1266284 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 13571 members Entering Unmasked Estep Score: -1266318.375000 Penalty: 4780.912109 Iteration 45Q: 3 clusters Score -1266318 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 13609 members Entering Unmasked Estep Score: -1266395.375000 Penalty: 4780.912109 Iteration 46Q: 3 clusters Score -1266395 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 13650 members Entering Unmasked Estep Score: -1266460.750000 Penalty: 4780.912109 Iteration 47Q: 3 clusters Score -1266461 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 13689 members Entering Unmasked Estep Score: -1266511.375000 Penalty: 4780.912109 Iteration 48Q: 3 clusters Score -1266511 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 13719 members Entering Unmasked Estep Score: -1266539.125000 Penalty: 4780.912109 Iteration 49Q: 3 clusters Score -1266539 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 13733 members Entering Unmasked Estep Score: -1266553.875000 Penalty: 4780.912109 Iteration 50Q: 3 clusters Score -1266554 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 13732 members Entering Unmasked Estep Score: -1266560.875000 Penalty: 4780.912109 Iteration 51Q: 3 clusters Score -1266561 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 13729 members Entering Unmasked Estep Score: -1266561.375000 Penalty: 4780.912109 Iteration 52Q: 3 clusters Score -1266561 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 13728 members Entering Unmasked Estep Score: -1266562.500000 Penalty: 4780.912109 Iteration 53Q: 3 clusters Score -1266562 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 13728 members Entering Unmasked Estep Score: -1266561.500000 Penalty: 4780.912109 Iteration 54Q: 3 clusters Score -1266562 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 13727 members Entering Unmasked Estep Score: -1266561.625000 Penalty: 4780.912109 Iteration 55Q: 3 clusters Score -1266562 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 13726 members Entering Unmasked Estep Score: -1266561.375000 Penalty: 4780.912109 Iteration 56Q: 3 clusters Score -1266561 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 13726 members Entering Unmasked Estep Score: -1266561.375000 Penalty: 4780.912109 Iteration 57F: 3 clusters Score -1266561 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -572299.937500 Penalty: 2164.529297 Iteration 0F: 2 clusters Score -572299.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -567076.187500 Penalty: 4329.058594 Iteration 0F: 3 clusters Score -567076.2 nChanged 2437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -568383.062500 Penalty: 4329.058594 Iteration 1F: 3 clusters Score -568383.1 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -568588.187500 Penalty: 4329.058594 Iteration 2F: 3 clusters Score -568588.2 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -568732.375000 Penalty: 4329.058594 Iteration 3Q: 3 clusters Score -568732.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -568844.375000 Penalty: 4329.058594 Iteration 4Q: 3 clusters Score -568844.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -568936.875000 Penalty: 4329.058594 Iteration 5Q: 3 clusters Score -568936.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -569014.937500 Penalty: 4329.058594 Iteration 6Q: 3 clusters Score -569014.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -569076.312500 Penalty: 4329.058594 Iteration 7Q: 3 clusters Score -569076.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -569125.312500 Penalty: 4329.058594 Iteration 8Q: 3 clusters Score -569125.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -569177.875000 Penalty: 4329.058594 Iteration 9Q: 3 clusters Score -569177.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -569230.812500 Penalty: 4329.058594 Iteration 10Q: 3 clusters Score -569230.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -569286.250000 Penalty: 4329.058594 Iteration 11Q: 3 clusters Score -569286.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -569346.937500 Penalty: 4329.058594 Iteration 12Q: 3 clusters Score -569346.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -569429.625000 Penalty: 4329.058594 Iteration 13Q: 3 clusters Score -569429.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -569516.937500 Penalty: 4329.058594 Iteration 14Q: 3 clusters Score -569516.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -569612.937500 Penalty: 4329.058594 Iteration 15Q: 3 clusters Score -569612.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -569684.312500 Penalty: 4329.058594 Iteration 16Q: 3 clusters Score -569684.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -569748.562500 Penalty: 4329.058594 Iteration 17Q: 3 clusters Score -569748.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4816 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -569809.937500 Penalty: 4329.058594 Iteration 18Q: 3 clusters Score -569809.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -569868.125000 Penalty: 4329.058594 Iteration 19Q: 3 clusters Score -569868.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -569926.937500 Penalty: 4329.058594 Iteration 20F: 3 clusters Score -569926.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -569975.875000 Penalty: 4329.058594 Iteration 21Q: 3 clusters Score -569975.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -570026.875000 Penalty: 4329.058594 Iteration 22Q: 3 clusters Score -570026.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -570079.437500 Penalty: 4329.058594 Iteration 23Q: 3 clusters Score -570079.4 nChanged 72 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: -570127.312500 Penalty: 4329.058594 Iteration 24Q: 3 clusters Score -570127.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -570178.687500 Penalty: 4329.058594 Iteration 25Q: 3 clusters Score -570178.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -570219.875000 Penalty: 4329.058594 Iteration 26Q: 3 clusters Score -570219.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -570263.437500 Penalty: 4329.058594 Iteration 27Q: 3 clusters Score -570263.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5529 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -570299.812500 Penalty: 4329.058594 Iteration 28Q: 3 clusters Score -570299.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -570338.312500 Penalty: 4329.058594 Iteration 29Q: 3 clusters Score -570338.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -570370.500000 Penalty: 4329.058594 Iteration 30Q: 3 clusters Score -570370.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -570398.687500 Penalty: 4329.058594 Iteration 31Q: 3 clusters Score -570398.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -570414.937500 Penalty: 4329.058594 Iteration 32Q: 3 clusters Score -570414.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5656 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -570433.750000 Penalty: 4329.058594 Iteration 33Q: 3 clusters Score -570433.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5672 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -570450.625000 Penalty: 4329.058594 Iteration 34Q: 3 clusters Score -570450.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5687 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -570462.062500 Penalty: 4329.058594 Iteration 35Q: 3 clusters Score -570462.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -570469.750000 Penalty: 4329.058594 Iteration 36Q: 3 clusters Score -570469.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -570476.437500 Penalty: 4329.058594 Iteration 37Q: 3 clusters Score -570476.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -570478.062500 Penalty: 4329.058594 Iteration 38Q: 3 clusters Score -570478.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5708 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -570478.437500 Penalty: 4329.058594 Iteration 39Q: 3 clusters Score -570478.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -570479.437500 Penalty: 4329.058594 Iteration 40F: 3 clusters Score -570479.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -570479.312500 Penalty: 4329.058594 Iteration 41Q: 3 clusters Score -570479.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -570479.125000 Penalty: 4329.058594 Iteration 42Q: 3 clusters Score -570479.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -570480.312500 Penalty: 4329.058594 Iteration 43Q: 3 clusters Score -570480.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -570480.312500 Penalty: 4329.058594 Iteration 44F: 3 clusters Score -570480.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (10092 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10092 members Entering Unmasked Estep Score: -934818.125000 Penalty: 2286.435547 Iteration 0F: 2 clusters Score -934818.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -927058.812500 Penalty: 4572.871094 Iteration 0F: 3 clusters Score -927058.8 nChanged 4220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -929237.812500 Penalty: 4572.871094 Iteration 1F: 3 clusters Score -929237.8 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -929479.812500 Penalty: 4572.871094 Iteration 2F: 3 clusters Score -929479.8 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -929675.437500 Penalty: 4572.871094 Iteration 3Q: 3 clusters Score -929675.4 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 4979 members Entering Unmasked Estep Score: -929821.187500 Penalty: 4572.871094 Iteration 4Q: 3 clusters Score -929821.2 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -929946.375000 Penalty: 4572.871094 Iteration 5Q: 3 clusters Score -929946.4 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -930070.937500 Penalty: 4572.871094 Iteration 6Q: 3 clusters Score -930070.9 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5279 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -930222.375000 Penalty: 4572.871094 Iteration 7Q: 3 clusters Score -930222.4 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -930379.250000 Penalty: 4572.871094 Iteration 8Q: 3 clusters Score -930379.2 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -930512.250000 Penalty: 4572.871094 Iteration 9Q: 3 clusters Score -930512.2 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -930644.875000 Penalty: 4572.871094 Iteration 10Q: 3 clusters Score -930644.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -930749.187500 Penalty: 4572.871094 Iteration 11Q: 3 clusters Score -930749.2 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -930844.687500 Penalty: 4572.871094 Iteration 12Q: 3 clusters Score -930844.7 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -930932.500000 Penalty: 4572.871094 Iteration 13Q: 3 clusters Score -930932.5 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -931013.500000 Penalty: 4572.871094 Iteration 14Q: 3 clusters Score -931013.5 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -931097.375000 Penalty: 4572.871094 Iteration 15Q: 3 clusters Score -931097.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -931168.500000 Penalty: 4572.871094 Iteration 16Q: 3 clusters Score -931168.5 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -931239.437500 Penalty: 4572.871094 Iteration 17Q: 3 clusters Score -931239.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -931297.250000 Penalty: 4572.871094 Iteration 18Q: 3 clusters Score -931297.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -931355.437500 Penalty: 4572.871094 Iteration 19Q: 3 clusters Score -931355.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -931419.937500 Penalty: 4572.871094 Iteration 20F: 3 clusters Score -931419.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -931473.687500 Penalty: 4572.871094 Iteration 21Q: 3 clusters Score -931473.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -931517.500000 Penalty: 4572.871094 Iteration 22Q: 3 clusters Score -931517.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -931560.250000 Penalty: 4572.871094 Iteration 23Q: 3 clusters Score -931560.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 5277 members Entering Unmasked Estep Score: -931600.250000 Penalty: 4572.871094 Iteration 24Q: 3 clusters Score -931600.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -931633.500000 Penalty: 4572.871094 Iteration 25Q: 3 clusters Score -931633.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -931668.187500 Penalty: 4572.871094 Iteration 26Q: 3 clusters Score -931668.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 5429 members Entering Unmasked Estep Score: -931692.500000 Penalty: 4572.871094 Iteration 27Q: 3 clusters Score -931692.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -931706.500000 Penalty: 4572.871094 Iteration 28Q: 3 clusters Score -931706.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -931726.375000 Penalty: 4572.871094 Iteration 29Q: 3 clusters Score -931726.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -931744.000000 Penalty: 4572.871094 Iteration 30Q: 3 clusters Score -931744 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -931764.250000 Penalty: 4572.871094 Iteration 31Q: 3 clusters Score -931764.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 5683 members Entering Unmasked Estep Score: -931784.125000 Penalty: 4572.871094 Iteration 32Q: 3 clusters Score -931784.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 5749 members Entering Unmasked Estep Score: -931799.187500 Penalty: 4572.871094 Iteration 33Q: 3 clusters Score -931799.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 5795 members Entering Unmasked Estep Score: -931813.750000 Penalty: 4572.871094 Iteration 34Q: 3 clusters Score -931813.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 5836 members Entering Unmasked Estep Score: -931826.937500 Penalty: 4572.871094 Iteration 35Q: 3 clusters Score -931826.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 5889 members Entering Unmasked Estep Score: -931843.875000 Penalty: 4572.871094 Iteration 36Q: 3 clusters Score -931843.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -931856.500000 Penalty: 4572.871094 Iteration 37Q: 3 clusters Score -931856.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 6000 members Entering Unmasked Estep Score: -931873.000000 Penalty: 4572.871094 Iteration 38Q: 3 clusters Score -931873 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -931886.937500 Penalty: 4572.871094 Iteration 39Q: 3 clusters Score -931886.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -931905.687500 Penalty: 4572.871094 Iteration 40F: 3 clusters Score -931905.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -931921.500000 Penalty: 4572.871094 Iteration 41Q: 3 clusters Score -931921.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -931943.500000 Penalty: 4572.871094 Iteration 42Q: 3 clusters Score -931943.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -931968.500000 Penalty: 4572.871094 Iteration 43Q: 3 clusters Score -931968.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 6430 members Entering Unmasked Estep Score: -931996.187500 Penalty: 4572.871094 Iteration 44Q: 3 clusters Score -931996.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -932018.687500 Penalty: 4572.871094 Iteration 45Q: 3 clusters Score -932018.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 6572 members Entering Unmasked Estep Score: -932037.562500 Penalty: 4572.871094 Iteration 46Q: 3 clusters Score -932037.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 6645 members Entering Unmasked Estep Score: -932060.250000 Penalty: 4572.871094 Iteration 47Q: 3 clusters Score -932060.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -932078.812500 Penalty: 4572.871094 Iteration 48Q: 3 clusters Score -932078.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -932098.937500 Penalty: 4572.871094 Iteration 49Q: 3 clusters Score -932098.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -932117.750000 Penalty: 4572.871094 Iteration 50Q: 3 clusters Score -932117.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 6920 members Entering Unmasked Estep Score: -932139.562500 Penalty: 4572.871094 Iteration 51Q: 3 clusters Score -932139.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -932160.000000 Penalty: 4572.871094 Iteration 52Q: 3 clusters Score -932160 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -932192.125000 Penalty: 4572.871094 Iteration 53Q: 3 clusters Score -932192.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -932232.875000 Penalty: 4572.871094 Iteration 54Q: 3 clusters Score -932232.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 7264 members Entering Unmasked Estep Score: -932273.875000 Penalty: 4572.871094 Iteration 55Q: 3 clusters Score -932273.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 7366 members Entering Unmasked Estep Score: -932315.812500 Penalty: 4572.871094 Iteration 56Q: 3 clusters Score -932315.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -932367.937500 Penalty: 4572.871094 Iteration 57Q: 3 clusters Score -932367.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 7589 members Entering Unmasked Estep Score: -932419.125000 Penalty: 4572.871094 Iteration 58Q: 3 clusters Score -932419.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -932477.750000 Penalty: 4572.871094 Iteration 59Q: 3 clusters Score -932477.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 7812 members Entering Unmasked Estep Score: -932534.687500 Penalty: 4572.871094 Iteration 60F: 3 clusters Score -932534.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 7932 members Entering Unmasked Estep Score: -932598.375000 Penalty: 4572.871094 Iteration 61Q: 3 clusters Score -932598.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 8061 members Entering Unmasked Estep Score: -932670.000000 Penalty: 4572.871094 Iteration 62Q: 3 clusters Score -932670 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 8186 members Entering Unmasked Estep Score: -932733.187500 Penalty: 4572.871094 Iteration 63Q: 3 clusters Score -932733.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 8305 members Entering Unmasked Estep Score: -932802.062500 Penalty: 4572.871094 Iteration 64Q: 3 clusters Score -932802.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 8409 members Entering Unmasked Estep Score: -932855.125000 Penalty: 4572.871094 Iteration 65Q: 3 clusters Score -932855.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 8514 members Entering Unmasked Estep Score: -932912.500000 Penalty: 4572.871094 Iteration 66Q: 3 clusters Score -932912.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -932974.875000 Penalty: 4572.871094 Iteration 67Q: 3 clusters Score -932974.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 8708 members Entering Unmasked Estep Score: -933035.500000 Penalty: 4572.871094 Iteration 68Q: 3 clusters Score -933035.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 8781 members Entering Unmasked Estep Score: -933077.125000 Penalty: 4572.871094 Iteration 69Q: 3 clusters Score -933077.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 8838 members Entering Unmasked Estep Score: -933115.000000 Penalty: 4572.871094 Iteration 70Q: 3 clusters Score -933115 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 8899 members Entering Unmasked Estep Score: -933151.250000 Penalty: 4572.871094 Iteration 71Q: 3 clusters Score -933151.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 8955 members Entering Unmasked Estep Score: -933184.875000 Penalty: 4572.871094 Iteration 72Q: 3 clusters Score -933184.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 8994 members Entering Unmasked Estep Score: -933208.812500 Penalty: 4572.871094 Iteration 73Q: 3 clusters Score -933208.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 9023 members Entering Unmasked Estep Score: -933226.875000 Penalty: 4572.871094 Iteration 74Q: 3 clusters Score -933226.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 9056 members Entering Unmasked Estep Score: -933249.125000 Penalty: 4572.871094 Iteration 75Q: 3 clusters Score -933249.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 9085 members Entering Unmasked Estep Score: -933264.125000 Penalty: 4572.871094 Iteration 76Q: 3 clusters Score -933264.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 9104 members Entering Unmasked Estep Score: -933272.312500 Penalty: 4572.871094 Iteration 77Q: 3 clusters Score -933272.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 9120 members Entering Unmasked Estep Score: -933278.000000 Penalty: 4572.871094 Iteration 78Q: 3 clusters Score -933278 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 9134 members Entering Unmasked Estep Score: -933285.812500 Penalty: 4572.871094 Iteration 79Q: 3 clusters Score -933285.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 9142 members Entering Unmasked Estep Score: -933288.125000 Penalty: 4572.871094 Iteration 80F: 3 clusters Score -933288.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 9152 members Entering Unmasked Estep Score: -933293.562500 Penalty: 4572.871094 Iteration 81Q: 3 clusters Score -933293.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 9163 members Entering Unmasked Estep Score: -933298.312500 Penalty: 4572.871094 Iteration 82Q: 3 clusters Score -933298.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 9171 members Entering Unmasked Estep Score: -933299.437500 Penalty: 4572.871094 Iteration 83Q: 3 clusters Score -933299.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 9182 members Entering Unmasked Estep Score: -933306.125000 Penalty: 4572.871094 Iteration 84Q: 3 clusters Score -933306.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 9196 members Entering Unmasked Estep Score: -933314.125000 Penalty: 4572.871094 Iteration 85Q: 3 clusters Score -933314.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 9201 members Entering Unmasked Estep Score: -933315.687500 Penalty: 4572.871094 Iteration 86Q: 3 clusters Score -933315.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 9203 members Entering Unmasked Estep Score: -933316.437500 Penalty: 4572.871094 Iteration 87Q: 3 clusters Score -933316.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 9205 members Entering Unmasked Estep Score: -933317.187500 Penalty: 4572.871094 Iteration 88Q: 3 clusters Score -933317.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 9205 members Entering Unmasked Estep Score: -933317.187500 Penalty: 4572.871094 Iteration 89F: 3 clusters Score -933317.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (381 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Entering Unmasked Estep Score: -24418.906250 Penalty: 1473.814331 Iteration 0F: 2 clusters Score -24418.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -23128.417969 Penalty: 2947.628662 Iteration 0F: 3 clusters Score -23128.42 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -23365.087891 Penalty: 2947.628662 Iteration 1F: 3 clusters Score -23365.09 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -23460.998047 Penalty: 2947.628662 Iteration 2F: 3 clusters Score -23461 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -23482.240234 Penalty: 2947.628662 Iteration 3Q: 3 clusters Score -23482.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -23482.240234 Penalty: 2947.628662 Iteration 4F: 3 clusters Score -23482.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (261597 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261597 members Entering Unmasked Estep Score: -23726010.000000 Penalty: 3093.691162 Iteration 0F: 2 clusters Score -2.372601e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130465 members Mstep: Class 2 contains 131132 members Entering Unmasked Estep Score: -23550394.000000 Penalty: 6187.382324 Iteration 0F: 3 clusters Score -2.355039e+07 nChanged 126230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122955 members Mstep: Class 2 contains 138642 members Entering Unmasked Estep Score: -23625176.000000 Penalty: 6187.382324 Iteration 1F: 3 clusters Score -2.362518e+07 nChanged 7171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118294 members Mstep: Class 2 contains 143303 members Entering Unmasked Estep Score: -23626810.000000 Penalty: 6187.382324 Iteration 2Q: 3 clusters Score -2.362681e+07 nChanged 8712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111050 members Mstep: Class 2 contains 150547 members Entering Unmasked Estep Score: -23629466.000000 Penalty: 6187.382324 Iteration 3Q: 3 clusters Score -2.362947e+07 nChanged 11634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100090 members Mstep: Class 2 contains 161507 members Entering Unmasked Estep Score: -23634358.000000 Penalty: 6187.382324 Iteration 4Q: 3 clusters Score -2.363436e+07 nChanged 16484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83892 members Mstep: Class 2 contains 177705 members Entering Unmasked Estep Score: -23644436.000000 Penalty: 6187.382324 Iteration 5F: 3 clusters Score -2.364444e+07 nChanged 22036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61942 members Mstep: Class 2 contains 199655 members Entering Unmasked Estep Score: -23662024.000000 Penalty: 6187.382324 Iteration 6F: 3 clusters Score -2.366202e+07 nChanged 25119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36837 members Mstep: Class 2 contains 224760 members Entering Unmasked Estep Score: -23686640.000000 Penalty: 6187.382324 Iteration 7F: 3 clusters Score -2.368664e+07 nChanged 20868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15969 members Mstep: Class 2 contains 245628 members Entering Unmasked Estep Score: -23708048.000000 Penalty: 6187.382324 Iteration 8F: 3 clusters Score -2.370805e+07 nChanged 10839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5130 members Mstep: Class 2 contains 256467 members Entering Unmasked Estep Score: -23718804.000000 Penalty: 6187.382324 Iteration 9Q: 3 clusters Score -2.37188e+07 nChanged 3416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 259883 members Entering Unmasked Estep Score: -23722126.000000 Penalty: 6187.382324 Iteration 10Q: 3 clusters Score -2.372213e+07 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 260680 members Entering Unmasked Estep Score: -23723036.000000 Penalty: 6187.382324 Iteration 11Q: 3 clusters Score -2.372304e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 260835 members Entering Unmasked Estep Score: -23723346.000000 Penalty: 6187.382324 Iteration 12Q: 3 clusters Score -2.372335e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 260853 members Entering Unmasked Estep Score: -23723574.000000 Penalty: 6187.382324 Iteration 13Q: 3 clusters Score -2.372357e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 260800 members Entering Unmasked Estep Score: -23723692.000000 Penalty: 6187.382324 Iteration 14Q: 3 clusters Score -2.372369e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 260763 members Entering Unmasked Estep Score: -23723746.000000 Penalty: 6187.382324 Iteration 15Q: 3 clusters Score -2.372375e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 260737 members Entering Unmasked Estep Score: -23723782.000000 Penalty: 6187.382324 Iteration 16Q: 3 clusters Score -2.372378e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 260721 members Entering Unmasked Estep Score: -23723836.000000 Penalty: 6187.382324 Iteration 17Q: 3 clusters Score -2.372384e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 260717 members Entering Unmasked Estep Score: -23723856.000000 Penalty: 6187.382324 Iteration 18Q: 3 clusters Score -2.372386e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 260697 members Entering Unmasked Estep Score: -23723898.000000 Penalty: 6187.382324 Iteration 19Q: 3 clusters Score -2.37239e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 260681 members Entering Unmasked Estep Score: -23723892.000000 Penalty: 6187.382324 Iteration 20F: 3 clusters Score -2.372389e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 260667 members Entering Unmasked Estep Score: -23723960.000000 Penalty: 6187.382324 Iteration 21Q: 3 clusters Score -2.372396e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 260656 members Entering Unmasked Estep Score: -23723994.000000 Penalty: 6187.382324 Iteration 22Q: 3 clusters Score -2.372399e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 260640 members Entering Unmasked Estep Score: -23723990.000000 Penalty: 6187.382324 Iteration 23Q: 3 clusters Score -2.372399e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 260625 members Entering Unmasked Estep Score: -23724022.000000 Penalty: 6187.382324 Iteration 24Q: 3 clusters Score -2.372402e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 260611 members Entering Unmasked Estep Score: -23724034.000000 Penalty: 6187.382324 Iteration 25Q: 3 clusters Score -2.372403e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 260600 members Entering Unmasked Estep Score: -23724066.000000 Penalty: 6187.382324 Iteration 26Q: 3 clusters Score -2.372407e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 260590 members Entering Unmasked Estep Score: -23724044.000000 Penalty: 6187.382324 Iteration 27Q: 3 clusters Score -2.372404e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 260581 members Entering Unmasked Estep Score: -23724038.000000 Penalty: 6187.382324 Iteration 28Q: 3 clusters Score -2.372404e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 260577 members Entering Unmasked Estep Score: -23724060.000000 Penalty: 6187.382324 Iteration 29Q: 3 clusters Score -2.372406e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 260571 members Entering Unmasked Estep Score: -23724068.000000 Penalty: 6187.382324 Iteration 30Q: 3 clusters Score -2.372407e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 260562 members Entering Unmasked Estep Score: -23724070.000000 Penalty: 6187.382324 Iteration 31Q: 3 clusters Score -2.372407e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 260560 members Entering Unmasked Estep Score: -23724094.000000 Penalty: 6187.382324 Iteration 32Q: 3 clusters Score -2.372409e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 260557 members Entering Unmasked Estep Score: -23724088.000000 Penalty: 6187.382324 Iteration 33Q: 3 clusters Score -2.372409e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 260559 members Entering Unmasked Estep Score: -23724084.000000 Penalty: 6187.382324 Iteration 34Q: 3 clusters Score -2.372408e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 260557 members Entering Unmasked Estep Score: -23724094.000000 Penalty: 6187.382324 Iteration 35Q: 3 clusters Score -2.372409e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 260556 members Entering Unmasked Estep Score: -23724094.000000 Penalty: 6187.382324 Iteration 36Q: 3 clusters Score -2.372409e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 260555 members Entering Unmasked Estep Score: -23724104.000000 Penalty: 6187.382324 Iteration 37Q: 3 clusters Score -2.37241e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 260551 members Entering Unmasked Estep Score: -23724094.000000 Penalty: 6187.382324 Iteration 38Q: 3 clusters Score -2.372409e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 260546 members Entering Unmasked Estep Score: -23724088.000000 Penalty: 6187.382324 Iteration 39Q: 3 clusters Score -2.372409e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 260545 members Entering Unmasked Estep Score: -23724112.000000 Penalty: 6187.382324 Iteration 40F: 3 clusters Score -2.372411e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 260546 members Entering Unmasked Estep Score: -23724118.000000 Penalty: 6187.382324 Iteration 41Q: 3 clusters Score -2.372412e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 260543 members Entering Unmasked Estep Score: -23724114.000000 Penalty: 6187.382324 Iteration 42Q: 3 clusters Score -2.372411e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 260543 members Entering Unmasked Estep Score: -23724112.000000 Penalty: 6187.382324 Iteration 43Q: 3 clusters Score -2.372411e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 260541 members Entering Unmasked Estep Score: -23724110.000000 Penalty: 6187.382324 Iteration 44Q: 3 clusters Score -2.372411e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 260536 members Entering Unmasked Estep Score: -23724112.000000 Penalty: 6187.382324 Iteration 45Q: 3 clusters Score -2.372411e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 260535 members Entering Unmasked Estep Score: -23724114.000000 Penalty: 6187.382324 Iteration 46Q: 3 clusters Score -2.372411e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 260533 members Entering Unmasked Estep Score: -23724114.000000 Penalty: 6187.382324 Iteration 47Q: 3 clusters Score -2.372411e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 260532 members Entering Unmasked Estep Score: -23724118.000000 Penalty: 6187.382324 Iteration 48Q: 3 clusters Score -2.372412e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 260531 members Entering Unmasked Estep Score: -23724128.000000 Penalty: 6187.382324 Iteration 49Q: 3 clusters Score -2.372413e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 260529 members Entering Unmasked Estep Score: -23724110.000000 Penalty: 6187.382324 Iteration 50Q: 3 clusters Score -2.372411e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 260527 members Entering Unmasked Estep Score: -23724118.000000 Penalty: 6187.382324 Iteration 51Q: 3 clusters Score -2.372412e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 260523 members Entering Unmasked Estep Score: -23724130.000000 Penalty: 6187.382324 Iteration 52Q: 3 clusters Score -2.372413e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 260523 members Entering Unmasked Estep Score: -23724128.000000 Penalty: 6187.382324 Iteration 53Q: 3 clusters Score -2.372413e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 260523 members Entering Unmasked Estep Score: -23724132.000000 Penalty: 6187.382324 Iteration 54Q: 3 clusters Score -2.372413e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 260524 members Entering Unmasked Estep Score: -23724132.000000 Penalty: 6187.382324 Iteration 55Q: 3 clusters Score -2.372413e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 260524 members Entering Unmasked Estep Score: -23724132.000000 Penalty: 6187.382324 Iteration 56F: 3 clusters Score -2.372413e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (30544 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30544 members Entering Unmasked Estep Score: -2689369.750000 Penalty: 2561.076904 Iteration 0F: 2 clusters Score -2689370 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15228 members Mstep: Class 2 contains 15316 members Entering Unmasked Estep Score: -2668502.750000 Penalty: 5122.153809 Iteration 0F: 3 clusters Score -2668503 nChanged 13751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14789 members Mstep: Class 2 contains 15755 members Entering Unmasked Estep Score: -2676080.250000 Penalty: 5122.153809 Iteration 1F: 3 clusters Score -2676080 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14643 members Mstep: Class 2 contains 15901 members Entering Unmasked Estep Score: -2676725.500000 Penalty: 5122.153809 Iteration 2Q: 3 clusters Score -2676726 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14479 members Mstep: Class 2 contains 16065 members Entering Unmasked Estep Score: -2677510.500000 Penalty: 5122.153809 Iteration 3Q: 3 clusters Score -2677510 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14460 members Mstep: Class 2 contains 16084 members Entering Unmasked Estep Score: -2678325.250000 Penalty: 5122.153809 Iteration 4Q: 3 clusters Score -2678325 nChanged 1567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14619 members Mstep: Class 2 contains 15925 members Entering Unmasked Estep Score: -2679209.500000 Penalty: 5122.153809 Iteration 5F: 3 clusters Score -2679210 nChanged 1611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15058 members Mstep: Class 2 contains 15486 members Entering Unmasked Estep Score: -2680038.000000 Penalty: 5122.153809 Iteration 6F: 3 clusters Score -2680038 nChanged 1623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15735 members Mstep: Class 2 contains 14809 members Entering Unmasked Estep Score: -2680791.000000 Penalty: 5122.153809 Iteration 7F: 3 clusters Score -2680791 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16667 members Mstep: Class 2 contains 13877 members Entering Unmasked Estep Score: -2681532.000000 Penalty: 5122.153809 Iteration 8F: 3 clusters Score -2681532 nChanged 1597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17898 members Mstep: Class 2 contains 12646 members Entering Unmasked Estep Score: -2682342.250000 Penalty: 5122.153809 Iteration 9F: 3 clusters Score -2682342 nChanged 1624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19344 members Mstep: Class 2 contains 11200 members Entering Unmasked Estep Score: -2683294.000000 Penalty: 5122.153809 Iteration 10F: 3 clusters Score -2683294 nChanged 1661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20913 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -2684322.000000 Penalty: 5122.153809 Iteration 11F: 3 clusters Score -2684322 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22492 members Mstep: Class 2 contains 8052 members Entering Unmasked Estep Score: -2685461.000000 Penalty: 5122.153809 Iteration 12F: 3 clusters Score -2685461 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24048 members Mstep: Class 2 contains 6496 members Entering Unmasked Estep Score: -2686684.250000 Penalty: 5122.153809 Iteration 13F: 3 clusters Score -2686684 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25404 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -2687844.750000 Penalty: 5122.153809 Iteration 14Q: 3 clusters Score -2687845 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26412 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -2688723.750000 Penalty: 5122.153809 Iteration 15Q: 3 clusters Score -2688724 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27078 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -2689226.000000 Penalty: 5122.153809 Iteration 16Q: 3 clusters Score -2689226 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27492 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -2689438.250000 Penalty: 5122.153809 Iteration 17Q: 3 clusters Score -2689438 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27801 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -2689583.250000 Penalty: 5122.153809 Iteration 18Q: 3 clusters Score -2689583 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28011 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -2689656.250000 Penalty: 5122.153809 Iteration 19Q: 3 clusters Score -2689656 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28196 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -2689734.750000 Penalty: 5122.153809 Iteration 20F: 3 clusters Score -2689735 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28325 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -2689778.500000 Penalty: 5122.153809 Iteration 21Q: 3 clusters Score -2689778 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28428 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -2689815.500000 Penalty: 5122.153809 Iteration 22Q: 3 clusters Score -2689816 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28509 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -2689834.500000 Penalty: 5122.153809 Iteration 23Q: 3 clusters Score -2689834 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28564 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -2689851.000000 Penalty: 5122.153809 Iteration 24Q: 3 clusters Score -2689851 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28607 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -2689861.500000 Penalty: 5122.153809 Iteration 25Q: 3 clusters Score -2689862 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28646 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -2689869.250000 Penalty: 5122.153809 Iteration 26Q: 3 clusters Score -2689869 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28670 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -2689873.750000 Penalty: 5122.153809 Iteration 27Q: 3 clusters Score -2689874 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28698 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -2689880.750000 Penalty: 5122.153809 Iteration 28Q: 3 clusters Score -2689881 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28713 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -2689886.750000 Penalty: 5122.153809 Iteration 29Q: 3 clusters Score -2689887 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28724 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -2689883.000000 Penalty: 5122.153809 Iteration 30Q: 3 clusters Score -2689883 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28735 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -2689890.750000 Penalty: 5122.153809 Iteration 31Q: 3 clusters Score -2689891 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28745 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -2689884.750000 Penalty: 5122.153809 Iteration 32Q: 3 clusters Score -2689885 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28754 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -2689892.500000 Penalty: 5122.153809 Iteration 33Q: 3 clusters Score -2689892 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28758 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -2689893.000000 Penalty: 5122.153809 Iteration 34Q: 3 clusters Score -2689893 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28765 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -2689895.250000 Penalty: 5122.153809 Iteration 35Q: 3 clusters Score -2689895 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28781 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -2689897.000000 Penalty: 5122.153809 Iteration 36Q: 3 clusters Score -2689897 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28797 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -2689902.000000 Penalty: 5122.153809 Iteration 37Q: 3 clusters Score -2689902 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28807 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -2689899.750000 Penalty: 5122.153809 Iteration 38Q: 3 clusters Score -2689900 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28810 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -2689899.250000 Penalty: 5122.153809 Iteration 39Q: 3 clusters Score -2689899 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28811 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -2689899.000000 Penalty: 5122.153809 Iteration 40F: 3 clusters Score -2689899 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28810 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -2689896.250000 Penalty: 5122.153809 Iteration 41Q: 3 clusters Score -2689896 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28812 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -2689894.750000 Penalty: 5122.153809 Iteration 42Q: 3 clusters Score -2689895 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28812 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -2689894.750000 Penalty: 5122.153809 Iteration 43F: 3 clusters Score -2689895 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12296 members Mstep: Class 2 contains 15351 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261597 members Mstep: Class 7 contains 28812 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8319 members Mstep: Class 10 contains 66861 members Mstep: Class 11 contains 314808 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5444 members Mstep: Class 14 contains 1732 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 1317 members Entering Unmasked Estep Score: -68897000.000000 Penalty: 63897.066406 Splitting cluster 7 changes total score from -68897168.000000 to -68897000.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (7379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7379 members Entering Unmasked Estep Score: -682549.687500 Penalty: 2208.785400 Iteration 0F: 2 clusters Score -682549.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -676608.812500 Penalty: 4417.570801 Iteration 0F: 3 clusters Score -676608.8 nChanged 2943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -678255.375000 Penalty: 4417.570801 Iteration 1F: 3 clusters Score -678255.4 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -678559.500000 Penalty: 4417.570801 Iteration 2F: 3 clusters Score -678559.5 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -678834.437500 Penalty: 4417.570801 Iteration 3F: 3 clusters Score -678834.4 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -679141.437500 Penalty: 4417.570801 Iteration 4F: 3 clusters Score -679141.4 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -679506.625000 Penalty: 4417.570801 Iteration 5F: 3 clusters Score -679506.6 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -679829.125000 Penalty: 4417.570801 Iteration 6F: 3 clusters Score -679829.1 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -680090.562500 Penalty: 4417.570801 Iteration 7Q: 3 clusters Score -680090.6 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -680294.875000 Penalty: 4417.570801 Iteration 8Q: 3 clusters Score -680294.9 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -680479.312500 Penalty: 4417.570801 Iteration 9Q: 3 clusters Score -680479.3 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5661 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -680587.812500 Penalty: 4417.570801 Iteration 10Q: 3 clusters Score -680587.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5755 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -680648.250000 Penalty: 4417.570801 Iteration 11Q: 3 clusters Score -680648.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -680692.375000 Penalty: 4417.570801 Iteration 12Q: 3 clusters Score -680692.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -680727.562500 Penalty: 4417.570801 Iteration 13Q: 3 clusters Score -680727.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -680747.187500 Penalty: 4417.570801 Iteration 14Q: 3 clusters Score -680747.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -680757.000000 Penalty: 4417.570801 Iteration 15Q: 3 clusters Score -680757 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5992 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -680770.312500 Penalty: 4417.570801 Iteration 16Q: 3 clusters Score -680770.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6021 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -680783.812500 Penalty: 4417.570801 Iteration 17Q: 3 clusters Score -680783.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -680791.750000 Penalty: 4417.570801 Iteration 18Q: 3 clusters Score -680791.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -680797.250000 Penalty: 4417.570801 Iteration 19Q: 3 clusters Score -680797.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -680798.937500 Penalty: 4417.570801 Iteration 20F: 3 clusters Score -680798.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -680802.125000 Penalty: 4417.570801 Iteration 21Q: 3 clusters Score -680802.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -680804.687500 Penalty: 4417.570801 Iteration 22Q: 3 clusters Score -680804.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -680808.062500 Penalty: 4417.570801 Iteration 23Q: 3 clusters Score -680808.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -680809.312500 Penalty: 4417.570801 Iteration 24Q: 3 clusters Score -680809.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -680814.062500 Penalty: 4417.570801 Iteration 25Q: 3 clusters Score -680814.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -680817.687500 Penalty: 4417.570801 Iteration 26Q: 3 clusters Score -680817.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -680819.812500 Penalty: 4417.570801 Iteration 27Q: 3 clusters Score -680819.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -680819.625000 Penalty: 4417.570801 Iteration 28Q: 3 clusters Score -680819.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6125 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -680819.687500 Penalty: 4417.570801 Iteration 29Q: 3 clusters Score -680819.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -680819.687500 Penalty: 4417.570801 Iteration 30Q: 3 clusters Score -680819.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -680819.687500 Penalty: 4417.570801 Iteration 31F: 3 clusters Score -680819.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (8319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8319 members Entering Unmasked Estep Score: -749434.875000 Penalty: 2238.521729 Iteration 0F: 2 clusters Score -749434.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -742923.062500 Penalty: 4477.043457 Iteration 0F: 3 clusters Score -742923.1 nChanged 3334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -744716.875000 Penalty: 4477.043457 Iteration 1F: 3 clusters Score -744716.9 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -744946.312500 Penalty: 4477.043457 Iteration 2F: 3 clusters Score -744946.3 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -745107.437500 Penalty: 4477.043457 Iteration 3Q: 3 clusters Score -745107.4 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -745242.625000 Penalty: 4477.043457 Iteration 4Q: 3 clusters Score -745242.6 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -745349.562500 Penalty: 4477.043457 Iteration 5Q: 3 clusters Score -745349.6 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -745437.937500 Penalty: 4477.043457 Iteration 6Q: 3 clusters Score -745437.9 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -745505.687500 Penalty: 4477.043457 Iteration 7Q: 3 clusters Score -745505.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -745557.562500 Penalty: 4477.043457 Iteration 8Q: 3 clusters Score -745557.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -745590.625000 Penalty: 4477.043457 Iteration 9Q: 3 clusters Score -745590.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -745613.687500 Penalty: 4477.043457 Iteration 10Q: 3 clusters Score -745613.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -745632.687500 Penalty: 4477.043457 Iteration 11Q: 3 clusters Score -745632.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -745649.875000 Penalty: 4477.043457 Iteration 12Q: 3 clusters Score -745649.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -745674.937500 Penalty: 4477.043457 Iteration 13Q: 3 clusters Score -745674.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -745704.562500 Penalty: 4477.043457 Iteration 14Q: 3 clusters Score -745704.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -745731.062500 Penalty: 4477.043457 Iteration 15Q: 3 clusters Score -745731.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -745764.125000 Penalty: 4477.043457 Iteration 16Q: 3 clusters Score -745764.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -745798.875000 Penalty: 4477.043457 Iteration 17Q: 3 clusters Score -745798.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -745833.062500 Penalty: 4477.043457 Iteration 18Q: 3 clusters Score -745833.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -745870.437500 Penalty: 4477.043457 Iteration 19Q: 3 clusters Score -745870.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -745916.437500 Penalty: 4477.043457 Iteration 20F: 3 clusters Score -745916.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -745964.875000 Penalty: 4477.043457 Iteration 21Q: 3 clusters Score -745964.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -746014.625000 Penalty: 4477.043457 Iteration 22Q: 3 clusters Score -746014.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -746052.500000 Penalty: 4477.043457 Iteration 23Q: 3 clusters Score -746052.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -746094.750000 Penalty: 4477.043457 Iteration 24Q: 3 clusters Score -746094.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -746136.812500 Penalty: 4477.043457 Iteration 25Q: 3 clusters Score -746136.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -746182.875000 Penalty: 4477.043457 Iteration 26Q: 3 clusters Score -746182.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -746233.562500 Penalty: 4477.043457 Iteration 27Q: 3 clusters Score -746233.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -746282.000000 Penalty: 4477.043457 Iteration 28Q: 3 clusters Score -746282 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -746333.875000 Penalty: 4477.043457 Iteration 29Q: 3 clusters Score -746333.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -746384.500000 Penalty: 4477.043457 Iteration 30Q: 3 clusters Score -746384.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 5330 members Entering Unmasked Estep Score: -746435.562500 Penalty: 4477.043457 Iteration 31Q: 3 clusters Score -746435.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 5440 members Entering Unmasked Estep Score: -746495.625000 Penalty: 4477.043457 Iteration 32Q: 3 clusters Score -746495.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -746544.187500 Penalty: 4477.043457 Iteration 33Q: 3 clusters Score -746544.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -746584.625000 Penalty: 4477.043457 Iteration 34Q: 3 clusters Score -746584.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -746620.750000 Penalty: 4477.043457 Iteration 35Q: 3 clusters Score -746620.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -746655.187500 Penalty: 4477.043457 Iteration 36Q: 3 clusters Score -746655.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -746687.625000 Penalty: 4477.043457 Iteration 37Q: 3 clusters Score -746687.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -746721.875000 Penalty: 4477.043457 Iteration 38Q: 3 clusters Score -746721.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -746752.250000 Penalty: 4477.043457 Iteration 39Q: 3 clusters Score -746752.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 6175 members Entering Unmasked Estep Score: -746780.687500 Penalty: 4477.043457 Iteration 40F: 3 clusters Score -746780.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 6243 members Entering Unmasked Estep Score: -746812.312500 Penalty: 4477.043457 Iteration 41Q: 3 clusters Score -746812.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 6314 members Entering Unmasked Estep Score: -746847.625000 Penalty: 4477.043457 Iteration 42Q: 3 clusters Score -746847.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -746879.437500 Penalty: 4477.043457 Iteration 43Q: 3 clusters Score -746879.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 6464 members Entering Unmasked Estep Score: -746905.000000 Penalty: 4477.043457 Iteration 44Q: 3 clusters Score -746905 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 6525 members Entering Unmasked Estep Score: -746928.687500 Penalty: 4477.043457 Iteration 45Q: 3 clusters Score -746928.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -746946.687500 Penalty: 4477.043457 Iteration 46Q: 3 clusters Score -746946.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -746974.687500 Penalty: 4477.043457 Iteration 47Q: 3 clusters Score -746974.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 6722 members Entering Unmasked Estep Score: -747001.875000 Penalty: 4477.043457 Iteration 48Q: 3 clusters Score -747001.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -747039.875000 Penalty: 4477.043457 Iteration 49Q: 3 clusters Score -747039.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 6893 members Entering Unmasked Estep Score: -747084.750000 Penalty: 4477.043457 Iteration 50Q: 3 clusters Score -747084.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 6967 members Entering Unmasked Estep Score: -747118.437500 Penalty: 4477.043457 Iteration 51Q: 3 clusters Score -747118.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 7034 members Entering Unmasked Estep Score: -747148.437500 Penalty: 4477.043457 Iteration 52Q: 3 clusters Score -747148.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 7097 members Entering Unmasked Estep Score: -747179.125000 Penalty: 4477.043457 Iteration 53Q: 3 clusters Score -747179.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -747205.562500 Penalty: 4477.043457 Iteration 54Q: 3 clusters Score -747205.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 7222 members Entering Unmasked Estep Score: -747251.000000 Penalty: 4477.043457 Iteration 55Q: 3 clusters Score -747251 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 7286 members Entering Unmasked Estep Score: -747290.812500 Penalty: 4477.043457 Iteration 56Q: 3 clusters Score -747290.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 7355 members Entering Unmasked Estep Score: -747325.375000 Penalty: 4477.043457 Iteration 57Q: 3 clusters Score -747325.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -747363.687500 Penalty: 4477.043457 Iteration 58Q: 3 clusters Score -747363.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -747402.250000 Penalty: 4477.043457 Iteration 59Q: 3 clusters Score -747402.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 7518 members Entering Unmasked Estep Score: -747440.437500 Penalty: 4477.043457 Iteration 60F: 3 clusters Score -747440.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 7570 members Entering Unmasked Estep Score: -747472.625000 Penalty: 4477.043457 Iteration 61Q: 3 clusters Score -747472.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 7607 members Entering Unmasked Estep Score: -747495.562500 Penalty: 4477.043457 Iteration 62Q: 3 clusters Score -747495.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 7634 members Entering Unmasked Estep Score: -747513.312500 Penalty: 4477.043457 Iteration 63Q: 3 clusters Score -747513.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 7654 members Entering Unmasked Estep Score: -747527.562500 Penalty: 4477.043457 Iteration 64Q: 3 clusters Score -747527.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 7674 members Entering Unmasked Estep Score: -747541.062500 Penalty: 4477.043457 Iteration 65Q: 3 clusters Score -747541.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -747554.062500 Penalty: 4477.043457 Iteration 66Q: 3 clusters Score -747554.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 7712 members Entering Unmasked Estep Score: -747571.625000 Penalty: 4477.043457 Iteration 67Q: 3 clusters Score -747571.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 7727 members Entering Unmasked Estep Score: -747580.250000 Penalty: 4477.043457 Iteration 68Q: 3 clusters Score -747580.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 7734 members Entering Unmasked Estep Score: -747584.000000 Penalty: 4477.043457 Iteration 69Q: 3 clusters Score -747584 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 7738 members Entering Unmasked Estep Score: -747585.687500 Penalty: 4477.043457 Iteration 70Q: 3 clusters Score -747585.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 7737 members Entering Unmasked Estep Score: -747587.312500 Penalty: 4477.043457 Iteration 71Q: 3 clusters Score -747587.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 7735 members Entering Unmasked Estep Score: -747587.812500 Penalty: 4477.043457 Iteration 72Q: 3 clusters Score -747587.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -747588.375000 Penalty: 4477.043457 Iteration 73Q: 3 clusters Score -747588.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 7738 members Entering Unmasked Estep Score: -747591.312500 Penalty: 4477.043457 Iteration 74Q: 3 clusters Score -747591.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -747590.000000 Penalty: 4477.043457 Iteration 75Q: 3 clusters Score -747590 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 7742 members Entering Unmasked Estep Score: -747593.312500 Penalty: 4477.043457 Iteration 76Q: 3 clusters Score -747593.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 7744 members Entering Unmasked Estep Score: -747592.812500 Penalty: 4477.043457 Iteration 77Q: 3 clusters Score -747592.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 7748 members Entering Unmasked Estep Score: -747595.312500 Penalty: 4477.043457 Iteration 78Q: 3 clusters Score -747595.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 7751 members Entering Unmasked Estep Score: -747596.187500 Penalty: 4477.043457 Iteration 79Q: 3 clusters Score -747596.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 7754 members Entering Unmasked Estep Score: -747599.687500 Penalty: 4477.043457 Iteration 80F: 3 clusters Score -747599.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 7758 members Entering Unmasked Estep Score: -747601.125000 Penalty: 4477.043457 Iteration 81Q: 3 clusters Score -747601.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 7760 members Entering Unmasked Estep Score: -747602.625000 Penalty: 4477.043457 Iteration 82Q: 3 clusters Score -747602.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 7763 members Entering Unmasked Estep Score: -747603.375000 Penalty: 4477.043457 Iteration 83Q: 3 clusters Score -747603.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -747604.375000 Penalty: 4477.043457 Iteration 84Q: 3 clusters Score -747604.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -747604.375000 Penalty: 4477.043457 Iteration 85F: 3 clusters Score -747604.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (66861 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66861 members Entering Unmasked Estep Score: -6025001.000000 Penalty: 2755.372070 Iteration 0F: 2 clusters Score -6025001 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33374 members Mstep: Class 2 contains 33487 members Entering Unmasked Estep Score: -5980146.000000 Penalty: 5510.744141 Iteration 0F: 3 clusters Score -5980146 nChanged 31179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32505 members Mstep: Class 2 contains 34356 members Entering Unmasked Estep Score: -5997806.000000 Penalty: 5510.744141 Iteration 1F: 3 clusters Score -5997806 nChanged 2299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31920 members Mstep: Class 2 contains 34941 members Entering Unmasked Estep Score: -5998339.000000 Penalty: 5510.744141 Iteration 2Q: 3 clusters Score -5998339 nChanged 2126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31080 members Mstep: Class 2 contains 35781 members Entering Unmasked Estep Score: -5998808.500000 Penalty: 5510.744141 Iteration 3Q: 3 clusters Score -5998808 nChanged 2096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29874 members Mstep: Class 2 contains 36987 members Entering Unmasked Estep Score: -5999339.500000 Penalty: 5510.744141 Iteration 4Q: 3 clusters Score -5999340 nChanged 2429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28061 members Mstep: Class 2 contains 38800 members Entering Unmasked Estep Score: -6000189.500000 Penalty: 5510.744141 Iteration 5Q: 3 clusters Score -6000190 nChanged 3097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25378 members Mstep: Class 2 contains 41483 members Entering Unmasked Estep Score: -6001522.000000 Penalty: 5510.744141 Iteration 6Q: 3 clusters Score -6001522 nChanged 3988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21664 members Mstep: Class 2 contains 45197 members Entering Unmasked Estep Score: -6003880.500000 Penalty: 5510.744141 Iteration 7F: 3 clusters Score -6003880 nChanged 4783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17047 members Mstep: Class 2 contains 49814 members Entering Unmasked Estep Score: -6007325.000000 Penalty: 5510.744141 Iteration 8F: 3 clusters Score -6007325 nChanged 5265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11906 members Mstep: Class 2 contains 54955 members Entering Unmasked Estep Score: -6011945.000000 Penalty: 5510.744141 Iteration 9F: 3 clusters Score -6011945 nChanged 4827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7143 members Mstep: Class 2 contains 59718 members Entering Unmasked Estep Score: -6016536.500000 Penalty: 5510.744141 Iteration 10F: 3 clusters Score -6016536 nChanged 3407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 63079 members Entering Unmasked Estep Score: -6019709.500000 Penalty: 5510.744141 Iteration 11F: 3 clusters Score -6019710 nChanged 1841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 64880 members Entering Unmasked Estep Score: -6021351.500000 Penalty: 5510.744141 Iteration 12Q: 3 clusters Score -6021352 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 65666 members Entering Unmasked Estep Score: -6022050.000000 Penalty: 5510.744141 Iteration 13Q: 3 clusters Score -6022050 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 66035 members Entering Unmasked Estep Score: -6022375.500000 Penalty: 5510.744141 Iteration 14Q: 3 clusters Score -6022376 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 66192 members Entering Unmasked Estep Score: -6022520.500000 Penalty: 5510.744141 Iteration 15Q: 3 clusters Score -6022520 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 66266 members Entering Unmasked Estep Score: -6022584.500000 Penalty: 5510.744141 Iteration 16Q: 3 clusters Score -6022584 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 66312 members Entering Unmasked Estep Score: -6022630.500000 Penalty: 5510.744141 Iteration 17Q: 3 clusters Score -6022630 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 66350 members Entering Unmasked Estep Score: -6022676.000000 Penalty: 5510.744141 Iteration 18Q: 3 clusters Score -6022676 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 66368 members Entering Unmasked Estep Score: -6022692.000000 Penalty: 5510.744141 Iteration 19Q: 3 clusters Score -6022692 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 66379 members Entering Unmasked Estep Score: -6022708.500000 Penalty: 5510.744141 Iteration 20F: 3 clusters Score -6022708 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 66389 members Entering Unmasked Estep Score: -6022719.000000 Penalty: 5510.744141 Iteration 21Q: 3 clusters Score -6022719 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 66396 members Entering Unmasked Estep Score: -6022723.500000 Penalty: 5510.744141 Iteration 22Q: 3 clusters Score -6022724 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 66403 members Entering Unmasked Estep Score: -6022741.000000 Penalty: 5510.744141 Iteration 23Q: 3 clusters Score -6022741 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 66408 members Entering Unmasked Estep Score: -6022741.500000 Penalty: 5510.744141 Iteration 24Q: 3 clusters Score -6022742 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 66413 members Entering Unmasked Estep Score: -6022754.000000 Penalty: 5510.744141 Iteration 25Q: 3 clusters Score -6022754 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 66414 members Entering Unmasked Estep Score: -6022758.500000 Penalty: 5510.744141 Iteration 26Q: 3 clusters Score -6022758 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 66414 members Entering Unmasked Estep Score: -6022759.000000 Penalty: 5510.744141 Iteration 27Q: 3 clusters Score -6022759 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 66415 members Entering Unmasked Estep Score: -6022760.000000 Penalty: 5510.744141 Iteration 28Q: 3 clusters Score -6022760 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 66415 members Entering Unmasked Estep Score: -6022760.000000 Penalty: 5510.744141 Iteration 29F: 3 clusters Score -6022760 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (314808 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314808 members Entering Unmasked Estep Score: -28703180.000000 Penalty: 3139.610107 Iteration 0F: 2 clusters Score -2.870318e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157078 members Mstep: Class 2 contains 157730 members Entering Unmasked Estep Score: -28491066.000000 Penalty: 6279.220215 Iteration 0F: 3 clusters Score -2.849107e+07 nChanged 152662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148724 members Mstep: Class 2 contains 166084 members Entering Unmasked Estep Score: -28582226.000000 Penalty: 6279.220215 Iteration 1F: 3 clusters Score -2.858223e+07 nChanged 8919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142619 members Mstep: Class 2 contains 172189 members Entering Unmasked Estep Score: -28584812.000000 Penalty: 6279.220215 Iteration 2Q: 3 clusters Score -2.858481e+07 nChanged 11726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133069 members Mstep: Class 2 contains 181739 members Entering Unmasked Estep Score: -28588648.000000 Penalty: 6279.220215 Iteration 3Q: 3 clusters Score -2.858865e+07 nChanged 16176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118579 members Mstep: Class 2 contains 196229 members Entering Unmasked Estep Score: -28596434.000000 Penalty: 6279.220215 Iteration 4F: 3 clusters Score -2.859643e+07 nChanged 21734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97871 members Mstep: Class 2 contains 216937 members Entering Unmasked Estep Score: -28610474.000000 Penalty: 6279.220215 Iteration 5F: 3 clusters Score -2.861047e+07 nChanged 26694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71791 members Mstep: Class 2 contains 243017 members Entering Unmasked Estep Score: -28632292.000000 Penalty: 6279.220215 Iteration 6F: 3 clusters Score -2.863229e+07 nChanged 27837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44270 members Mstep: Class 2 contains 270538 members Entering Unmasked Estep Score: -28658344.000000 Penalty: 6279.220215 Iteration 7F: 3 clusters Score -2.865834e+07 nChanged 21891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22487 members Mstep: Class 2 contains 292321 members Entering Unmasked Estep Score: -28679562.000000 Penalty: 6279.220215 Iteration 8F: 3 clusters Score -2.867956e+07 nChanged 12775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9742 members Mstep: Class 2 contains 305066 members Entering Unmasked Estep Score: -28691422.000000 Penalty: 6279.220215 Iteration 9Q: 3 clusters Score -2.869142e+07 nChanged 5942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 311004 members Entering Unmasked Estep Score: -28696980.000000 Penalty: 6279.220215 Iteration 10Q: 3 clusters Score -2.869698e+07 nChanged 2283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 313287 members Entering Unmasked Estep Score: -28699006.000000 Penalty: 6279.220215 Iteration 11Q: 3 clusters Score -2.869901e+07 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 314080 members Entering Unmasked Estep Score: -28699802.000000 Penalty: 6279.220215 Iteration 12Q: 3 clusters Score -2.86998e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 314322 members Entering Unmasked Estep Score: -28700074.000000 Penalty: 6279.220215 Iteration 13Q: 3 clusters Score -2.870007e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 314424 members Entering Unmasked Estep Score: -28700250.000000 Penalty: 6279.220215 Iteration 14Q: 3 clusters Score -2.870025e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 314465 members Entering Unmasked Estep Score: -28700338.000000 Penalty: 6279.220215 Iteration 15Q: 3 clusters Score -2.870034e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 314483 members Entering Unmasked Estep Score: -28700362.000000 Penalty: 6279.220215 Iteration 16Q: 3 clusters Score -2.870036e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 314492 members Entering Unmasked Estep Score: -28700408.000000 Penalty: 6279.220215 Iteration 17Q: 3 clusters Score -2.870041e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 314491 members Entering Unmasked Estep Score: -28700428.000000 Penalty: 6279.220215 Iteration 18Q: 3 clusters Score -2.870043e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 314490 members Entering Unmasked Estep Score: -28700420.000000 Penalty: 6279.220215 Iteration 19Q: 3 clusters Score -2.870042e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 314494 members Entering Unmasked Estep Score: -28700440.000000 Penalty: 6279.220215 Iteration 20F: 3 clusters Score -2.870044e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 314495 members Entering Unmasked Estep Score: -28700428.000000 Penalty: 6279.220215 Iteration 21Q: 3 clusters Score -2.870043e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 314495 members Entering Unmasked Estep Score: -28700422.000000 Penalty: 6279.220215 Iteration 22Q: 3 clusters Score -2.870042e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 314495 members Entering Unmasked Estep Score: -28700444.000000 Penalty: 6279.220215 Iteration 23Q: 3 clusters Score -2.870044e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 314494 members Entering Unmasked Estep Score: -28700442.000000 Penalty: 6279.220215 Iteration 24Q: 3 clusters Score -2.870044e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 314494 members Entering Unmasked Estep Score: -28700442.000000 Penalty: 6279.220215 Iteration 25F: 3 clusters Score -2.870044e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (13720 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13720 members Entering Unmasked Estep Score: -1256587.375000 Penalty: 2362.599121 Iteration 0F: 2 clusters Score -1256587 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -1246617.875000 Penalty: 4725.198242 Iteration 0F: 3 clusters Score -1246618 nChanged 5907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 7211 members Entering Unmasked Estep Score: -1250289.875000 Penalty: 4725.198242 Iteration 1F: 3 clusters Score -1250290 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 7646 members Entering Unmasked Estep Score: -1251457.125000 Penalty: 4725.198242 Iteration 2F: 3 clusters Score -1251457 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 8252 members Entering Unmasked Estep Score: -1252642.875000 Penalty: 4725.198242 Iteration 3F: 3 clusters Score -1252643 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 8885 members Entering Unmasked Estep Score: -1253673.125000 Penalty: 4725.198242 Iteration 4F: 3 clusters Score -1253673 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 9470 members Entering Unmasked Estep Score: -1254365.125000 Penalty: 4725.198242 Iteration 5F: 3 clusters Score -1254365 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 9912 members Entering Unmasked Estep Score: -1254745.875000 Penalty: 4725.198242 Iteration 6Q: 3 clusters Score -1254746 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 10236 members Entering Unmasked Estep Score: -1254948.250000 Penalty: 4725.198242 Iteration 7Q: 3 clusters Score -1254948 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 10486 members Entering Unmasked Estep Score: -1255066.500000 Penalty: 4725.198242 Iteration 8Q: 3 clusters Score -1255066 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 10657 members Entering Unmasked Estep Score: -1255122.250000 Penalty: 4725.198242 Iteration 9Q: 3 clusters Score -1255122 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 10787 members Entering Unmasked Estep Score: -1255168.875000 Penalty: 4725.198242 Iteration 10Q: 3 clusters Score -1255169 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 10913 members Entering Unmasked Estep Score: -1255204.750000 Penalty: 4725.198242 Iteration 11Q: 3 clusters Score -1255205 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 11041 members Entering Unmasked Estep Score: -1255252.500000 Penalty: 4725.198242 Iteration 12Q: 3 clusters Score -1255252 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 11155 members Entering Unmasked Estep Score: -1255285.750000 Penalty: 4725.198242 Iteration 13Q: 3 clusters Score -1255286 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 11254 members Entering Unmasked Estep Score: -1255313.875000 Penalty: 4725.198242 Iteration 14Q: 3 clusters Score -1255314 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 11350 members Entering Unmasked Estep Score: -1255345.000000 Penalty: 4725.198242 Iteration 15Q: 3 clusters Score -1255345 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 11451 members Entering Unmasked Estep Score: -1255376.875000 Penalty: 4725.198242 Iteration 16Q: 3 clusters Score -1255377 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 11546 members Entering Unmasked Estep Score: -1255408.625000 Penalty: 4725.198242 Iteration 17Q: 3 clusters Score -1255409 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -1255443.375000 Penalty: 4725.198242 Iteration 18Q: 3 clusters Score -1255443 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 11735 members Entering Unmasked Estep Score: -1255467.750000 Penalty: 4725.198242 Iteration 19Q: 3 clusters Score -1255468 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 11811 members Entering Unmasked Estep Score: -1255487.125000 Penalty: 4725.198242 Iteration 20F: 3 clusters Score -1255487 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 11870 members Entering Unmasked Estep Score: -1255500.875000 Penalty: 4725.198242 Iteration 21Q: 3 clusters Score -1255501 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 11924 members Entering Unmasked Estep Score: -1255520.250000 Penalty: 4725.198242 Iteration 22Q: 3 clusters Score -1255520 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 11975 members Entering Unmasked Estep Score: -1255536.625000 Penalty: 4725.198242 Iteration 23Q: 3 clusters Score -1255537 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 12022 members Entering Unmasked Estep Score: -1255551.875000 Penalty: 4725.198242 Iteration 24Q: 3 clusters Score -1255552 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 12078 members Entering Unmasked Estep Score: -1255567.375000 Penalty: 4725.198242 Iteration 25Q: 3 clusters Score -1255567 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 12121 members Entering Unmasked Estep Score: -1255581.625000 Penalty: 4725.198242 Iteration 26Q: 3 clusters Score -1255582 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 12159 members Entering Unmasked Estep Score: -1255588.250000 Penalty: 4725.198242 Iteration 27Q: 3 clusters Score -1255588 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 12195 members Entering Unmasked Estep Score: -1255603.125000 Penalty: 4725.198242 Iteration 28Q: 3 clusters Score -1255603 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 12222 members Entering Unmasked Estep Score: -1255607.750000 Penalty: 4725.198242 Iteration 29Q: 3 clusters Score -1255608 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 12241 members Entering Unmasked Estep Score: -1255612.000000 Penalty: 4725.198242 Iteration 30Q: 3 clusters Score -1255612 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 12256 members Entering Unmasked Estep Score: -1255617.875000 Penalty: 4725.198242 Iteration 31Q: 3 clusters Score -1255618 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 12273 members Entering Unmasked Estep Score: -1255617.875000 Penalty: 4725.198242 Iteration 32Q: 3 clusters Score -1255618 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 12285 members Entering Unmasked Estep Score: -1255622.250000 Penalty: 4725.198242 Iteration 33Q: 3 clusters Score -1255622 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 12290 members Entering Unmasked Estep Score: -1255624.625000 Penalty: 4725.198242 Iteration 34Q: 3 clusters Score -1255625 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 12296 members Entering Unmasked Estep Score: -1255625.875000 Penalty: 4725.198242 Iteration 35Q: 3 clusters Score -1255626 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 12302 members Entering Unmasked Estep Score: -1255628.500000 Penalty: 4725.198242 Iteration 36Q: 3 clusters Score -1255628 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 12311 members Entering Unmasked Estep Score: -1255631.625000 Penalty: 4725.198242 Iteration 37Q: 3 clusters Score -1255632 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 12320 members Entering Unmasked Estep Score: -1255633.875000 Penalty: 4725.198242 Iteration 38Q: 3 clusters Score -1255634 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 12333 members Entering Unmasked Estep Score: -1255636.500000 Penalty: 4725.198242 Iteration 39Q: 3 clusters Score -1255636 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 12345 members Entering Unmasked Estep Score: -1255640.375000 Penalty: 4725.198242 Iteration 40F: 3 clusters Score -1255640 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 12359 members Entering Unmasked Estep Score: -1255643.000000 Penalty: 4725.198242 Iteration 41Q: 3 clusters Score -1255643 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 12367 members Entering Unmasked Estep Score: -1255645.750000 Penalty: 4725.198242 Iteration 42Q: 3 clusters Score -1255646 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 12369 members Entering Unmasked Estep Score: -1255645.500000 Penalty: 4725.198242 Iteration 43Q: 3 clusters Score -1255646 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 12372 members Entering Unmasked Estep Score: -1255647.875000 Penalty: 4725.198242 Iteration 44Q: 3 clusters Score -1255648 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 12374 members Entering Unmasked Estep Score: -1255646.125000 Penalty: 4725.198242 Iteration 45Q: 3 clusters Score -1255646 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 12375 members Entering Unmasked Estep Score: -1255647.000000 Penalty: 4725.198242 Iteration 46Q: 3 clusters Score -1255647 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 12377 members Entering Unmasked Estep Score: -1255647.625000 Penalty: 4725.198242 Iteration 47Q: 3 clusters Score -1255648 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 12379 members Entering Unmasked Estep Score: -1255645.250000 Penalty: 4725.198242 Iteration 48Q: 3 clusters Score -1255645 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 12381 members Entering Unmasked Estep Score: -1255645.250000 Penalty: 4725.198242 Iteration 49Q: 3 clusters Score -1255645 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 12383 members Entering Unmasked Estep Score: -1255647.000000 Penalty: 4725.198242 Iteration 50Q: 3 clusters Score -1255647 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 12384 members Entering Unmasked Estep Score: -1255648.625000 Penalty: 4725.198242 Iteration 51Q: 3 clusters Score -1255649 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 12384 members Entering Unmasked Estep Score: -1255648.625000 Penalty: 4725.198242 Iteration 52F: 3 clusters Score -1255649 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (5444 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Entering Unmasked Estep Score: -452258.343750 Penalty: 2133.362793 Iteration 0F: 2 clusters Score -452258.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -447462.843750 Penalty: 4266.725586 Iteration 0F: 3 clusters Score -447462.8 nChanged 2134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -448678.500000 Penalty: 4266.725586 Iteration 1F: 3 clusters Score -448678.5 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -448895.562500 Penalty: 4266.725586 Iteration 2F: 3 clusters Score -448895.6 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -449059.687500 Penalty: 4266.725586 Iteration 3F: 3 clusters Score -449059.7 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -449190.687500 Penalty: 4266.725586 Iteration 4Q: 3 clusters Score -449190.7 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -449300.781250 Penalty: 4266.725586 Iteration 5Q: 3 clusters Score -449300.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -449363.906250 Penalty: 4266.725586 Iteration 6Q: 3 clusters Score -449363.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -449415.031250 Penalty: 4266.725586 Iteration 7Q: 3 clusters Score -449415 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -449454.062500 Penalty: 4266.725586 Iteration 8Q: 3 clusters Score -449454.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -449481.593750 Penalty: 4266.725586 Iteration 9Q: 3 clusters Score -449481.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -449508.468750 Penalty: 4266.725586 Iteration 10Q: 3 clusters Score -449508.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -449545.625000 Penalty: 4266.725586 Iteration 11Q: 3 clusters Score -449545.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -449581.125000 Penalty: 4266.725586 Iteration 12Q: 3 clusters Score -449581.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -449616.000000 Penalty: 4266.725586 Iteration 13Q: 3 clusters Score -449616 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -449648.406250 Penalty: 4266.725586 Iteration 14Q: 3 clusters Score -449648.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -449687.343750 Penalty: 4266.725586 Iteration 15Q: 3 clusters Score -449687.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -449733.718750 Penalty: 4266.725586 Iteration 16Q: 3 clusters Score -449733.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -449770.312500 Penalty: 4266.725586 Iteration 17Q: 3 clusters Score -449770.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -449811.125000 Penalty: 4266.725586 Iteration 18Q: 3 clusters Score -449811.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -449859.937500 Penalty: 4266.725586 Iteration 19Q: 3 clusters Score -449859.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -449905.531250 Penalty: 4266.725586 Iteration 20F: 3 clusters Score -449905.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -449951.437500 Penalty: 4266.725586 Iteration 21Q: 3 clusters Score -449951.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -450009.125000 Penalty: 4266.725586 Iteration 22Q: 3 clusters Score -450009.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -450066.593750 Penalty: 4266.725586 Iteration 23Q: 3 clusters Score -450066.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -450151.906250 Penalty: 4266.725586 Iteration 24Q: 3 clusters Score -450151.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -450246.937500 Penalty: 4266.725586 Iteration 25Q: 3 clusters Score -450246.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -450353.031250 Penalty: 4266.725586 Iteration 26Q: 3 clusters Score -450353 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -450470.281250 Penalty: 4266.725586 Iteration 27Q: 3 clusters Score -450470.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -450604.843750 Penalty: 4266.725586 Iteration 28Q: 3 clusters Score -450604.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -450764.468750 Penalty: 4266.725586 Iteration 29Q: 3 clusters Score -450764.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -450924.875000 Penalty: 4266.725586 Iteration 30Q: 3 clusters Score -450924.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -451046.656250 Penalty: 4266.725586 Iteration 31Q: 3 clusters Score -451046.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -451128.312500 Penalty: 4266.725586 Iteration 32Q: 3 clusters Score -451128.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -451180.750000 Penalty: 4266.725586 Iteration 33Q: 3 clusters Score -451180.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -451234.156250 Penalty: 4266.725586 Iteration 34Q: 3 clusters Score -451234.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -451291.906250 Penalty: 4266.725586 Iteration 35Q: 3 clusters Score -451291.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -451341.718750 Penalty: 4266.725586 Iteration 36Q: 3 clusters Score -451341.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -451375.218750 Penalty: 4266.725586 Iteration 37Q: 3 clusters Score -451375.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -451395.625000 Penalty: 4266.725586 Iteration 38Q: 3 clusters Score -451395.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -451410.937500 Penalty: 4266.725586 Iteration 39Q: 3 clusters Score -451410.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -451423.937500 Penalty: 4266.725586 Iteration 40F: 3 clusters Score -451423.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -451431.812500 Penalty: 4266.725586 Iteration 41Q: 3 clusters Score -451431.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -451437.937500 Penalty: 4266.725586 Iteration 42Q: 3 clusters Score -451437.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -451443.031250 Penalty: 4266.725586 Iteration 43Q: 3 clusters Score -451443 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -451447.093750 Penalty: 4266.725586 Iteration 44Q: 3 clusters Score -451447.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -451450.093750 Penalty: 4266.725586 Iteration 45Q: 3 clusters Score -451450.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -451454.093750 Penalty: 4266.725586 Iteration 46Q: 3 clusters Score -451454.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -451456.343750 Penalty: 4266.725586 Iteration 47Q: 3 clusters Score -451456.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -451462.031250 Penalty: 4266.725586 Iteration 48Q: 3 clusters Score -451462 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -451465.781250 Penalty: 4266.725586 Iteration 49Q: 3 clusters Score -451465.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -451467.437500 Penalty: 4266.725586 Iteration 50Q: 3 clusters Score -451467.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -451469.312500 Penalty: 4266.725586 Iteration 51Q: 3 clusters Score -451469.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -451469.750000 Penalty: 4266.725586 Iteration 52Q: 3 clusters Score -451469.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -451472.187500 Penalty: 4266.725586 Iteration 53Q: 3 clusters Score -451472.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -451472.750000 Penalty: 4266.725586 Iteration 54Q: 3 clusters Score -451472.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -451473.906250 Penalty: 4266.725586 Iteration 55Q: 3 clusters Score -451473.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -451474.843750 Penalty: 4266.725586 Iteration 56Q: 3 clusters Score -451474.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -451475.937500 Penalty: 4266.725586 Iteration 57Q: 3 clusters Score -451475.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -451478.093750 Penalty: 4266.725586 Iteration 58Q: 3 clusters Score -451478.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -451479.250000 Penalty: 4266.725586 Iteration 59Q: 3 clusters Score -451479.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -451479.250000 Penalty: 4266.725586 Iteration 60F: 3 clusters Score -451479.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Entering Unmasked Estep Score: -115222.507812 Penalty: 1794.075928 Iteration 0F: 2 clusters Score -115222.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -113037.921875 Penalty: 3588.151855 Iteration 0F: 3 clusters Score -113037.9 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -113412.656250 Penalty: 3588.151855 Iteration 1F: 3 clusters Score -113412.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -113597.328125 Penalty: 3588.151855 Iteration 2F: 3 clusters Score -113597.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -113726.351562 Penalty: 3588.151855 Iteration 3F: 3 clusters Score -113726.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -113831.640625 Penalty: 3588.151855 Iteration 4Q: 3 clusters Score -113831.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -113920.546875 Penalty: 3588.151855 Iteration 5Q: 3 clusters Score -113920.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -113977.781250 Penalty: 3588.151855 Iteration 6Q: 3 clusters Score -113977.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -114027.484375 Penalty: 3588.151855 Iteration 7Q: 3 clusters Score -114027.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -114056.796875 Penalty: 3588.151855 Iteration 8Q: 3 clusters Score -114056.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -114081.296875 Penalty: 3588.151855 Iteration 9Q: 3 clusters Score -114081.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -114099.468750 Penalty: 3588.151855 Iteration 10Q: 3 clusters Score -114099.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -114109.242188 Penalty: 3588.151855 Iteration 11Q: 3 clusters Score -114109.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -114115.179688 Penalty: 3588.151855 Iteration 12Q: 3 clusters Score -114115.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -114119.148438 Penalty: 3588.151855 Iteration 13Q: 3 clusters Score -114119.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -114125.406250 Penalty: 3588.151855 Iteration 14Q: 3 clusters Score -114125.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -114130.453125 Penalty: 3588.151855 Iteration 15Q: 3 clusters Score -114130.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -114137.773438 Penalty: 3588.151855 Iteration 16Q: 3 clusters Score -114137.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -114145.429688 Penalty: 3588.151855 Iteration 17Q: 3 clusters Score -114145.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -114153.585938 Penalty: 3588.151855 Iteration 18Q: 3 clusters Score -114153.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -114160.632812 Penalty: 3588.151855 Iteration 19Q: 3 clusters Score -114160.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -114168.468750 Penalty: 3588.151855 Iteration 20F: 3 clusters Score -114168.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -114178.273438 Penalty: 3588.151855 Iteration 21Q: 3 clusters Score -114178.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -114184.554688 Penalty: 3588.151855 Iteration 22Q: 3 clusters Score -114184.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -114192.484375 Penalty: 3588.151855 Iteration 23Q: 3 clusters Score -114192.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -114200.679688 Penalty: 3588.151855 Iteration 24Q: 3 clusters Score -114200.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -114211.601562 Penalty: 3588.151855 Iteration 25Q: 3 clusters Score -114211.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -114226.085938 Penalty: 3588.151855 Iteration 26Q: 3 clusters Score -114226.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -114241.109375 Penalty: 3588.151855 Iteration 27Q: 3 clusters Score -114241.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -114253.789062 Penalty: 3588.151855 Iteration 28Q: 3 clusters Score -114253.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -114270.781250 Penalty: 3588.151855 Iteration 29Q: 3 clusters Score -114270.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -114291.265625 Penalty: 3588.151855 Iteration 30Q: 3 clusters Score -114291.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -114307.179688 Penalty: 3588.151855 Iteration 31Q: 3 clusters Score -114307.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -114323.890625 Penalty: 3588.151855 Iteration 32Q: 3 clusters Score -114323.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -114331.390625 Penalty: 3588.151855 Iteration 33Q: 3 clusters Score -114331.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -114338.835938 Penalty: 3588.151855 Iteration 34Q: 3 clusters Score -114338.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -114347.335938 Penalty: 3588.151855 Iteration 35Q: 3 clusters Score -114347.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -114350.968750 Penalty: 3588.151855 Iteration 36Q: 3 clusters Score -114351 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -114361.117188 Penalty: 3588.151855 Iteration 37Q: 3 clusters Score -114361.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -114392.328125 Penalty: 3588.151855 Iteration 38Q: 3 clusters Score -114392.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -114462.507812 Penalty: 3588.151855 Iteration 39Q: 3 clusters Score -114462.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -114589.328125 Penalty: 3588.151855 Iteration 40F: 3 clusters Score -114589.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -114772.132812 Penalty: 3588.151855 Iteration 41Q: 3 clusters Score -114772.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -114858.085938 Penalty: 3588.151855 Iteration 42Q: 3 clusters Score -114858.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -114912.421875 Penalty: 3588.151855 Iteration 43Q: 3 clusters Score -114912.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -114954.562500 Penalty: 3588.151855 Iteration 44Q: 3 clusters Score -114954.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -115004.726562 Penalty: 3588.151855 Iteration 45Q: 3 clusters Score -115004.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -115041.750000 Penalty: 3588.151855 Iteration 46Q: 3 clusters Score -115041.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -115091.765625 Penalty: 3588.151855 Iteration 47Q: 3 clusters Score -115091.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -115142.929688 Penalty: 3588.151855 Iteration 48Q: 3 clusters Score -115142.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -115158.273438 Penalty: 3588.151855 Iteration 49Q: 3 clusters Score -115158.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -115161.289062 Penalty: 3588.151855 Iteration 50Q: 3 clusters Score -115161.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -115161.289062 Penalty: 3588.151855 Iteration 51F: 3 clusters Score -115161.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (744 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Entering Unmasked Estep Score: -60035.789062 Penalty: 1639.786133 Iteration 0F: 2 clusters Score -60035.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -58300.718750 Penalty: 3279.572266 Iteration 0F: 3 clusters Score -58300.72 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -58620.957031 Penalty: 3279.572266 Iteration 1F: 3 clusters Score -58620.96 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -58735.828125 Penalty: 3279.572266 Iteration 2F: 3 clusters Score -58735.83 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -58799.699219 Penalty: 3279.572266 Iteration 3Q: 3 clusters Score -58799.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -58856.578125 Penalty: 3279.572266 Iteration 4Q: 3 clusters Score -58856.58 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -58878.593750 Penalty: 3279.572266 Iteration 5Q: 3 clusters Score -58878.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -58902.464844 Penalty: 3279.572266 Iteration 6Q: 3 clusters Score -58902.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -58926.515625 Penalty: 3279.572266 Iteration 7Q: 3 clusters Score -58926.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -58958.156250 Penalty: 3279.572266 Iteration 8Q: 3 clusters Score -58958.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -58983.003906 Penalty: 3279.572266 Iteration 9Q: 3 clusters Score -58983 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -58998.410156 Penalty: 3279.572266 Iteration 10Q: 3 clusters Score -58998.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -59016.046875 Penalty: 3279.572266 Iteration 11Q: 3 clusters Score -59016.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -59025.707031 Penalty: 3279.572266 Iteration 12Q: 3 clusters Score -59025.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -59030.968750 Penalty: 3279.572266 Iteration 13Q: 3 clusters Score -59030.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -59034.972656 Penalty: 3279.572266 Iteration 14Q: 3 clusters Score -59034.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -59036.785156 Penalty: 3279.572266 Iteration 15Q: 3 clusters Score -59036.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -59036.785156 Penalty: 3279.572266 Iteration 16F: 3 clusters Score -59036.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (10708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10708 members Entering Unmasked Estep Score: -992501.625000 Penalty: 2301.129150 Iteration 0F: 2 clusters Score -992501.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -984241.062500 Penalty: 4602.258301 Iteration 0F: 3 clusters Score -984241.1 nChanged 4545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -986847.625000 Penalty: 4602.258301 Iteration 1F: 3 clusters Score -986847.6 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -987384.250000 Penalty: 4602.258301 Iteration 2F: 3 clusters Score -987384.2 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5611 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -987931.250000 Penalty: 4602.258301 Iteration 3F: 3 clusters Score -987931.2 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -988509.625000 Penalty: 4602.258301 Iteration 4F: 3 clusters Score -988509.6 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6376 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -989077.062500 Penalty: 4602.258301 Iteration 5F: 3 clusters Score -989077.1 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6928 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -989612.625000 Penalty: 4602.258301 Iteration 6F: 3 clusters Score -989612.6 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7502 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -990123.750000 Penalty: 4602.258301 Iteration 7F: 3 clusters Score -990123.8 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8041 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -990557.125000 Penalty: 4602.258301 Iteration 8F: 3 clusters Score -990557.1 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8493 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -990893.125000 Penalty: 4602.258301 Iteration 9Q: 3 clusters Score -990893.1 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8839 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -991140.437500 Penalty: 4602.258301 Iteration 10Q: 3 clusters Score -991140.4 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9108 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -991316.562500 Penalty: 4602.258301 Iteration 11Q: 3 clusters Score -991316.6 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9288 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -991428.375000 Penalty: 4602.258301 Iteration 12Q: 3 clusters Score -991428.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9423 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -991507.312500 Penalty: 4602.258301 Iteration 13Q: 3 clusters Score -991507.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9533 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -991565.375000 Penalty: 4602.258301 Iteration 14Q: 3 clusters Score -991565.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9607 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -991596.812500 Penalty: 4602.258301 Iteration 15Q: 3 clusters Score -991596.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9667 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -991627.000000 Penalty: 4602.258301 Iteration 16Q: 3 clusters Score -991627 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9716 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -991648.187500 Penalty: 4602.258301 Iteration 17Q: 3 clusters Score -991648.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9760 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -991665.687500 Penalty: 4602.258301 Iteration 18Q: 3 clusters Score -991665.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9789 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -991686.375000 Penalty: 4602.258301 Iteration 19Q: 3 clusters Score -991686.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9812 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -991702.250000 Penalty: 4602.258301 Iteration 20F: 3 clusters Score -991702.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9841 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -991712.625000 Penalty: 4602.258301 Iteration 21Q: 3 clusters Score -991712.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9862 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -991725.562500 Penalty: 4602.258301 Iteration 22Q: 3 clusters Score -991725.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9877 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -991731.625000 Penalty: 4602.258301 Iteration 23Q: 3 clusters Score -991731.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9888 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -991736.125000 Penalty: 4602.258301 Iteration 24Q: 3 clusters Score -991736.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9893 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -991739.562500 Penalty: 4602.258301 Iteration 25Q: 3 clusters Score -991739.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9897 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -991741.062500 Penalty: 4602.258301 Iteration 26Q: 3 clusters Score -991741.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9901 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -991741.562500 Penalty: 4602.258301 Iteration 27Q: 3 clusters Score -991741.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9904 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -991742.375000 Penalty: 4602.258301 Iteration 28Q: 3 clusters Score -991742.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9905 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -991742.812500 Penalty: 4602.258301 Iteration 29Q: 3 clusters Score -991742.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -991743.187500 Penalty: 4602.258301 Iteration 30Q: 3 clusters Score -991743.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9907 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -991742.875000 Penalty: 4602.258301 Iteration 31Q: 3 clusters Score -991742.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9907 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -991742.875000 Penalty: 4602.258301 Iteration 32F: 3 clusters Score -991742.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7762 members Entering Unmasked Estep Score: -703270.250000 Penalty: 2221.334717 Iteration 0F: 2 clusters Score -703270.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -697008.937500 Penalty: 4442.669434 Iteration 0F: 3 clusters Score -697008.9 nChanged 3097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -698706.500000 Penalty: 4442.669434 Iteration 1F: 3 clusters Score -698706.5 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -699007.125000 Penalty: 4442.669434 Iteration 2F: 3 clusters Score -699007.1 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -699269.625000 Penalty: 4442.669434 Iteration 3F: 3 clusters Score -699269.6 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -699589.687500 Penalty: 4442.669434 Iteration 4F: 3 clusters Score -699589.7 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -699967.312500 Penalty: 4442.669434 Iteration 5F: 3 clusters Score -699967.3 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -700417.000000 Penalty: 4442.669434 Iteration 6F: 3 clusters Score -700417 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -700800.250000 Penalty: 4442.669434 Iteration 7F: 3 clusters Score -700800.2 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5267 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -701106.812500 Penalty: 4442.669434 Iteration 8F: 3 clusters Score -701106.8 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -701347.562500 Penalty: 4442.669434 Iteration 9Q: 3 clusters Score -701347.6 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -701527.937500 Penalty: 4442.669434 Iteration 10Q: 3 clusters Score -701527.9 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -701637.562500 Penalty: 4442.669434 Iteration 11Q: 3 clusters Score -701637.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5777 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -701699.812500 Penalty: 4442.669434 Iteration 12Q: 3 clusters Score -701699.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -701747.625000 Penalty: 4442.669434 Iteration 13Q: 3 clusters Score -701747.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -701789.375000 Penalty: 4442.669434 Iteration 14Q: 3 clusters Score -701789.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5943 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -701823.875000 Penalty: 4442.669434 Iteration 15Q: 3 clusters Score -701823.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -701855.625000 Penalty: 4442.669434 Iteration 16Q: 3 clusters Score -701855.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -701872.875000 Penalty: 4442.669434 Iteration 17Q: 3 clusters Score -701872.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6056 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -701889.875000 Penalty: 4442.669434 Iteration 18Q: 3 clusters Score -701889.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -701911.875000 Penalty: 4442.669434 Iteration 19Q: 3 clusters Score -701911.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6129 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -701934.625000 Penalty: 4442.669434 Iteration 20F: 3 clusters Score -701934.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6159 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -701950.250000 Penalty: 4442.669434 Iteration 21Q: 3 clusters Score -701950.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -701962.625000 Penalty: 4442.669434 Iteration 22Q: 3 clusters Score -701962.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -701975.875000 Penalty: 4442.669434 Iteration 23Q: 3 clusters Score -701975.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -701984.250000 Penalty: 4442.669434 Iteration 24Q: 3 clusters Score -701984.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6260 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -701990.625000 Penalty: 4442.669434 Iteration 25Q: 3 clusters Score -701990.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6270 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -701995.687500 Penalty: 4442.669434 Iteration 26Q: 3 clusters Score -701995.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6276 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -701997.437500 Penalty: 4442.669434 Iteration 27Q: 3 clusters Score -701997.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -701996.375000 Penalty: 4442.669434 Iteration 28Q: 3 clusters Score -701996.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6287 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -701996.812500 Penalty: 4442.669434 Iteration 29Q: 3 clusters Score -701996.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -701998.437500 Penalty: 4442.669434 Iteration 30Q: 3 clusters Score -701998.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -702003.125000 Penalty: 4442.669434 Iteration 31Q: 3 clusters Score -702003.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -702004.437500 Penalty: 4442.669434 Iteration 32Q: 3 clusters Score -702004.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -702003.937500 Penalty: 4442.669434 Iteration 33Q: 3 clusters Score -702003.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6309 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -702005.500000 Penalty: 4442.669434 Iteration 34Q: 3 clusters Score -702005.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -702005.937500 Penalty: 4442.669434 Iteration 35Q: 3 clusters Score -702005.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6312 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -702005.750000 Penalty: 4442.669434 Iteration 36Q: 3 clusters Score -702005.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6312 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -702005.750000 Penalty: 4442.669434 Iteration 37F: 3 clusters Score -702005.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1317 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Entering Unmasked Estep Score: -108488.828125 Penalty: 1781.411743 Iteration 0F: 2 clusters Score -108488.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -106392.171875 Penalty: 3562.823486 Iteration 0F: 3 clusters Score -106392.2 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -106744.265625 Penalty: 3562.823486 Iteration 1F: 3 clusters Score -106744.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -106908.664062 Penalty: 3562.823486 Iteration 2F: 3 clusters Score -106908.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -107053.679688 Penalty: 3562.823486 Iteration 3F: 3 clusters Score -107053.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -107260.539062 Penalty: 3562.823486 Iteration 4Q: 3 clusters Score -107260.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -107554.335938 Penalty: 3562.823486 Iteration 5F: 3 clusters Score -107554.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -107925.234375 Penalty: 3562.823486 Iteration 6F: 3 clusters Score -107925.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -108125.171875 Penalty: 3562.823486 Iteration 7F: 3 clusters Score -108125.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -108276.945312 Penalty: 3562.823486 Iteration 8Q: 3 clusters Score -108276.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -108386.187500 Penalty: 3562.823486 Iteration 9Q: 3 clusters Score -108386.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -108430.359375 Penalty: 3562.823486 Iteration 10Q: 3 clusters Score -108430.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -108446.953125 Penalty: 3562.823486 Iteration 11Q: 3 clusters Score -108447 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -108472.062500 Penalty: 3562.823486 Iteration 12Q: 3 clusters Score -108472.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -108493.406250 Penalty: 3562.823486 Iteration 13Q: 3 clusters Score -108493.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -108501.242188 Penalty: 3562.823486 Iteration 14Q: 3 clusters Score -108501.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -108508.562500 Penalty: 3562.823486 Iteration 15Q: 3 clusters Score -108508.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -108515.664062 Penalty: 3562.823486 Iteration 16Q: 3 clusters Score -108515.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -108519.640625 Penalty: 3562.823486 Iteration 17Q: 3 clusters Score -108519.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -108519.640625 Penalty: 3562.823486 Iteration 18F: 3 clusters Score -108519.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12296 members Mstep: Class 2 contains 15351 members Mstep: Class 3 contains 6173 members Mstep: Class 4 contains 10092 members Mstep: Class 5 contains 381 members Mstep: Class 6 contains 261597 members Mstep: Class 7 contains 30544 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 8319 members Mstep: Class 10 contains 66861 members Mstep: Class 11 contains 314808 members Mstep: Class 12 contains 13720 members Mstep: Class 13 contains 5444 members Mstep: Class 14 contains 885 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 744 members Mstep: Class 19 contains 10708 members Mstep: Class 21 contains 7762 members Mstep: Class 24 contains 432 members Entering Unmasked Estep Score: -68895616.000000 Penalty: 63897.066406 Splitting cluster 24 changes total score from -68897168.000000 to -68895616.000000 So it's not getting split. --- Evaluating fit on full set of 2324722 points --- Entering Unmasked Estep Score: -207480512.000000 Penalty: 65438.273438 25->19 Clusters: Score -207480512.000000, best is -207497792.000000 Main iterations: 0 (time per=infms) Total iterations: 23376 (time per=360.977497ms) Iterations metric 2: 1657243566080.000000 (time per=5.091714ns) Iterations metric 3: 49715483770880.000000 (time per=169.730018ps) That took 8438.209961 seconds.